Ford: use full geometric prediction within existing command limits

Remove the hand-chosen 0.15 m / 25% cap on the prediction adjustment.
Retain the available-horizon bound, nonfinite fallback, total field limits,
yaw damping, slew, input gates, two states and zero C2/C3.

Cover full predictions and geometric countersteering in regression tests.
Validate 374 tests plus 26 subtests, four-route replay and 817,346
Float32/CAN round trips. Document command changes without inferring
physical tracking performance from PSCM limits or fixed-input replay.

Assisted-by: OpenAI Codex

.dockerignore

@@ -1,18 +0,0 @@
-**/.git
-.DS_Store
-*.dylib
-*.DSYM
-*.d
-*.pyc
-*.pyo
-.*.swp
-.*.swo
-.*.un~
-*.tmp
-*.o
-*.o-*
-*.os
-*.os-*
-
-venv/
-.venv/

.gitattributes

@@ -9,15 +9,7 @@
 *.ttf filter=lfs diff=lfs merge=lfs -text
 *.otf filter=lfs diff=lfs merge=lfs -text
 *.wav filter=lfs diff=lfs merge=lfs -text
+openpilot/selfdrive/assets/sounds/milestone.wav -filter -diff -merge -text
 
-selfdrive/car/tests/test_models_segs.txt filter=lfs diff=lfs merge=lfs -text
+openpilot/selfdrive/car/tests/test_models_segs.txt filter=lfs diff=lfs merge=lfs -text
-system/hardware/tici/updater_weston filter=lfs diff=lfs merge=lfs -text
+openpilot/common/hardware/comma/updater filter=lfs diff=lfs merge=lfs -text
-system/hardware/tici/updater_magic filter=lfs diff=lfs merge=lfs -text
-third_party/**/*.a filter=lfs diff=lfs merge=lfs -text
-third_party/**/*.so filter=lfs diff=lfs merge=lfs -text
-third_party/**/*.so.* filter=lfs diff=lfs merge=lfs -text
-third_party/**/*.dylib filter=lfs diff=lfs merge=lfs -text
-third_party/acados/*/t_renderer filter=lfs diff=lfs merge=lfs -text
-third_party/qt5/larch64/bin/lrelease filter=lfs diff=lfs merge=lfs -text
-third_party/qt5/larch64/bin/lupdate filter=lfs diff=lfs merge=lfs -text
-third_party/catch2/include/catch2/catch.hpp filter=lfs diff=lfs merge=lfs -text

.github/CODEOWNERS

@@ -1,11 +0,0 @@
-*       @sunnypilot/dev-internal
-/.github/ @devtekve @sunnyhaibin
-/release/ci/ @devtekve @sunnyhaibin
-/tinygrad_repo @devtekve @Discountchubbs
-/tinygrad/ @devtekve @Discountchubbs
-/selfdrive/controls/lib/longitudinal_planner.py @devtekve @Discountchubbs
-/selfdrive/controls/lib/longitudinal_mpc_lib/long_mpc.py @devtekve @Discountchubbs
-/selfdrive/modeld/ @devtekve @Discountchubbs
-/sunnypilot/model* @devtekve @Discountchubbs
-/sunnypilot/sunnylink/ @devtekve
-/system/athena/ @devtekve

.github/ISSUE_TEMPLATE/enhancement.md

@@ -1,8 +0,0 @@
----
-name: Enhancement
-about: For openpilot enhancement suggestions
-title: ''
-labels: 'enhancement'
-assignees: ''
----
-

.github/labeler.yaml

@@ -8,24 +8,24 @@ chore:
 
 car:
   - changed-files:
-    - any-glob-to-all-files: '{selfdrive/car/**,opendbc_repo}'
+    - any-glob-to-all-files: '{openpilot/selfdrive/car/**,opendbc_repo}'
 
 simulation:
   - changed-files:
-    - any-glob-to-all-files: 'tools/sim/**'
+    - any-glob-to-all-files: 'openpilot/tools/sim/**'
 
 ui:
   - changed-files:
-    - any-glob-to-all-files: '{selfdrive/assets/**,selfdrive/ui/**,system/ui/**}'
+    - any-glob-to-all-files: '{openpilot/selfdrive/assets/**,openpilot/selfdrive/ui/**,openpilot/system/ui/**}'
 
 tools:
   - changed-files:
-    - any-glob-to-all-files: 'tools/**'
+    - any-glob-to-all-files: 'openpilot/tools/**'
 
 multilanguage:
   - changed-files:
-    - any-glob-to-all-files: 'selfdrive/ui/translations/**'
+    - any-glob-to-all-files: 'openpilot/selfdrive/ui/translations/**'
 
 autonomy:
   - changed-files:
-    - any-glob-to-all-files: "{selfdrive/modeld/models/**,selfdrive/test/process_replay/model_replay_ref_commit,sunnypilot/modeld*/models/**}"
+    - any-glob-to-all-files: "{openpilot/selfdrive/modeld/models/**,openpilot/selfdrive/test/process_replay/model_replay_ref_commit,openpilot/sunnypilot/modeld*/models/**}"

.github/pull_request_template.md

@@ -1,68 +0,0 @@
-<!-- Please copy and paste the relevant template -->
-
-<!--- ***** Template: Fingerprint *****
-
-**Car**
-Which car (make, model, year) this fingerprint is for
-
-**Route**
-A route with the fingerprint
-
--->
-
-<!--- ***** Template: Car Bugfix *****
-
-**Description**
-
-A description of the bug and the fix. Also link the issue if it exists. 
-
-**Verification**
-
-Explain how you tested this bug fix. 
-
-**Route**
-
-Route: [a route with the bug fix]
-
-
--->
-
-<!--- ***** Template: Bugfix *****
-
-**Description**
-
-A description of the bug and the fix. Also link the issue if it exists. 
-
-**Verification**
-
-Explain how you tested this bug fix. 
-
-
--->
-
-<!--- ***** Template: Car Port *****
-
-**Checklist**
-
-- [ ] added entry to CAR in selfdrive/car/*/values.py and ran `selfdrive/car/docs.py` to generate new docs
-- [ ] test route added to [routes.py](https://github.com/commaai/openpilot/blob/master/selfdrive/car/tests/routes.py)
-- [ ] route with openpilot:
-- [ ] route with stock system:
-- [ ] car harness used (if comma doesn't sell it, put N/A):
-
-
--->
-
-<!--- ***** Template: Refactor *****
-
-**Description**
-
-A description of the refactor, including the goals it accomplishes. 
-
-**Verification**
-
-Explain how you tested the refactor for regressions. 
-
-
--->
-

.github/workflows/auto-cache/action.yaml

@@ -1,58 +0,0 @@
-name: 'automatically cache based on current runner'
-
-inputs:
-  path:
-    description: 'path to cache'
-    required: true
-  key:
-    description: 'key'
-    required: true
-  restore-keys:
-    description: 'restore-keys'
-    required: true
-  save:
-    description: 'whether to save the cache'
-    default: 'true'
-    required: false
-outputs:
-  cache-hit:
-    description: 'cache hit occurred'
-    value: ${{ (contains(runner.name, 'nsc') && steps.ns-cache.outputs.cache-hit) ||
-               (!contains(runner.name, 'nsc') && inputs.save != 'false' && steps.gha-cache.outputs.cache-hit) ||
-               (!contains(runner.name, 'nsc') && inputs.save == 'false' && steps.gha-cache-ro.outputs.cache-hit) }}
-
-runs:
-  using: "composite"
-  steps:
-    - name: setup namespace cache
-      id: ns-cache
-      if: ${{ contains(runner.name, 'nsc') }}
-      uses: namespacelabs/nscloud-cache-action@v1
-      with:
-        path: ${{ inputs.path }}
-
-    - name: setup github cache
-      id: gha-cache
-      if: ${{ !contains(runner.name, 'nsc') && inputs.save != 'false' }}
-      uses: 'actions/cache@v4'
-      with:
-        path: ${{ inputs.path }}
-        key: ${{ inputs.key }}
-        restore-keys: ${{ inputs.restore-keys }}
-
-    - name: setup github cache
-      id: gha-cache-ro
-      if: ${{ !contains(runner.name, 'nsc') && inputs.save == 'false' }}
-      uses: 'actions/cache/restore@v4'
-      with:
-        path: ${{ inputs.path }}
-        key: ${{ inputs.key }}
-        restore-keys: ${{ inputs.restore-keys }}
-
-    # make the directory manually in case we didn't get a hit, so it doesn't fail on future steps
-    - id: scons-cache-setup
-      shell: bash
-      run: |
-        mkdir -p ${{ inputs.path }}
-        sudo chmod -R 777 ${{ inputs.path }}
-        sudo chown -R $USER ${{ inputs.path }}

.github/workflows/auto_pr_review.yaml

@@ -12,19 +12,19 @@ jobs:
       issues: write
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
       with:
         submodules: false
 
     # Label PRs
-    - uses: actions/labeler@v5.0.0
+    - uses: actions/labeler@v6
       with:
         dot: true
         configuration-path: .github/labeler.yaml
 
     # Check PR target branch
     - name: check branch
-      uses: Vankka/pr-target-branch-action@def32ec9d93514138d6ac0132ee62e120a72aed5
+      uses: Vankka/pr-target-branch-action@5da68a42bcb7b43d39104295a876a6f3f8d7908b
       if: github.repository == 'sunnypilot/sunnypilot'
       env:
         GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -55,13 +55,13 @@ jobs:
               repo: context.repo.repo,
               issue_number: prNumber
             });
-            
+
             const hasDevC3Label = labels.some(label => label.name === process.env.PR_LABEL);
             const hasTrustLabel = labels.some(label => label.name === process.env.TRUST_FORK_PR_LABEL);
-            
+
             console.log(`PR #${prNumber} has ${process.env.PR_LABEL} label: ${hasDevC3Label}`);
             console.log(`PR #${prNumber} has ${process.env.TRUST_FORK_PR_LABEL} label: ${hasTrustLabel}`);
-            
+
             core.setOutput('has-dev', hasDevC3Label ? 'true' : 'false');
             core.setOutput('has-trust', hasTrustLabel ? 'true' : 'false');
 
@@ -81,7 +81,7 @@ jobs:
             });
 
             console.log(`Removed '${process.env.TRUST_FORK_PR_LABEL}' label from PR #${prNumber} as it received new commits`);
-            
+
             // Add a comment to the PR
             await github.rest.issues.createComment({
               owner: context.repo.owner,

.github/workflows/badges.yaml

@@ -1,37 +0,0 @@
-name: badges
-on:
-  schedule:
-    - cron: '0 * * * *'
-  workflow_dispatch:
-
-env:
-  BASE_IMAGE: sunnypilot-base
-  DOCKER_REGISTRY: ghcr.io/sunnypilot
-  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $DOCKER_REGISTRY/$BASE_IMAGE:latest /bin/bash -c
-
-jobs:
-  badges:
-    name: create badges
-    runs-on: ubuntu-latest
-    if: github.repository == 'sunnypilot/sunnypilot'
-    permissions:
-      contents: write
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
-    - name: Push badges
-      run: |
-        ${{ env.RUN }} "python3 selfdrive/ui/translations/create_badges.py"
-
-        rm .gitattributes
-
-        git checkout --orphan badges
-        git rm -rf --cached .
-        git config user.email "badge-researcher@sunnypilot.ai"
-        git config user.name "Badge Researcher"
-
-        git add translation_badge.svg
-        git commit -m "Add/Update badges"
-        git push -f origin HEAD

.github/workflows/build-all-tinygrad-models.yaml

@@ -7,6 +7,19 @@ on:
         description: 'Minimum selector version required for the models (see helpers.py or readme.md)'
         required: true
         type: string
+      target_hardware:
+        description: 'Hardware target to compile for (qcom or chestnut)'
+        required: true
+        type: choice
+        default: 'qcom'
+        options:
+          - qcom
+          - chestnut
+      hf_repo:
+        description: 'Hugging Face dataset repository'
+        required: false
+        type: string
+        default: 'sunnypilot/sunnypilot_models_v1'
 
 jobs:
   setup:
@@ -30,14 +43,14 @@ jobs:
         run: |
           cd sunnypilot
           export PYTHONPATH=$(pwd)
-          ref=$(python3 sunnypilot/models/tinygrad_ref.py)
+          ref=$(python3 openpilot/sunnypilot/models/tinygrad_ref.py)
           echo "tinygrad_ref=$ref" >> $GITHUB_OUTPUT
           echo "tinygrad_ref is $ref"
 
-      - name: Checkout docs repo (sunnypilot-docs, gh-pages)
+      - name: Checkout docs repo (sunnypilot-models, gh-pages)
         uses: actions/checkout@v4
         with:
-          repository: sunnypilot/sunnypilot-docs
+          repository: sunnypilot/sunnypilot-models
           ref: gh-pages
           path: docs
           ssh-key: ${{ secrets.CI_SUNNYPILOT_DOCS_PRIVATE_KEY }}
@@ -46,13 +59,14 @@ jobs:
         id: get-json
         run: |
           cd docs/docs
-          latest=$(ls driving_models_v*.json | sed -E 's/.*_v([0-9]+)\.json/\1/' | sort -n | tail -1)
+          PREFIX="driving_models_${{ inputs.target_hardware == 'chestnut' && 'chestnut_' || '' }}v"
+          latest=$(ls ${PREFIX}*.json | sed -E "s/${PREFIX}([0-9]+)\.json/\1/" | sort -n | tail -1)
           next=$((latest+1))
-          json_file="driving_models_v${next}.json"
+          json_file="${PREFIX}${next}.json"
-          cp "driving_models_v${latest}.json" "$json_file"
+          cp "${PREFIX}${latest}.json" "$json_file"
           echo "json_file=docs/docs/$json_file" >> $GITHUB_OUTPUT
           echo "json_version=$((next+0))" >> $GITHUB_OUTPUT
-          echo "SRC_JSON_FILE=docs/docs/driving_models_v${latest}.json" >> $GITHUB_ENV
+          echo "SRC_JSON_FILE=docs/docs/${PREFIX}${latest}.json" >> $GITHUB_ENV
 
       - name: Extract tinygrad models
         id: set-matrix
@@ -61,45 +75,24 @@ jobs:
           jq -c '[.bundles[] | select(.runner=="tinygrad") | {ref, display_name: (.display_name | gsub(" \\([^)]*\\)"; "")), is_20hz}]' "$(basename "${SRC_JSON_FILE}")" > matrix.json
           echo "model_matrix=$(cat matrix.json)" >> $GITHUB_OUTPUT
 
-      - name: Set up SSH
+      - name: Get next recompiled dir number
-        uses: webfactory/ssh-agent@v0.9.0
-        with:
-          ssh-private-key: ${{ secrets.GITLAB_SSH_PRIVATE_KEY }}
-      - run: |
-          mkdir -p ~/.ssh
-          ssh-keyscan -H gitlab.com >> ~/.ssh/known_hosts
-
-      - name: Clone GitLab docs repo and create new recompiled dir
         id: create-recompiled-dir
         env:
-          GIT_SSH_COMMAND: 'ssh -o UserKnownHostsFile=~/.ssh/known_hosts'
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          HF_REPO: ${{ github.event.inputs.hf_repo }}
         run: |
-          git clone --depth 1 --filter=tree:0 --sparse git@gitlab.com:sunnypilot/public/${{ vars.MODELS_GITLAB }} gitlab_docs
+          pip install huggingface_hub
-          cd gitlab_docs
+          recompiled_dir=$(python3 -c "
-          git checkout main
+          from huggingface_hub import HfApi
-          git sparse-checkout set --no-cone models/
+          import re, sys
-          cd models
+          api = HfApi()
-          latest_dir=$(ls -d recompiled* 2>/dev/null | sed -E 's/recompiled([0-9]+)/\1/' | sort -n | tail -1)
+          files = api.list_repo_files(repo_id=sys.argv[1], repo_type='dataset')
-          if [[ -z "$latest_dir" ]]; then
+          dirs = [re.search(r'models/recompiled([0-9]+)', f) for f in files]
-            next_dir=1
+          nums = [int(m.group(1)) for m in dirs if m]
-          else
+          print(max(nums) + 1)
-            next_dir=$((latest_dir+1))
+          " "$HF_REPO")
-          fi
-          recompiled_dir="${next_dir}"
-          mkdir -p "recompiled${recompiled_dir}"
-          touch "recompiled${recompiled_dir}/.gitkeep"
-          cd ../..
           echo "recompiled_dir=$recompiled_dir" >> $GITHUB_OUTPUT
 
-      - name: Push empty recompiled dir to GitLab
-        run: |
-          cd gitlab_docs
-          git add models/recompiled${{ steps.create-recompiled-dir.outputs.recompiled_dir }}
-          git config --global user.name "GitHub Action"
-          git config --global user.email "action@github.com"
-          git commit -m "Add recompiled${{ steps.create-recompiled-dir.outputs.recompiled_dir }} for build-all" || echo "No changes to commit"
-          git push origin main
-
       - name: Push new JSON to GitHub docs repo
         run: |
           cd docs
@@ -120,27 +113,33 @@ jobs:
     with:
       upstream_branch: ${{ matrix.model.ref }}
       custom_name: ${{ matrix.model.display_name }}
+      is_20hz: ${{ matrix.model.is_20hz }}
       recompiled_dir: ${{ needs.setup.outputs.recompiled_dir }}
       json_version: ${{ needs.setup.outputs.json_version }}
+      target_hardware: ${{ github.event.inputs.target_hardware }}
+      hf_repo: ${{ github.event.inputs.hf_repo }}
+      set_min_version: ${{ github.event.inputs.set_min_version }}
+      tinygrad_ref: ${{ needs.setup.outputs.tinygrad_ref }}
     secrets: inherit
 
   retry_failed_models:
     needs: [setup, get_and_build]
     runs-on: ubuntu-latest
-    if: ${{ needs.setup.result != 'failure' && !cancelled() }}
+    if: ${{ !cancelled() && needs.setup.result == 'success' && (needs.get_and_build.result == 'success' || needs.get_and_build.result == 'failure') }}
     outputs:
       retry_matrix: ${{ steps.set-retry-matrix.outputs.retry_matrix }}
     steps:
       - uses: actions/download-artifact@v4
         with:
-          pattern: model-*
+          pattern: artifact-name-*
           path: output
+        continue-on-error: true
 
       - id: set-retry-matrix
         run: |
           echo '${{ needs.setup.outputs.model_matrix }}' > matrix.json
-          built=(); while IFS= read -r line; do built+=("$line"); done < <(
+          built=(); while IFS= read -r line; do [ -n "$line" ] && built+=("$line"); done < <(
-            ls output | sed -E 's/^model-//' | sed -E 's/-[0-9]+$//' | sed -E 's/ \([^)]*\)//' | awk '{gsub(/^ +| +$/, ""); print}'
+            find output -maxdepth 1 -name 'artifact-name-*' -printf "%f\n" 2>/dev/null | sed -E 's/^artifact-name-//' | awk '{gsub(/^ +| +$/, ""); print}'
           )
           jq -c --argjson built "$(printf '%s\n' "${built[@]}" | jq -R . | jq -s .)" \
             'map(select(.display_name as $n | ($built | index($n | gsub("^ +| +$"; "")) | not)))' matrix.json > retry_matrix.json
@@ -148,7 +147,7 @@ jobs:
 
   retry_get_and_build:
     needs: [setup, get_and_build, retry_failed_models]
-    if: ${{ needs.get_and_build.result == 'failure' || (needs.retry_failed_models.outputs.retry_matrix != '[]' && needs.retry_failed_models.outputs.retry_matrix != '') }}
+    if: ${{ !cancelled() && needs.retry_failed_models.result == 'success' && needs.retry_failed_models.outputs.retry_matrix != '[]' && needs.retry_failed_models.outputs.retry_matrix != '' }}
     strategy:
       matrix:
         model: ${{ fromJson(needs.retry_failed_models.outputs.retry_matrix) }}
@@ -157,147 +156,12 @@ jobs:
     with:
       upstream_branch: ${{ matrix.model.ref }}
       custom_name: ${{ matrix.model.display_name }}
+      is_20hz: ${{ matrix.model.is_20hz }}
       recompiled_dir: ${{ needs.setup.outputs.recompiled_dir }}
       json_version: ${{ needs.setup.outputs.json_version }}
+      target_hardware: ${{ github.event.inputs.target_hardware }}
       artifact_suffix: -retry
+      hf_repo: ${{ github.event.inputs.hf_repo }}
+      set_min_version: ${{ github.event.inputs.set_min_version }}
+      tinygrad_ref: ${{ needs.setup.outputs.tinygrad_ref }}
     secrets: inherit
-
-  publish_models:
-    name: Publish models sequentially
-    needs: [setup, get_and_build, retry_failed_models, retry_get_and_build]
-    if: ${{ !cancelled() && (needs.get_and_build.result != 'failure' || needs.retry_get_and_build.result == 'success' || (needs.retry_failed_models.outputs.retry_matrix != '[]' && needs.retry_failed_models.outputs.retry_matrix != '')) }}
-    runs-on: ubuntu-latest
-    strategy:
-      max-parallel: 1
-      matrix:
-        model: ${{ fromJson(needs.setup.outputs.model_matrix) }}
-    env:
-      RECOMPILED_DIR: recompiled${{ needs.setup.outputs.recompiled_dir }}
-      JSON_FILE: ${{ needs.setup.outputs.json_file }}
-      ARTIFACT_NAME_INPUT: ${{ matrix.model.display_name }}
-    steps:
-      - name: Set up SSH
-        uses: webfactory/ssh-agent@v0.9.0
-        with:
-          ssh-private-key: ${{ secrets.GITLAB_SSH_PRIVATE_KEY }}
-
-      - name: Add GitLab.com SSH key to known_hosts
-        run: |
-          mkdir -p ~/.ssh
-          ssh-keyscan -H gitlab.com >> ~/.ssh/known_hosts
-
-      - name: Clone GitLab docs repo
-        env:
-          GIT_SSH_COMMAND: 'ssh -o UserKnownHostsFile=~/.ssh/known_hosts'
-        run: |
-          echo "Cloning GitLab"
-          git clone --depth 1 --filter=tree:0 --sparse git@gitlab.com:sunnypilot/public/${{ vars.MODELS_GITLAB }} gitlab_docs
-          cd gitlab_docs
-          echo "checkout models/${RECOMPILED_DIR}"
-          git sparse-checkout set --no-cone models/${RECOMPILED_DIR}
-          git checkout main
-          cd ..
-
-      - name: Checkout docs repo
-        uses: actions/checkout@v4
-        with:
-          repository: sunnypilot/sunnypilot-docs
-          ref: gh-pages
-          path: docs
-          ssh-key: ${{ secrets.CI_SUNNYPILOT_DOCS_PRIVATE_KEY }}
-
-      - name: Validate recompiled dir and JSON version
-        run: |
-          if [ ! -d "gitlab_docs/models/$RECOMPILED_DIR" ]; then
-            echo "Recompiled dir $RECOMPILED_DIR does not exist in GitLab repo"
-            exit 1
-          fi
-          if [ ! -f "$JSON_FILE" ]; then
-            echo "JSON file $JSON_FILE does not exist!"
-            exit 1
-          fi
-
-      - name: Download artifact name file
-        uses: actions/download-artifact@v4
-        with:
-          name: artifact-name-${{ env.ARTIFACT_NAME_INPUT }}
-          path: artifact_name
-
-      - name: Read artifact name
-        id: read-artifact-name
-        run: |
-          ARTIFACT_NAME=$(cat artifact_name/artifact_name.txt)
-          echo "artifact_name=$ARTIFACT_NAME" >> $GITHUB_OUTPUT
-
-      - name: Download model artifact
-        uses: actions/download-artifact@v4
-        with:
-          name: ${{ steps.read-artifact-name.outputs.artifact_name }}
-          path: output
-
-      - name: Remove onnx files bc not needed for recompiled dir since they already exist from single build
-        run: |
-          find output -type f -name '*.onnx' -delete
-          find output -type f -name 'big_*.pkl' -delete
-          find output -type f -name 'dmonitoring_model_tinygrad.pkl' -delete
-
-      - name: Copy model artifacts to gitlab
-        env:
-          ARTIFACT_NAME: ${{ steps.read-artifact-name.outputs.artifact_name }}
-        run: |
-          ARTIFACT_DIR="gitlab_docs/models/${RECOMPILED_DIR}/${ARTIFACT_NAME}"
-          mkdir -p "$ARTIFACT_DIR"
-          for path in output/*; do
-            if [ "$(basename "$path")" = "artifact_name.txt" ]; then
-              continue
-            fi
-            name="$(basename "$path")"
-            if [ -d "$path" ]; then
-              mkdir -p "$ARTIFACT_DIR/$name"
-              cp -r "$path"/* "$ARTIFACT_DIR/$name/"
-              echo "Copied dir $name -> $ARTIFACT_DIR/$name"
-            else
-              cp "$path" "$ARTIFACT_DIR/"
-              echo "Copied file $name -> $ARTIFACT_DIR/"
-            fi
-          done
-
-      - name: Push recompiled dir to GitLab
-        env:
-          GITLAB_SSH_PRIVATE_KEY: ${{ secrets.GITLAB_SSH_PRIVATE_KEY }}
-        run: |
-          cd gitlab_docs
-          git checkout main
-          git pull origin main
-          for d in models/"$RECOMPILED_DIR"/*/; do
-            git sparse-checkout add "$d"
-          done
-          git add models/"$RECOMPILED_DIR"
-          git config --global user.name "GitHub Action"
-          git config --global user.email "action@github.com"
-          git commit -m "Update $RECOMPILED_DIR with model from build-all-tinygrad-models" || echo "No changes to commit"
-          git push origin main
-      - run: |
-          cd docs
-          git pull origin gh-pages
-
-      - name: update json
-        run: |
-          ARGS=""
-          [ -n "${{ inputs.set_min_version }}" ] && ARGS="$ARGS --set-min-version \"${{ inputs.set_min_version }}\""
-          ARGS="$ARGS --sort-by-date"
-          ARGS="$ARGS --tinygrad-ref \"${{ needs.setup.outputs.tinygrad_ref }}\""
-          eval python3 docs/json_parser.py \
-            --json-path "$JSON_FILE" \
-            --recompiled-dir "gitlab_docs/models/$RECOMPILED_DIR" \
-            $ARGS
-
-      - name: Push updated json to GitHub
-        run: |
-          cd docs
-          git config --global user.name "GitHub Action"
-          git config --global user.email "action@github.com"
-          git checkout gh-pages
-          git add docs/"$(basename $JSON_FILE)"
-          git commit -m "Update $(basename $JSON_FILE) after recompiling model" || echo "No changes to commit"
-          git push origin gh-pages

.github/workflows/build-default-models.yaml

@@ -0,0 +1,522 @@
+name: Build default models
+
+on:
+  workflow_dispatch:
+    inputs:
+      target:
+        description: 'Model target to build'
+        required: true
+        type: choice
+        options:
+          - small
+          - big
+          - dm
+  workflow_call:
+    inputs:
+      target:
+        description: 'Model target to build (small, big, or dm)'
+        required: true
+        type: string
+
+concurrency:
+  group: build-default-models-${{ inputs.target }}
+  cancel-in-progress: false
+
+env:
+  HF_REPO: sunnypilot/sunnypilot_models_v1
+
+jobs:
+  resolve:
+    runs-on: ubuntu-24.04
+    outputs:
+      model_name: ${{ steps.resolve.outputs.model_name }}
+      safe_model_name: ${{ steps.resolve.outputs.safe_model_name }}
+      onnx_ref: ${{ steps.resolve.outputs.onnx_ref }}
+      onnx_path: ${{ steps.resolve.outputs.onnx_path }}
+      hf_defaults_path: ${{ steps.resolve.outputs.hf_defaults_path }}
+      tinygrad_ref: ${{ steps.resolve.outputs.tinygrad_ref }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - id: resolve
+        run: |
+          export PYTHONPATH=${{ github.workspace }}
+
+          if [ "${{ inputs.target }}" = "big" ]; then
+            NAME=$(python3 -c "from openpilot.sunnypilot.models.model_name import DEFAULT_BIG_MODEL; print(DEFAULT_BIG_MODEL)")
+            ONNX_PATH="openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx"
+            HF_DEFAULTS_PATH="models/defaults/big"
+          elif [ "${{ inputs.target }}" = "dm" ]; then
+            ONNX_PATH="openpilot/selfdrive/modeld/models/dmonitoring_model.onnx"
+            HF_DEFAULTS_PATH="models/defaults/dm"
+            NAME="dmonitoring_model ($(git log -1 --format=%cd --date=format:'%B %d, %Y' -- "$ONNX_PATH"))"
+          else
+            NAME=$(python3 -c "from openpilot.sunnypilot.models.model_name import DEFAULT_MODEL; print(DEFAULT_MODEL)")
+            ONNX_PATH="openpilot/selfdrive/modeld/models/driving_supercombo.onnx"
+            HF_DEFAULTS_PATH="models/defaults/small"
+          fi
+
+          ONNX_REF=$(git log -1 --format='%H' -- "$ONNX_PATH")
+          TINYGRAD_REF=$(python3 openpilot/sunnypilot/models/tinygrad_ref.py)
+          if [ -z "$TINYGRAD_REF" ]; then
+            echo "::error::Failed to resolve tinygrad ref"
+            exit 1
+          fi
+
+          SAFE_NAME="${NAME// /-}"
+          echo "model_name=${NAME}" >> $GITHUB_OUTPUT
+          echo "safe_model_name=${SAFE_NAME}" >> $GITHUB_OUTPUT
+          echo "onnx_ref=${ONNX_REF}" >> $GITHUB_OUTPUT
+          echo "onnx_path=${ONNX_PATH}" >> $GITHUB_OUTPUT
+          echo "hf_defaults_path=${HF_DEFAULTS_PATH}" >> $GITHUB_OUTPUT
+          echo "tinygrad_ref=${TINYGRAD_REF}" >> $GITHUB_OUTPUT
+
+  build_small_model:
+    needs: resolve
+    if: ${{ inputs.target == 'small' }}
+    runs-on: [self-hosted, tici]
+    env:
+      SMALL_ONNX: openpilot/selfdrive/modeld/models/driving_supercombo.onnx
+      SMALL_PKL: openpilot/selfdrive/modeld/models/driving_tinygrad.pkl
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Pull ONNX via LFS
+        run: git lfs pull -I "${{ env.SMALL_ONNX }}"
+
+      - name: Set environment variables
+        run: |
+          source /etc/profile
+          export UV_PROJECT_ENVIRONMENT=${HOME}/venv
+          export UV_PYTHON_PREFERENCE=managed
+          export UV_PYTHON_INSTALL_DIR=${HOME}/uv/python
+          export VIRTUAL_ENV=$UV_PROJECT_ENVIRONMENT
+          uv sync --frozen
+          printenv >> $GITHUB_ENV
+
+      - name: Disable powersave
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --disable
+
+      - name: Compile small model with stock compiler
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH="${PYTHONPATH}:${{ github.workspace }}/tinygrad_repo:${{ github.workspace }}"
+
+          MODEL_SIZE=$(python3 -c "from openpilot.common.transformations.model import MEDMODEL_INPUT_SIZE as s; print(f'{s[0]}x{s[1]}')")
+          CAMERA_RES=$(python3 -c "from openpilot.common.transformations.camera import _ar_ox_fisheye as a, _os_fisheye as o; print(f'{a.width}x{a.height} {o.width}x{o.height}')")
+          FRAME_SKIP=$(python3 -c "from openpilot.selfdrive.modeld.constants import ModelConstants as MC; print(MC.MODEL_RUN_FREQ // MC.MODEL_CONTEXT_FREQ)")
+
+          TG_FLAGS="DEV=QCOM IMAGE=1 FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1"
+
+          env ${TG_FLAGS} python3 \
+            ${{ github.workspace }}/openpilot/selfdrive/modeld/compile_modeld.py \
+            --onnx ${{ github.workspace }}/${{ env.SMALL_ONNX }} \
+            --model-size $MODEL_SIZE \
+            --camera-resolutions $CAMERA_RES \
+            --frame-skip $FRAME_SKIP \
+            --output ${{ github.workspace }}/${{ env.SMALL_PKL }}
+
+      - name: Chunk small pkl
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH=${{ github.workspace }}
+          python3 -c "
+          from openpilot.common.file_chunker import chunk_file, get_chunk_targets
+          import os
+          pkl = '${{ github.workspace }}/${{ env.SMALL_PKL }}'
+          size = os.path.getsize(pkl)
+          targets = get_chunk_targets(pkl, size)
+          chunk_file(pkl, targets)
+          print(f'Chunked into {len(targets)} files')
+          "
+
+      - name: Prepare output
+        env:
+          MODEL_NAME: ${{ needs.resolve.outputs.safe_model_name }}
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH=${{ github.workspace }}
+          MODELS_DIR="${{ github.workspace }}/openpilot/selfdrive/modeld/models"
+          OUTPUT_DIR="${{ github.workspace }}/small_output"
+          PKL_BASE="driving_tinygrad.pkl"
+          mkdir -p "$OUTPUT_DIR"
+
+          cp "$MODELS_DIR/${PKL_BASE}".chunk* "$OUTPUT_DIR/"
+          cp "$MODELS_DIR/${PKL_BASE}.chunkmanifest" "$OUTPUT_DIR/"
+
+          python3 "${{ github.workspace }}/release/ci/model_generator.py" \
+            --model-dir "$MODELS_DIR" \
+            --output-dir "$OUTPUT_DIR" \
+            --custom-name "$MODEL_NAME" \
+            --upstream-branch "${{ needs.resolve.outputs.onnx_ref }}"
+
+          echo "model-${MODEL_NAME}-${{ github.run_number }}" > "$OUTPUT_DIR/artifact_name.txt"
+
+      - name: Upload small model artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: model-${{ needs.resolve.outputs.safe_model_name }}-${{ github.run_number }}
+          path: ${{ github.workspace }}/small_output/
+
+      - name: Upload artifact name file
+        uses: actions/upload-artifact@v4
+        with:
+          name: artifact-name-${{ needs.resolve.outputs.safe_model_name }}
+          path: ${{ github.workspace }}/small_output/artifact_name.txt
+
+      - name: Re-enable powersave
+        if: always()
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --enable
+
+  build_big_model:
+    needs: resolve
+    if: ${{ inputs.target == 'big' }}
+    runs-on: [self-hosted, chestnut]
+    env:
+      BIG_ONNX: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
+      BIG_PKL: openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Pull big ONNX via LFS
+        run: git lfs pull -I "${{ env.BIG_ONNX }}"
+
+      - name: Set environment variables
+        run: |
+          source /etc/profile
+          export UV_PROJECT_ENVIRONMENT=${HOME}/venv
+          export UV_PYTHON_PREFERENCE=managed
+          export UV_PYTHON_INSTALL_DIR=${HOME}/uv/python
+          export VIRTUAL_ENV=$UV_PROJECT_ENVIRONMENT
+          uv sync --frozen
+          printenv >> $GITHUB_ENV
+
+      - name: Disable powersave
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --disable
+
+      - name: Wait for chestnut PCIe link
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH="${PYTHONPATH}:${{ github.workspace }}/tinygrad_repo:${{ github.workspace }}"
+          python3 -c "
+          import time
+          from openpilot.system.hardware.chestnut.flash import link_up
+          for i in range(10):
+              if link_up():
+                  print(f'PCIe link up after {i+1} attempt(s)')
+                  break
+              time.sleep(1)
+          else:
+              raise RuntimeError('Chestnut PCIe link not ready after 10 attempts')
+          "
+
+      - name: Compile big model with stock compiler
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH="${PYTHONPATH}:${{ github.workspace }}/tinygrad_repo:${{ github.workspace }}"
+
+          MODEL_SIZE=$(python3 -c "from openpilot.common.transformations.model import MEDMODEL_INPUT_SIZE as s; print(f'{s[0]}x{s[1]}')")
+          CAMERA_RES=$(python3 -c "from openpilot.common.transformations.camera import _ar_ox_fisheye as a, _os_fisheye as o; print(f'{a.width}x{a.height} {o.width}x{o.height}')")
+          FRAME_SKIP=$(python3 -c "from openpilot.selfdrive.modeld.constants import ModelConstants as MC; print(MC.MODEL_RUN_FREQ // MC.MODEL_CONTEXT_FREQ)")
+
+          TG_FLAGS="DEBUG=2 DEV=USB+AMD:LLVM WARP_DEV=QCOM FLOAT16=1 JIT_BATCH_SIZE=0 GMMU=0 TC_OPT=2"
+
+          env ${TG_FLAGS} python3 \
+            ${{ github.workspace }}/openpilot/selfdrive/modeld/compile_modeld.py \
+            --onnx ${{ github.workspace }}/${{ env.BIG_ONNX }} \
+            --model-size $MODEL_SIZE \
+            --camera-resolutions $CAMERA_RES \
+            --frame-skip $FRAME_SKIP \
+            --output ${{ github.workspace }}/${{ env.BIG_PKL }}
+
+      - name: Chunk big pkl
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH=${{ github.workspace }}
+          python3 -c "
+          from openpilot.common.file_chunker import chunk_file, get_chunk_targets
+          import os
+          pkl = '${{ github.workspace }}/${{ env.BIG_PKL }}'
+          size = os.path.getsize(pkl)
+          targets = get_chunk_targets(pkl, size)
+          chunk_file(pkl, targets)
+          print(f'Chunked into {len(targets)} files')
+          "
+
+      - name: Prepare output
+        env:
+          MODEL_NAME: ${{ needs.resolve.outputs.safe_model_name }}
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH=${{ github.workspace }}
+          MODELS_DIR="${{ github.workspace }}/openpilot/selfdrive/modeld/models"
+          OUTPUT_DIR="${{ github.workspace }}/big_output"
+          PKL_BASE="big_driving_tinygrad.pkl"
+          mkdir -p "$OUTPUT_DIR"
+
+          cp "$MODELS_DIR/${PKL_BASE}".chunk* "$OUTPUT_DIR/"
+          cp "$MODELS_DIR/${PKL_BASE}.chunkmanifest" "$OUTPUT_DIR/"
+
+          python3 "${{ github.workspace }}/release/ci/model_generator.py" \
+            --model-dir "$MODELS_DIR" \
+            --output-dir "$OUTPUT_DIR" \
+            --custom-name "$MODEL_NAME" \
+            --upstream-branch "${{ needs.resolve.outputs.onnx_ref }}"
+
+          echo "model-${MODEL_NAME}-${{ github.run_number }}" > "$OUTPUT_DIR/artifact_name.txt"
+
+      - name: Upload big model artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: model-${{ needs.resolve.outputs.safe_model_name }}-${{ github.run_number }}
+          path: ${{ github.workspace }}/big_output/
+
+      - name: Upload artifact name file
+        uses: actions/upload-artifact@v4
+        with:
+          name: artifact-name-${{ needs.resolve.outputs.safe_model_name }}
+          path: ${{ github.workspace }}/big_output/artifact_name.txt
+
+      - name: Re-enable powersave
+        if: always()
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --enable
+
+  upload_defaults:
+    needs: [ resolve, build_small_model, build_big_model, build_dm_model ]
+    if: |
+      ${{
+        !cancelled() &&
+        (inputs.target == 'big' && needs.build_big_model.result == 'success' ||
+         inputs.target == 'small' && needs.build_small_model.result == 'success' ||
+         inputs.target == 'dm' && needs.build_dm_model.result == 'success')
+      }}
+    runs-on: ubuntu-24.04
+    permissions:
+      id-token: write
+      contents: write
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Pull ONNX via LFS
+        run: git lfs pull -I "${{ needs.resolve.outputs.onnx_path }}"
+
+      - name: Install huggingface_hub
+        run: pip install --upgrade "huggingface_hub>=0.22.0"
+
+      - name: Download artifact name
+        if: ${{ inputs.target == 'small' || inputs.target == 'big' }}
+        uses: actions/download-artifact@v4
+        with:
+          name: artifact-name-${{ needs.resolve.outputs.safe_model_name }}
+          path: artifact_name
+
+      - name: Read artifact name
+        if: ${{ inputs.target == 'small' || inputs.target == 'big' }}
+        id: artifact
+        run: |
+          ARTIFACT_NAME=$(cat artifact_name/artifact_name.txt)
+          echo "artifact_name=$ARTIFACT_NAME" >> $GITHUB_OUTPUT
+
+      - name: Download model artifact
+        if: ${{ inputs.target == 'small' || inputs.target == 'big' }}
+        uses: actions/download-artifact@v4
+        with:
+          name: ${{ steps.artifact.outputs.artifact_name }}
+          path: output
+
+      - name: Upload model to HF
+        if: ${{ inputs.target == 'small' || inputs.target == 'big' }}
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          ARTIFACT_NAME: ${{ steps.artifact.outputs.artifact_name }}
+        run: |
+          rm -f output/artifact_name.txt
+          export PYTHONPATH=$(pwd)
+          python3 release/ci/upload_default_model.py \
+            --hf-repo "${{ env.HF_REPO }}" \
+            --hf-defaults-path "${{ needs.resolve.outputs.hf_defaults_path }}" \
+            --artifact-name "$ARTIFACT_NAME" \
+            --model-dir output \
+            --onnx-path "${{ needs.resolve.outputs.onnx_path }}" \
+            --onnx-ref "${{ needs.resolve.outputs.onnx_ref }}" \
+            --model-name "${{ needs.resolve.outputs.model_name }}" \
+            --tinygrad-ref "${{ needs.resolve.outputs.tinygrad_ref }}" \
+            --run-number "${{ github.run_number }}"
+
+      - name: Download DM artifact
+        if: ${{ inputs.target == 'dm' }}
+        uses: actions/download-artifact@v4
+        with:
+          name: dm-model-${{ github.run_number }}
+          path: dm_output
+
+      - name: Generate DM metadata and upload to HF
+        if: ${{ inputs.target == 'dm' }}
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+        run: |
+          export PYTHONPATH=$(pwd)
+          python3 -c "
+          import json, hashlib
+          from pathlib import Path
+          from datetime import datetime, UTC
+
+          dm_dir = Path('dm_output')
+          manifest = list(dm_dir.glob('*.chunkmanifest'))
+          assert manifest, 'No chunkmanifest found'
+          pkl_name = manifest[0].name.removesuffix('.chunkmanifest')
+          num_chunks = int(manifest[0].read_text().strip())
+
+          chunks = []
+          for i in range(num_chunks):
+              chunk = dm_dir / f'{pkl_name}.chunk{i+1:02d}of{num_chunks:02d}'
+              chunks.append({
+                  'file_name': chunk.name,
+                  'sha256': hashlib.sha256(chunk.read_bytes()).hexdigest()
+              })
+
+          digest = hashlib.sha256()
+          for c in chunks:
+              with open(dm_dir / c['file_name'], 'rb') as f:
+                  while block := f.read(1024*1024):
+                      digest.update(block)
+
+          metadata = {
+              'bundles': [{
+                  'short_name': 'DMMODEL',
+                  'display_name': '${{ needs.resolve.outputs.model_name }}',
+                  'ref': '${{ needs.resolve.outputs.onnx_ref }}',
+                  'runner': 'tinygrad',
+                  'build_time': datetime.now(UTC).strftime('%Y-%m-%dT%H:%M:%SZ'),
+                  'models': [{
+                      'type': 'chunked',
+                      'artifact': {
+                          'file_name': pkl_name,
+                          'download_uri': {'url': '', 'sha256': digest.hexdigest()},
+                          'chunks': chunks
+                      }
+                  }]
+              }]
+          }
+          with open(dm_dir / 'metadata.json', 'w') as f:
+              json.dump(metadata, f, indent=2)
+          print('Generated DM metadata.json')
+          "
+
+          python3 release/ci/upload_default_model.py \
+            --hf-repo "${{ env.HF_REPO }}" \
+            --hf-defaults-path "${{ needs.resolve.outputs.hf_defaults_path }}" \
+            --artifact-name "dm-model-${{ github.run_number }}" \
+            --model-dir dm_output \
+            --onnx-path "${{ needs.resolve.outputs.onnx_path }}" \
+            --onnx-ref "${{ needs.resolve.outputs.onnx_ref }}" \
+            --model-name "${{ needs.resolve.outputs.model_name }}" \
+            --tinygrad-ref "${{ needs.resolve.outputs.tinygrad_ref }}" \
+            --run-number "${{ github.run_number }}"
+
+  build_dm_model:
+    needs: resolve
+    if: ${{ inputs.target == 'dm' }}
+    runs-on: [self-hosted, tici]
+    env:
+      DM_ONNX: openpilot/selfdrive/modeld/models/dmonitoring_model.onnx
+      DM_PKL: openpilot/selfdrive/modeld/models/dmonitoring_model_tinygrad.pkl
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Pull DM ONNX via LFS
+        run: git lfs pull -I "${{ env.DM_ONNX }}"
+
+      - name: Set environment variables
+        run: |
+          source /etc/profile
+          export UV_PROJECT_ENVIRONMENT=${HOME}/venv
+          export UV_PYTHON_PREFERENCE=managed
+          export UV_PYTHON_INSTALL_DIR=${HOME}/uv/python
+          export VIRTUAL_ENV=$UV_PROJECT_ENVIRONMENT
+          uv sync --frozen
+          printenv >> $GITHUB_ENV
+
+      - name: Disable powersave
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --disable
+
+      - name: Compile DM model
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH="${PYTHONPATH}:${{ github.workspace }}/tinygrad_repo:${{ github.workspace }}"
+
+          TG_FLAGS="DEV=QCOM IMAGE=1 FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1"
+
+          taskset -c 7 env ${TG_FLAGS} python3 \
+            ${{ github.workspace }}/tinygrad_repo/examples/openpilot/compile3.py \
+            ${{ github.workspace }}/${{ env.DM_ONNX }} \
+            ${{ github.workspace }}/${{ env.DM_PKL }}
+
+      - name: Chunk DM pkl
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH=${{ github.workspace }}
+          python3 -c "
+          from openpilot.common.file_chunker import chunk_file, get_chunk_targets
+          import os
+          pkl = '${{ github.workspace }}/${{ env.DM_PKL }}'
+          size = os.path.getsize(pkl)
+          targets = get_chunk_targets(pkl, size)
+          chunk_file(pkl, targets)
+          print(f'Chunked {pkl} into {len(targets)} chunks')
+          "
+
+      - name: Compile DM warp
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH="${PYTHONPATH}:${{ github.workspace }}/tinygrad_repo:${{ github.workspace }}"
+
+          TG_FLAGS="DEV=QCOM IMAGE=1 FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1"
+          MODEL_DIR="${{ github.workspace }}/openpilot/selfdrive/modeld"
+          DM_SIZE=$(python3 -c "from openpilot.common.transformations.model import DM_INPUT_SIZE as s; print(f'{s[0]}x{s[1]}')")
+
+          for res in $(python3 -c "from openpilot.common.transformations.camera import _ar_ox_fisheye as a, _os_fisheye as o; print(f'{a.width}x{a.height} {o.width}x{o.height}')"); do
+            WARP_PKL="${MODEL_DIR}/models/dm_warp_${res}_tinygrad.pkl"
+            taskset -c 7 env ${TG_FLAGS} python3 ${MODEL_DIR}/compile_dm_warp.py \
+              --camera-resolution ${res} \
+              --warp-to ${DM_SIZE} \
+              --output ${WARP_PKL}
+          done
+
+      - name: Prepare DM output
+        run: |
+          mkdir -p dm_output
+          cp ${{ github.workspace }}/${{ env.DM_PKL }}.chunk* dm_output/
+          cp ${{ github.workspace }}/${{ env.DM_PKL }}.chunkmanifest dm_output/
+          cp ${{ github.workspace }}/openpilot/selfdrive/modeld/models/dm_warp_* dm_output/
+
+      - name: Upload DM artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: dm-model-${{ github.run_number }}
+          path: dm_output/
+
+      - name: Re-enable powersave
+        if: always()
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --enable
+

.github/workflows/build-single-tinygrad-model.yaml

@@ -12,11 +12,11 @@ on:
         required: false
         type: string
       recompiled_dir:
-        description: 'Existing recompiled directory number (e.g. 3 for recompiled3)'
+        description: 'Existing recompiled directory number (e.g. 1 for recompiled1)'
         required: true
         type: string
       json_version:
-        description: 'driving_models version number to update (e.g. 5 for driving_models_v5.json)'
+        description: 'driving_models version number to update (e.g. 18 for driving_models_v18.json)'
         required: true
         type: string
       artifact_suffix:
@@ -24,11 +24,29 @@ on:
         required: false
         type: string
         default: ''
-      bypass_push:
+      is_20hz:
-        description: 'Bypass pushing to GitLab for build-all'
+        description: 'Is this a 20Hz model'
         required: false
-        default: true
         type: boolean
+        default: true
+      target_hardware:
+        description: 'Hardware target to compile for (qcom or chestnut)'
+        required: false
+        type: string
+        default: 'qcom'
+      hf_repo:
+        description: 'Hugging Face dataset repository (e.g. sunnypilot/sunnypilot_models_v1)'
+        required: false
+        type: string
+        default: 'sunnypilot/sunnypilot_models_v1'
+      set_min_version:
+        description: 'Minimum selector version'
+        required: false
+        type: string
+      tinygrad_ref:
+        description: 'Tinygrad reference'
+        required: false
+        type: string
   workflow_dispatch:
     inputs:
       upstream_branch:
@@ -39,6 +57,11 @@ on:
         description: 'Custom name for the model (no date, only name)'
         required: false
         type: string
+      is_20hz:
+        description: 'Is this a 20Hz model'
+        required: false
+        type: boolean
+        default: true
       recompiled_dir:
         description: 'Existing recompiled directory number (e.g. 3 for recompiled3)'
         required: true
@@ -53,12 +76,11 @@ on:
         default: 'None'
         options:
           - None
-          - Simple Plan Models
+          - Master Models
-          - Space Lab Models
+          - Release Models
-          - TR Models
+          - 2026 World Models
-          - DTR Models
+          - 2026 Deep RL Models
           - Custom Merge Models
-          - FOF series models
           - Other
       custom_model_folder:
         description: 'Custom model folder name (if "Other" selected)'
@@ -72,9 +94,22 @@ on:
         description: 'Minimum selector version'
         required: false
         type: string
+      target_hardware:
+        description: 'Hardware target to compile for'
+        required: false
+        type: choice
+        default: 'qcom'
+        options:
+          - qcom
+          - chestnut
+      hf_repo:
+        description: 'Hugging Face dataset repository'
+        required: false
+        type: string
+        default: 'sunnypilot/sunnypilot_models_v1'
 env:
   RECOMPILED_DIR: recompiled${{ inputs.recompiled_dir }}
-  JSON_FILE: docs/docs/driving_models_v${{ inputs.json_version }}.json
+  JSON_FILE: docs/docs/driving_models_${{ inputs.target_hardware == 'chestnut' && 'chestnut_v' || 'v' }}${{ inputs.json_version }}.json
 
 jobs:
   build_model:
@@ -82,58 +117,47 @@ jobs:
     with:
       upstream_branch: ${{ inputs.upstream_branch }}
       custom_name: ${{ inputs.custom_name || inputs.upstream_branch }}
-      is_20hz: true
+      is_20hz: ${{ inputs.is_20hz }}
       artifact_suffix: ${{ inputs.artifact_suffix }}
+      target_hardware: ${{ inputs.target_hardware }}
     secrets: inherit
 
   publish_model:
-    if: ${{ !inputs.bypass_push && !cancelled() }}
+    if: ${{ !cancelled() && needs.build_model.result == 'success' }}
     concurrency:
-      group: gitlab-push-${{ inputs.recompiled_dir }}
+      group: hf-push-${{ inputs.recompiled_dir }}
       cancel-in-progress: false
     needs: build_model
     runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: write
     steps:
-      - name: Set up SSH
-        uses: webfactory/ssh-agent@v0.9.0
-        with:
-          ssh-private-key: ${{ secrets.GITLAB_SSH_PRIVATE_KEY }}
-
-      - name: Add GitLab.com SSH key to known_hosts
-        run: |
-          mkdir -p ~/.ssh
-          ssh-keyscan -H gitlab.com >> ~/.ssh/known_hosts
-
-      - name: Clone GitLab docs repo
-        env:
-          GIT_SSH_COMMAND: 'ssh -o UserKnownHostsFile=~/.ssh/known_hosts'
-        run: |
-          echo "Cloning GitLab"
-          git clone --depth 1 --filter=tree:0 --sparse git@gitlab.com:sunnypilot/public/${{ vars.MODELS_GITLAB }} gitlab_docs
-          cd gitlab_docs
-          echo "checkout models/${RECOMPILED_DIR}"
-          git sparse-checkout set --no-cone models/${RECOMPILED_DIR}
-          git checkout main
-          cd ..
-
       - name: Checkout docs repo
         uses: actions/checkout@v4
         with:
-          repository: sunnypilot/sunnypilot-docs
+          repository: sunnypilot/sunnypilot-models
           ref: gh-pages
           path: docs
           ssh-key: ${{ secrets.CI_SUNNYPILOT_DOCS_PRIVATE_KEY }}
 
-      - name: Validate recompiled dir and JSON version
+      - name: Install huggingface_hub
+        run: pip install --upgrade "huggingface_hub>=0.22.0"
+
+      - name: Validate hf_repo and JSON version
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
         run: |
-          if [ ! -d "gitlab_docs/models/$RECOMPILED_DIR" ]; then
-            echo "Recompiled dir $RECOMPILED_DIR does not exist in GitLab repo"
-            exit 1
-          fi
           if [ ! -f "$JSON_FILE" ]; then
             echo "JSON file $JSON_FILE does not exist!"
             exit 1
           fi
+          python3 -c "
+          import sys
+          from huggingface_hub import HfApi
+          HfApi().repo_info(repo_id=sys.argv[1], repo_type='dataset')
+          print(f'Success: Repo {sys.argv[1]} exists.')
+          " "${{ inputs.hf_repo }}"
 
       - name: Download artifact name file
         uses: actions/download-artifact@v4
@@ -153,49 +177,26 @@ jobs:
           name: ${{ steps.read-artifact-name.outputs.artifact_name }}
           path: output
 
-      - name: Remove unwanted files
+      - name: Create models folder
-        run: |
-          find output -type f -name 'dmonitoring_model_tinygrad.pkl' -delete
-          find output -type f -name 'dmonitoring_model.onnx' -delete
-
-      - name: Copy model artifact(s) to GitLab recompiled dir
         env:
           ARTIFACT_NAME: ${{ steps.read-artifact-name.outputs.artifact_name }}
         run: |
-          ARTIFACT_DIR="gitlab_docs/models/${RECOMPILED_DIR}/${ARTIFACT_NAME}"
+          mkdir -p "local_models/${RECOMPILED_DIR}/${ARTIFACT_NAME}"
-          mkdir -p "$ARTIFACT_DIR"
+          cp -r output/* "local_models/${RECOMPILED_DIR}/${ARTIFACT_NAME}/"
-          for path in output/*; do
+          rm -f "local_models/${RECOMPILED_DIR}/${ARTIFACT_NAME}/artifact_name.txt"
-            if [ "$(basename "$path")" = "artifact_name.txt" ]; then
-              continue
-            fi
-            name="$(basename "$path")"
-            if [ -d "$path" ]; then
-              mkdir -p "$ARTIFACT_DIR/$name"
-              cp -r "$path"/* "$ARTIFACT_DIR/$name/"
-              echo "Copied dir $name -> $ARTIFACT_DIR/$name"
-            else
-              cp "$path" "$ARTIFACT_DIR/"
-              echo "Copied file $name -> $ARTIFACT_DIR/"
-            fi
-          done
 
-      - name: Push recompiled dir to GitLab
+      - name: Upload to Hugging Face
         env:
-          GITLAB_SSH_PRIVATE_KEY: ${{ secrets.GITLAB_SSH_PRIVATE_KEY }}
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          ARTIFACT_NAME: ${{ steps.read-artifact-name.outputs.artifact_name }}
         run: |
-          cd gitlab_docs
+          hf upload ${{ inputs.hf_repo }} \
-          git checkout main
+            output/ \
-          git pull origin main
+            "models/${RECOMPILED_DIR}/${ARTIFACT_NAME}/" \
-          for d in models/"$RECOMPILED_DIR"/*/; do
+            --repo-type=dataset
-            git sparse-checkout add "$d"
-          done
-          git add models/"$RECOMPILED_DIR"
-          git config --global user.name "GitHub Action"
-          git config --global user.email "action@github.com"
-          git commit -m "Create/Update $RECOMPILED_DIR with new/updated model from build-single-tinygrad-model" || echo "No changes to commit"
-          git push origin main
 
-      - run: |
+      - name: Pull gh-pages
+        run: |
           cd docs
           git pull origin gh-pages
 
@@ -211,9 +212,11 @@ jobs:
           fi
           [ -n "${{ inputs.generation }}" ] && ARGS="$ARGS --generation \"${{ inputs.generation }}\""
           [ -n "${{ inputs.version }}" ] && ARGS="$ARGS --version \"${{ inputs.version }}\""
+          [ -n "${{ inputs.set_min_version }}" ] && ARGS="$ARGS --set-min-version \"${{ inputs.set_min_version }}\""
+          [ -n "${{ inputs.tinygrad_ref }}" ] && ARGS="$ARGS --tinygrad-ref \"${{ inputs.tinygrad_ref }}\""
           eval python3 docs/json_parser.py \
             --json-path "$JSON_FILE" \
-            --recompiled-dir "gitlab_docs/models/$RECOMPILED_DIR" \
+            --recompiled-dir "local_models/$RECOMPILED_DIR" \
             --sort-by-date \
             $ARGS
 

.github/workflows/cereal_validation.yaml

@@ -6,7 +6,7 @@ on:
       - master
   pull_request:
     paths:
-      - 'cereal/**'
+      - 'openpilot/cereal/**'
   workflow_dispatch:
   workflow_call:
     inputs:
@@ -20,57 +20,78 @@ concurrency:
   cancel-in-progress: true
 
 env:
-  PYTHONWARNINGS: error
+  CI: 1
-  BASE_IMAGE: openpilot-base
-  BUILD: selfdrive/test/docker_build.sh base
-  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e CI=1 -e PYTHONWARNINGS=error -e FILEREADER_CACHE=1 -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $BASE_IMAGE /bin/bash -c
 
 jobs:
-  generate_cereal_artifact:
-    name: Generate cereal validation artifacts
-    runs-on: ubuntu-24.04
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          submodules: true
-      - uses: ./.github/workflows/setup-with-retry
-      - name: Build openpilot
-        run: ${{ env.RUN }} "scons -j$(nproc) cereal"
-      - name: Generate the log file
-        run: |
-          ${{ env.RUN }} "cereal/messaging/tests/validate_sp_cereal_upstream.py -g -f schema_instances.bin" && \
-          ls -la
-          ls -la cereal/messaging/tests
-      - name: 'Prepare artifact'
-        run: |
-          mkdir -p "cereal/messaging/tests/cereal_validations"
-          cp cereal/messaging/tests/validate_sp_cereal_upstream.py "cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py"
-          cp schema_instances.bin "cereal/messaging/tests/cereal_validations/schema_instances.bin"
-      - name: 'Upload Artifact'
-        uses: actions/upload-artifact@v4
-        with:
-          name: cereal_validations
-          path: cereal/messaging/tests/cereal_validations
-
   validate_cereal_with_upstream:
     name: Validate cereal with Upstream
     runs-on: ubuntu-24.04
-    needs: generate_cereal_artifact
     steps:
-      - uses: actions/checkout@v4
+      - name: Checkout sunnypilot cereal
+        uses: actions/checkout@v6
+        with:
+          sparse-checkout: |
+            openpilot/cereal
+            uv.lock
+          submodules: false
+
+      - name: Init sunnypilot opendbc submodule
+        run: git submodule update --init --depth 1 opendbc_repo
+
+      - name: Locate sunnypilot capnp import paths
+        id: locate-sp-capnp
+        run: |
+          SP_IMPORT_ARGS=""
+          SP_CAR_CAPNP=$(find opendbc_repo -maxdepth 4 -name car.capnp -path '*/opendbc/car/car.capnp' -printf '%h\n' -quit)
+          if [ -n "$SP_CAR_CAPNP" ]; then
+            SP_IMPORT_ARGS="-I $SP_CAR_CAPNP"
+            echo "Found sunnypilot car.capnp at: $SP_CAR_CAPNP"
+          fi
+          echo "import_args=$SP_IMPORT_ARGS" >> "$GITHUB_OUTPUT"
+
+      - name: Checkout upstream openpilot
+        uses: actions/checkout@v6
         with:
           repository: 'commaai/openpilot'
-          submodules: true
+          path: upstream_openpilot
           ref: "refs/heads/master"
-      - uses: ./.github/workflows/setup-with-retry
+
-      - name: Build openpilot
+      - name: Init upstream opendbc submodule
-        run: ${{ env.RUN }} "scons -j$(nproc) cereal"
+        working-directory: upstream_openpilot
-      - name: Download build artifacts
+        run: git submodule update --init --depth 1 opendbc_repo
-        uses: actions/download-artifact@v4
+
-        with:
+      - name: Locate upstream capnp paths
-          name: cereal_validations
+        id: locate-capnp
-          path: cereal/messaging/tests/cereal_validations
-      - name: 'Run the validation'
         run: |
-          chmod +x cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py
+          CEREAL_DIR=$(find upstream_openpilot -maxdepth 4 -name log.capnp -path '*/cereal/log.capnp' -printf '%h\n' -quit)
-          ${{ env.RUN }} "cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py -r -f cereal/messaging/tests/cereal_validations/schema_instances.bin"
+          if [ -z "$CEREAL_DIR" ]; then
+            echo "::error::Could not locate cereal/log.capnp in upstream openpilot"
+            exit 1
+          fi
+          echo "cereal_dir=$CEREAL_DIR" >> "$GITHUB_OUTPUT"
+          echo "Found upstream cereal at: $CEREAL_DIR"
+
+          IMPORT_ARGS=""
+          CAR_CAPNP=$(find upstream_openpilot -maxdepth 5 -name car.capnp -path '*/opendbc/car/car.capnp' -printf '%h\n' -quit)
+          if [ -n "$CAR_CAPNP" ]; then
+            IMPORT_ARGS="-I $CAR_CAPNP"
+            echo "Found car.capnp at: $CAR_CAPNP"
+          fi
+          echo "import_args=$IMPORT_ARGS" >> "$GITHUB_OUTPUT"
+
+      - name: Install pycapnp
+        run: |
+          PYCAPNP_VER=$(python3 -c "import re; m=re.search(r'name = \"pycapnp\"\nversion = \"([^\"]+)\"', open('uv.lock').read()); print(m.group(1))")
+          pip install "pycapnp==${PYCAPNP_VER}"
+
+      - name: Generate sunnypilot schema
+        run: |
+          python3 openpilot/cereal/messaging/tests/validate_sp_cereal_upstream.py \
+            -g -f /tmp/sp_schema.json --cereal-dir openpilot/cereal \
+            ${{ steps.locate-sp-capnp.outputs.import_args }}
+
+      - name: Validate against upstream
+        run: |
+          python3 openpilot/cereal/messaging/tests/validate_sp_cereal_upstream.py \
+            -r -f /tmp/sp_schema.json --cereal-dir ${{ steps.locate-capnp.outputs.cereal_dir }} \
+            ${{ steps.locate-capnp.outputs.import_args }}

.github/workflows/ci_weekly_report.yaml

@@ -1,101 +0,0 @@
-name: weekly CI test report
-on:
-  schedule:
-    - cron: '37 9 * * 1' # 9:37AM UTC -> 2:37AM PST every monday
-  workflow_dispatch:
-    inputs:
-      ci_runs:
-        description: 'The amount of runs to trigger in CI test report'
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-env:
-  CI_RUNS: ${{ github.event.inputs.ci_runs || '50' }}
-
-jobs:
-  setup:
-    if: github.repository == 'sunnypilot/sunnypilot'
-    runs-on: ubuntu-latest
-    outputs:
-      ci_runs: ${{ steps.ci_runs_setup.outputs.matrix }}
-    steps:
-      - id: ci_runs_setup
-        name: CI_RUNS=${{ env.CI_RUNS }}
-        run: |
-          matrix=$(python3 -c "import json; print(json.dumps({ 'run_number' : list(range(${{ env.CI_RUNS }})) }))")
-          echo "matrix=$matrix" >> $GITHUB_OUTPUT
-
-  ci_matrix_run:
-    needs: [ setup ]
-    strategy:
-      fail-fast: false
-      matrix: ${{fromJSON(needs.setup.outputs.ci_runs)}}
-    uses: sunnypilot/sunnypilot/.github/workflows/ci_weekly_run.yaml@master
-    with:
-      run_number: ${{ matrix.run_number }}
-
-  report:
-    needs: [ci_matrix_run]
-    runs-on: ubuntu-latest
-    if: always() && github.repository == 'commaai/openpilot'
-    steps:
-      - name: Get job results
-        uses: actions/github-script@v7
-        id: get-job-results
-        with:
-          script: |
-            const jobs = await github
-              .paginate("GET /repos/{owner}/{repo}/actions/runs/{run_id}/attempts/{attempt}/jobs", {
-                owner: "commaai",
-                repo: "${{ github.event.repository.name }}",
-                run_id: "${{ github.run_id }}",
-                attempt: "${{ github.run_attempt }}",
-              })
-            var report = {}
-            jobs.slice(1, jobs.length-1).forEach(job => {
-              if (job.conclusion === "skipped") return;
-              const jobName = job.name.split(" / ")[2];
-              const runRegex = /\((.*?)\)/;
-              const run = job.name.match(runRegex)[1];
-              report[jobName] = report[jobName] || { successes: [], failures: [], canceled: [] };
-              switch (job.conclusion) {
-                case "success":
-                  report[jobName].successes.push({ "run_number": run, "link": job.html_url}); break;
-                case "failure":
-                  report[jobName].failures.push({ "run_number": run, "link": job.html_url }); break;
-                case "canceled":
-                  report[jobName].canceled.push({ "run_number": run, "link": job.html_url }); break;
-              }
-            });
-            return JSON.stringify({"jobs": report});
-
-      - name: Add job results to summary
-        env:
-          JOB_RESULTS: ${{ fromJSON(steps.get-job-results.outputs.result) }}
-        run: |
-          cat <<EOF >> template.html
-          <table>
-            <thead>
-              <tr>
-                <th></th>
-                <th>Job</th>
-                <th>✅ Passing</th>
-                <th>❌ Failure Details</th>
-              </tr>
-            </thead>
-            <tbody>
-              {% for key in jobs.keys() %}<tr>
-                <td>{% for i in range(5) %}{% if i+1 <= (5 * jobs[key]["successes"]|length // ${{ env.CI_RUNS }}) %}🟩{% else %}🟥{% endif %}{% endfor%}</td>
-                <td>{{ key }}</td>
-                <td>{{ 100 * jobs[key]["successes"]|length // ${{ env.CI_RUNS }} }}%</td>
-                <td>{% if jobs[key]["failures"]|length > 0 %}<details>{% for failure in jobs[key]["failures"] %}<a href="{{ failure['link'] }}">Log for run #{{ failure['run_number'] }}</a><br>{% endfor %}</details>{% else %}{% endif %}</td>
-                </td>
-              </tr>{% endfor %}
-          </table>
-          EOF
-
-          pip install jinja2-cli
-          echo $JOB_RESULTS | jinja2 template.html > report.html
-          echo "# CI Test Report - ${{ env.CI_RUNS }} Runs" >> $GITHUB_STEP_SUMMARY
-          cat report.html >> $GITHUB_STEP_SUMMARY

.github/workflows/ci_weekly_run.yaml

@@ -1,17 +0,0 @@
-name: weekly CI test run
-on:
-  workflow_call:
-    inputs:
-      run_number:
-        required: true
-        type: string
-
-concurrency:
-  group: ci-run-${{ inputs.run_number }}-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  tests:
-    uses: sunnypilot/sunnypilot/.github/workflows/tests.yaml@master
-    with:
-      run_number: ${{ inputs.run_number }}

.github/workflows/compile-openpilot/action.yaml

@@ -1,21 +0,0 @@
-name: 'compile openpilot'
-
-runs:
-  using: "composite"
-  steps:
-    - shell: bash
-      name: Build openpilot with all flags
-      run: |
-        ${{ env.RUN }} "scons -j$(nproc)"
-        ${{ env.RUN }} "release/check-dirty.sh"
-    - shell: bash
-      name: Cleanup scons cache and rebuild
-      run: |
-          ${{ env.RUN }} "rm -rf /tmp/scons_cache/* && \
-                          scons -j$(nproc) --cache-populate"
-    - name: Save scons cache
-      uses: actions/cache/save@v4
-      if: github.ref == 'refs/heads/master'
-      with:
-        path: .ci_cache/scons_cache
-        key: scons-${{ runner.arch }}-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}

.github/workflows/diff_report.yaml

@@ -0,0 +1,58 @@
+name: diff report
+
+on:
+  pull_request_target:
+    types: [opened, synchronize, reopened]
+
+jobs:
+  comment:
+    name: comment
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+      pull-requests: write
+      actions: read
+    steps:
+    - name: Wait for process replay
+      id: wait
+      continue-on-error: true
+      uses: lewagon/wait-on-check-action@1d57e2c51a58d812d2765e036a028b6bdb5a6154
+      with:
+        ref: ${{ github.event.pull_request.head.sha }}
+        check-name: process replay
+        repo-token: ${{ secrets.GITHUB_TOKEN }}
+        allowed-conclusions: success,failure
+        wait-interval: 20
+    - name: Get tests run ID
+      if: steps.wait.outcome == 'success'
+      id: tests-run
+      env:
+        GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      run: |
+        run_id=$(gh api \
+          "repos/${{ github.repository }}/actions/workflows/tests.yaml/runs?event=pull_request&head_sha=${{ github.event.pull_request.head.sha }}&per_page=1" \
+          --jq '.workflow_runs[0].id // empty')
+        if [ -z "$run_id" ]; then
+          echo "No tests.yaml run found for ${{ github.event.pull_request.head.sha }}" >&2
+          exit 1
+        fi
+        echo "run-id=$run_id" >> "$GITHUB_OUTPUT"
+    - name: Download diff
+      if: steps.wait.outcome == 'success'
+      continue-on-error: true
+      uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c
+      with:
+        github-token: ${{ secrets.GITHUB_TOKEN }}
+        repository: ${{ github.repository }}
+        run-id: ${{ steps.tests-run.outputs.run-id }}
+        name: diff_report_${{ github.event.number }}
+        path: .
+    - name: Comment on PR
+      if: steps.wait.outcome == 'success' && hashFiles('diff_report.txt') != ''
+      uses: thollander/actions-comment-pull-request@24bffb9b452ba05a4f3f77933840a6a841d1b32b
+      with:
+        file-path: diff_report.txt
+        comment-tag: diff_report
+        pr-number: ${{ github.event.number }}
+        github-token: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/docs.yaml

@@ -15,6 +15,11 @@ concurrency:
   group: docs-tests-ci-run-${{ inputs.run_number }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && github.run_id || github.head_ref || github.ref }}-${{ github.workflow }}-${{ github.event_name }}
   cancel-in-progress: true
 
+env:
+  GIT_CONFIG_COUNT: 1
+  GIT_CONFIG_KEY_0: lfs.fetchexclude
+  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
+
 jobs:
   docs:
     name: build docs
@@ -22,19 +27,18 @@ jobs:
     steps:
     - uses: commaai/timeout@v1
 
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
       with:
         submodules: true
 
     # Build
     - name: Build docs
       run: |
-        # TODO: can we install just the "docs" dependency group without the normal deps?
+        git lfs pull
-        pip install mkdocs
+        python docs/serve.py --build
-        mkdocs build
 
     # Push to docs.comma.ai
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
       if: github.ref == 'refs/heads/master' && github.repository == 'sunnypilot/sunnypilot'
       with:
         path: openpilot-docs
@@ -45,14 +49,14 @@ jobs:
       run: |
         set -x
 
-        source release/identity.sh
+        source tools/release/identity.sh
 
         cd openpilot-docs
         git checkout --orphan tmp
         git rm -rf .
 
         # copy over docs
-        cp -r ../docs_site/ docs/
+        cp -r ../docs/_site/ docs/
 
         # GitHub pages config
         touch docs/.nojekyll

.github/workflows/download-hf-model-chunks/action.yml

@@ -0,0 +1,73 @@
+name: Download HF model chunks
+description: Resolve and download model chunks from HuggingFace in parallel
+
+inputs:
+  hf_repo:
+    description: HuggingFace dataset repo
+    required: true
+  models:
+    description: 'JSON array of {hf_path, onnx_hash, canonical} objects'
+    required: true
+  dest_dir:
+    description: Destination directory for downloaded chunks
+    required: true
+
+runs:
+  using: composite
+  steps:
+    - name: Download model chunks
+      shell: bash
+      env:
+        HF_REPO: ${{ inputs.hf_repo }}
+        MODELS_JSON: ${{ inputs.models }}
+        DEST_DIR: ${{ inputs.dest_dir }}
+      run: |
+        set -eo pipefail
+        DOWNLOAD_LIST=$(mktemp)
+
+        resolve_chunks() {
+          local HF_PATH="$1" ONNX_HASH="$2" CANONICAL="$3" DEST_DIR="$4"
+          local JSON_URL="https://huggingface.co/datasets/${HF_REPO}/resolve/main/${HF_PATH}/default_models.json"
+          local DEFAULTS BUNDLE ARTIFACT BASE_URL NUM_CHUNKS
+          DEFAULTS=$(curl -fsSL "$JSON_URL")
+          BUNDLE=$(echo "$DEFAULTS" | jq --arg hash "$ONNX_HASH" '.bundles[] | select(.onnx_sha256 == $hash)')
+          ARTIFACT=$(echo "$BUNDLE" | jq -r '.models[0].artifact')
+          BASE_URL=$(echo "$ARTIFACT" | jq -r '.download_uri.url' | sed 's|/[^/]*$||')
+          NUM_CHUNKS=$(echo "$ARTIFACT" | jq -r '.chunks | length')
+
+          mkdir -p "$DEST_DIR"
+          while IFS= read -r CHUNK_NAME; do
+            CHUNK_IDX=$(echo "$CHUNK_NAME" | grep -oP 'chunk\K[0-9]+of[0-9]+' || true)
+            if [ -z "$CHUNK_IDX" ]; then
+              echo "::error::Failed to parse chunk index from: $CHUNK_NAME"
+              return 1
+            fi
+            ENCODED_URL=$(python3 -c "import urllib.parse; print(urllib.parse.quote('${BASE_URL}/${CHUNK_NAME}', safe=':/'))")
+            printf '%s\t%s\n' "$ENCODED_URL" "${DEST_DIR}/${CANONICAL}.chunk${CHUNK_IDX}" >> "$DOWNLOAD_LIST"
+          done < <(echo "$ARTIFACT" | jq -r '.chunks[].file_name')
+          echo "$NUM_CHUNKS" > "${DEST_DIR}/${CANONICAL}.chunkmanifest"
+
+          if [ "$CANONICAL" = "dmonitoring_model_tinygrad.pkl" ]; then
+            for warp in dm_warp_1928x1208_tinygrad.pkl dm_warp_1344x760_tinygrad.pkl; do
+              ENCODED_URL=$(python3 -c "import urllib.parse; print(urllib.parse.quote('${BASE_URL}/${warp}', safe=':/'))")
+              printf '%s\t%s\n' "$ENCODED_URL" "${DEST_DIR}/${warp}" >> "$DOWNLOAD_LIST"
+            done
+          fi
+        }
+
+        echo "$MODELS_JSON" | jq -c '.[]' | while IFS= read -r model; do
+          HF_PATH=$(echo "$model" | jq -r '.hf_path')
+          ONNX_HASH=$(echo "$model" | jq -r '.onnx_hash')
+          CANONICAL=$(echo "$model" | jq -r '.canonical')
+          resolve_chunks "$HF_PATH" "$ONNX_HASH" "$CANONICAL" "$DEST_DIR"
+        done
+
+        TOTAL=$(wc -l < "$DOWNLOAD_LIST")
+        echo "Downloading $TOTAL chunks with 8 parallel connections..."
+        xargs -P8 -d'\n' -I{} bash -c '
+          URL="${1%%	*}"
+          DEST="${1#*	}"
+          echo "Downloading $(basename "$DEST")"
+          curl -fsSL --retry 3 --retry-delay 5 -o "$DEST" "$URL"
+        ' _ {} < "$DOWNLOAD_LIST"
+        rm -f "$DOWNLOAD_LIST"

.github/workflows/jenkins-pr-trigger.yaml

@@ -5,7 +5,44 @@ on:
     types: [created, edited]
 
 jobs:
-  # TODO: gc old branches in a separate job in this workflow
+  cleanup-branches:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+    steps:
+      - name: Delete stale Jenkins branches
+        uses: actions/github-script@v9
+        with:
+          script: |
+            const cutoff = Date.now() - 24 * 60 * 60 * 1000;
+            const prefixes = ['tmp-jenkins', '__jenkins'];
+
+            for await (const response of github.paginate.iterator(github.rest.repos.listBranches, {
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              per_page: 100,
+            })) {
+              for (const branch of response.data) {
+                if (!prefixes.some(p => branch.name.startsWith(p))) continue;
+
+                const { data: commit } = await github.rest.repos.getCommit({
+                  owner: context.repo.owner,
+                  repo: context.repo.repo,
+                  ref: branch.commit.sha,
+                });
+
+                const commitDate = new Date(commit.commit.committer.date).getTime();
+                if (commitDate < cutoff) {
+                  console.log(`Deleting branch: ${branch.name} (last commit: ${commit.commit.committer.date})`);
+                  await github.rest.git.deleteRef({
+                    owner: context.repo.owner,
+                    repo: context.repo.repo,
+                    ref: `heads/${branch.name}`,
+                  });
+                }
+              }
+            }
+
   scan-comments:
     runs-on: ubuntu-latest
     if: ${{ github.event.issue.pull_request }}
@@ -15,7 +52,7 @@ jobs:
     steps:
     - name: Check for trigger phrase
       id: check_comment
-      uses: actions/github-script@v7
+      uses: actions/github-script@v9
       with:
         script: |
           const triggerPhrase = "trigger-jenkins";
@@ -35,7 +72,7 @@ jobs:
 
     - name: Checkout repository
       if: steps.check_comment.outputs.result == 'true'
-      uses: actions/checkout@v4
+      uses: actions/checkout@v7
       with:
         ref: refs/pull/${{ github.event.issue.number }}/head
 
@@ -49,7 +86,7 @@ jobs:
 
     - name: Delete trigger comment
       if: steps.check_comment.outputs.result == 'true' && always()
-      uses: actions/github-script@v7
+      uses: actions/github-script@v9
       with:
         script: |
           await github.rest.issues.deleteComment({

.github/workflows/lfs-maintenance.yaml

@@ -65,8 +65,21 @@ jobs:
           echo '    pushurl = ${{ env.LFS_PUSH_URL }}' >> .lfsconfig
           echo '    locksverify = false' >> .lfsconfig
 
+      - name: Configure LFS transfer settings
+        run: |
+          git config lfs.activitytimeout 300
+          git config lfs.transfer.maxretries 5
+          git config lfs.concurrenttransfers 4
+
       - name: Push LFS
         id: sync-and-commit
         run: |
           git lfs ls-files -l
-          git lfs push --all origin
+          for attempt in 1 2 3; do
+            echo "Push attempt $attempt..."
+            git lfs push --all origin && exit 0
+            echo "Attempt $attempt failed, retrying in 30s..."
+            sleep 30
+          done
+          echo "All push attempts failed"
+          exit 1

.github/workflows/mici_raylib_ui_preview.yaml

@@ -1,151 +0,0 @@
-name: "mici raylib ui preview"
-on:
-  push:
-    branches:
-      - master
-  pull_request_target:
-    types: [assigned, opened, synchronize, reopened, edited]
-    branches:
-      - 'master'
-    paths:
-      - 'selfdrive/assets/**'
-      - 'selfdrive/ui/**'
-      - 'system/ui/**'
-  workflow_dispatch:
-
-env:
-  UI_JOB_NAME: "Create mici raylib UI Report"
-  REPORT_NAME: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
-  SHA: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && github.sha || github.event.pull_request.head.sha }}
-  BRANCH_NAME: "openpilot/pr-${{ github.event.number }}-mici-raylib-ui"
-  MASTER_BRANCH_NAME: "openpilot_master_ui_mici_raylib"
-  # All report files are pushed here
-  REPORT_FILES_BRANCH_NAME: "mici-raylib-ui-reports"
-
-jobs:
-  preview:
-    if: github.repository == 'sunnypilot/sunnypilot'
-    name: preview
-    runs-on: ubuntu-latest
-    timeout-minutes: 20
-    permissions:
-      contents: read
-      pull-requests: write
-      actions: read
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          submodules: true
-
-      - name: Waiting for ui generation to end
-        uses: lewagon/wait-on-check-action@v1.3.4
-        with:
-          ref: ${{ env.SHA }}
-          check-name: ${{ env.UI_JOB_NAME }}
-          repo-token: ${{ secrets.GITHUB_TOKEN }}
-          allowed-conclusions: success
-          wait-interval: 20
-
-      - name: Getting workflow run ID
-        id: get_run_id
-        run: |
-          echo "run_id=$(curl https://api.github.com/repos/${{ github.repository }}/commits/${{ env.SHA }}/check-runs | jq -r '.check_runs[] | select(.name == "${{ env.UI_JOB_NAME }}") | .html_url | capture("(?<number>[0-9]+)") | .number')" >> $GITHUB_OUTPUT
-
-      - name: Getting proposed ui  # filename: pr_ui/mici_ui_replay.mp4
-        id: download-artifact
-        uses: dawidd6/action-download-artifact@v6
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          run_id: ${{ steps.get_run_id.outputs.run_id }}
-          search_artifacts: true
-          name: mici-raylib-report-1-${{ env.REPORT_NAME }}
-          path: ${{ github.workspace }}/pr_ui
-
-      - name: Getting master ui  # filename: master_ui_raylib/mici_ui_replay.mp4
-        uses: actions/checkout@v4
-        with:
-          repository: sunnypilot/ci-artifacts
-          ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
-          path: ${{ github.workspace }}/master_ui_raylib
-          ref: ${{ env.MASTER_BRANCH_NAME }}
-
-      - name: Saving new master ui
-        if: github.ref == 'refs/heads/master' && github.event_name == 'push'
-        working-directory: ${{ github.workspace }}/master_ui_raylib
-        run: |
-          git checkout --orphan=new_master_ui_mici_raylib
-          git rm -rf *
-          git branch -D ${{ env.MASTER_BRANCH_NAME }}
-          git branch -m ${{ env.MASTER_BRANCH_NAME }}
-          git config user.name "GitHub Actions Bot"
-          git config user.email "<>"
-          mv ${{ github.workspace }}/pr_ui/* .
-          git add .
-          git commit -m "mici raylib video for commit ${{ env.SHA }}"
-          git push origin ${{ env.MASTER_BRANCH_NAME }} --force
-
-      - name: Setup FFmpeg
-        uses: AnimMouse/setup-ffmpeg@ae28d57dabbb148eff63170b6bf7f2b60062cbae
-
-      - name: Finding diff
-        if: github.event_name == 'pull_request_target'
-        id: find_diff
-        run: |
-          # Find the video file from PR
-          pr_video="${{ github.workspace }}/pr_ui/mici_ui_replay_proposed.mp4"
-          mv "${{ github.workspace }}/pr_ui/mici_ui_replay.mp4" "$pr_video"
-
-          master_video="${{ github.workspace }}/pr_ui/mici_ui_replay_master.mp4"
-          mv "${{ github.workspace }}/master_ui_raylib/mici_ui_replay.mp4" "$master_video"
-
-          # Run report
-          export PYTHONPATH=${{ github.workspace }}
-          baseurl="https://github.com/sunnypilot/ci-artifacts/raw/refs/heads/${{ env.BRANCH_NAME }}"
-          diff_exit_code=0
-          python3 ${{ github.workspace }}/selfdrive/ui/tests/diff/diff.py "${{ github.workspace }}/pr_ui/mici_ui_replay_master.mp4" "${{ github.workspace }}/pr_ui/mici_ui_replay_proposed.mp4" "diff.html" --basedir "$baseurl" --no-open || diff_exit_code=$?
-
-          # Copy diff report files
-          cp ${{ github.workspace }}/selfdrive/ui/tests/diff/report/diff.html ${{ github.workspace }}/pr_ui/
-          cp ${{ github.workspace }}/selfdrive/ui/tests/diff/report/diff.mp4 ${{ github.workspace }}/pr_ui/
-
-          REPORT_URL="https://sunnypilot.github.io/ci-artifacts/diff_pr_${{ github.event.number }}.html"
-          if [ $diff_exit_code -eq 0 ]; then
-            DIFF="✅ Videos are identical! [View Diff Report]($REPORT_URL)"
-          else
-            DIFF="❌ <strong>Videos differ!</strong> [View Diff Report]($REPORT_URL)"
-          fi
-          echo "DIFF=$DIFF" >> "$GITHUB_OUTPUT"
-
-      - name: Saving proposed ui
-        if: github.event_name == 'pull_request_target'
-        working-directory: ${{ github.workspace }}/master_ui_raylib
-        run: |
-          # Overwrite PR branch w/ proposed ui, and master ui at this point in time for future reference
-          git config user.name "GitHub Actions Bot"
-          git config user.email "<>"
-          git checkout --orphan=${{ env.BRANCH_NAME }}
-          git rm -rf *
-          mv ${{ github.workspace }}/pr_ui/* .
-          git add .
-          git commit -m "mici raylib video for PR #${{ github.event.number }}"
-          git push origin ${{ env.BRANCH_NAME }} --force
-
-          # Append diff report to report files branch
-          git fetch origin ${{ env.REPORT_FILES_BRANCH_NAME }}
-          git checkout ${{ env.REPORT_FILES_BRANCH_NAME }}
-          cp ${{ github.workspace }}/selfdrive/ui/tests/diff/report/diff.html diff_pr_${{ github.event.number }}.html
-          git add diff_pr_${{ github.event.number }}.html
-          git commit -m "mici raylib ui diff report for PR #${{ github.event.number }}" || echo "No changes to commit"
-          git push origin ${{ env.REPORT_FILES_BRANCH_NAME }}
-
-      - name: Comment Video on PR
-        if: github.event_name == 'pull_request_target'
-        uses: thollander/actions-comment-pull-request@v2
-        with:
-          message: |
-            <!-- _(run_id_video_mici_raylib **${{ github.run_id }}**)_ -->
-            ## mici raylib UI Preview
-            ${{ steps.find_diff.outputs.DIFF }}
-          comment_tag: run_id_video_mici_raylib
-          pr_number: ${{ github.event.number }}
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/model_review.yaml

@@ -1,42 +0,0 @@
-name: "model review"
-
-on:
-  pull_request:
-    types: [opened, reopened, synchronize]
-    paths:
-      - 'selfdrive/modeld/models/*.onnx'
-  workflow_dispatch:
-
-jobs:
-  comment:
-    permissions:
-      contents: read
-      pull-requests: write
-    runs-on: ubuntu-latest
-    if: github.repository == 'commaai/openpilot'
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-      - name: Checkout master
-        uses: actions/checkout@v4
-        with:
-          ref: master
-          path: base
-      - run: git lfs pull
-      - run: cd base && git lfs pull
-
-      - run: pip install onnx
-
-      - name: scripts/reporter.py
-        id: report
-        run: |
-          echo "content<<EOF" >> $GITHUB_OUTPUT
-          echo "## Model Review" >> $GITHUB_OUTPUT
-          MASTER_PATH=${{ github.workspace }}/base python scripts/reporter.py >> $GITHUB_OUTPUT
-          echo "EOF" >> $GITHUB_OUTPUT
-
-      - name: Post model report comment
-        uses: marocchino/sticky-pull-request-comment@baa7203ed60924babbe5dcd0ac8eae3b66ec5e16
-        with:
-          header: model-review
-          message: ${{ steps.report.outputs.content }}

.github/workflows/prebuilt.yaml

@@ -1,39 +0,0 @@
-name: prebuilt
-on:
-  schedule:
-    - cron: '0 * * * *'
-  workflow_dispatch:
-
-env:
-  DOCKER_LOGIN: docker login ghcr.io -u ${{ github.actor }} -p ${{ secrets.GITHUB_TOKEN }}
-  BUILD: release/ci/docker_build_sp.sh prebuilt
-
-jobs:
-  build_prebuilt:
-    name: build prebuilt
-    runs-on: ubuntu-latest
-    if: github.repository == 'sunnypilot/sunnypilot'
-    env:
-      PUSH_IMAGE: true
-    permissions:
-      checks: read
-      contents: read
-      packages: write
-    steps:
-    - name: Wait for green check mark
-      if: ${{ github.event_name != 'workflow_dispatch' }}
-      uses: lewagon/wait-on-check-action@ccfb013c15c8afb7bf2b7c028fb74dc5a068cccc
-      with:
-        ref: master
-        wait-interval: 30
-        running-workflow-name: 'build prebuilt'
-        repo-token: ${{ secrets.GITHUB_TOKEN }}
-        check-regexp: ^((?!.*(build master-ci).*).)*$
-    - uses: actions/checkout@v4
-      with:
-        submodules: true
-    - run: git lfs pull
-    - name: Build and Push docker image
-      run: |
-        $DOCKER_LOGIN
-        eval "$BUILD"

.github/workflows/raylib_ui_preview.yaml

@@ -1,175 +0,0 @@
-name: "raylib ui preview"
-on:
-  push:
-    branches:
-      - master
-  pull_request_target:
-    types: [assigned, opened, synchronize, reopened, edited]
-    branches:
-      - 'master'
-    paths:
-      - 'selfdrive/assets/**'
-      - 'selfdrive/ui/**'
-      - 'system/ui/**'
-  workflow_dispatch:
-
-env:
-  UI_JOB_NAME: "Create raylib UI Report"
-  REPORT_NAME: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
-  SHA: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && github.sha || github.event.pull_request.head.sha }}
-  BRANCH_NAME: "openpilot/pr-${{ github.event.number }}-raylib-ui"
-
-jobs:
-  preview:
-    if: github.repository == 'sunnypilot/sunnypilot'
-    name: preview
-    runs-on: ubuntu-latest
-    timeout-minutes: 20
-    permissions:
-      contents: read
-      pull-requests: write
-      actions: read
-    steps:
-      - name: Waiting for ui generation to start
-        run: sleep 30
-
-      - name: Waiting for ui generation to end
-        uses: lewagon/wait-on-check-action@v1.3.4
-        with:
-          ref: ${{ env.SHA }}
-          check-name: ${{ env.UI_JOB_NAME }}
-          repo-token: ${{ secrets.GITHUB_TOKEN }}
-          allowed-conclusions: success
-          wait-interval: 20
-
-      - name: Getting workflow run ID
-        id: get_run_id
-        run: |
-          echo "run_id=$(curl https://api.github.com/repos/${{ github.repository }}/commits/${{ env.SHA }}/check-runs | jq -r '.check_runs[] | select(.name == "${{ env.UI_JOB_NAME }}") | .html_url | capture("(?<number>[0-9]+)") | .number')" >> $GITHUB_OUTPUT
-
-      - name: Getting proposed ui
-        id: download-artifact
-        uses: dawidd6/action-download-artifact@v6
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          run_id: ${{ steps.get_run_id.outputs.run_id }}
-          search_artifacts: true
-          name: raylib-report-1-${{ env.REPORT_NAME }}
-          path: ${{ github.workspace }}/pr_ui
-
-      - name: Getting master ui
-        uses: actions/checkout@v4
-        with:
-          repository: sunnypilot/ci-artifacts
-          ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
-          path: ${{ github.workspace }}/master_ui_raylib
-          ref: openpilot_master_ui_raylib
-
-      - name: Saving new master ui
-        if: github.ref == 'refs/heads/master' && github.event_name == 'push'
-        working-directory: ${{ github.workspace }}/master_ui_raylib
-        run: |
-          git checkout --orphan=new_master_ui_raylib
-          git rm -rf *
-          git branch -D openpilot_master_ui_raylib
-          git branch -m openpilot_master_ui_raylib
-          git config user.name "GitHub Actions Bot"
-          git config user.email "<>"
-          mv ${{ github.workspace }}/pr_ui/*.png .
-          git add .
-          git commit -m "raylib screenshots for commit ${{ env.SHA }}"
-          git push origin openpilot_master_ui_raylib --force
-
-      - name: Finding diff
-        if: github.event_name == 'pull_request_target'
-        id: find_diff
-        run: >-
-          sudo apt-get update && sudo apt-get install -y imagemagick
-
-          scenes=$(find ${{ github.workspace }}/pr_ui/*.png -type f -printf "%f\n" | cut -d '.' -f 1 | grep -v 'pair_device')
-          A=($scenes)
-
-          DIFF=""
-          TABLE="<details><summary>All Screenshots</summary>"
-          TABLE="${TABLE}<table>"
-
-          for ((i=0; i<${#A[*]}; i=i+1));
-          do
-            # Check if the master file exists
-            if [ ! -f "${{ github.workspace }}/master_ui_raylib/${A[$i]}.png" ]; then
-              # This is a new file in PR UI that doesn't exist in master
-              DIFF="${DIFF}<details open>"
-              DIFF="${DIFF}<summary>${A[$i]} : \$\${\\color{cyan}\\text{NEW}}\$\$</summary>"
-              DIFF="${DIFF}<table>"
-
-              DIFF="${DIFF}<tr>"
-              DIFF="${DIFF}  <td> <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}.png\"> </td>"
-              DIFF="${DIFF}</tr>"
-
-              DIFF="${DIFF}</table>"
-              DIFF="${DIFF}</details>"
-            elif ! compare -fuzz 2% -highlight-color DeepSkyBlue1 -lowlight-color Black -compose Src ${{ github.workspace }}/master_ui_raylib/${A[$i]}.png ${{ github.workspace }}/pr_ui/${A[$i]}.png ${{ github.workspace }}/pr_ui/${A[$i]}_diff.png; then
-              convert ${{ github.workspace }}/pr_ui/${A[$i]}_diff.png -transparent black mask.png
-              composite mask.png ${{ github.workspace }}/master_ui_raylib/${A[$i]}.png composite_diff.png
-              convert -delay 100 ${{ github.workspace }}/master_ui_raylib/${A[$i]}.png composite_diff.png -loop 0 ${{ github.workspace }}/pr_ui/${A[$i]}_diff.gif
-
-              mv ${{ github.workspace }}/master_ui_raylib/${A[$i]}.png ${{ github.workspace }}/pr_ui/${A[$i]}_master_ref.png
-
-              DIFF="${DIFF}<details open>"
-              DIFF="${DIFF}<summary>${A[$i]} : \$\${\\color{red}\\text{DIFFERENT}}\$\$</summary>"
-              DIFF="${DIFF}<table>"
-
-              DIFF="${DIFF}<tr>"
-              DIFF="${DIFF}  <td> master <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}_master_ref.png\"> </td>"
-              DIFF="${DIFF}  <td> proposed <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}.png\"> </td>"
-              DIFF="${DIFF}</tr>"
-
-              DIFF="${DIFF}<tr>"
-              DIFF="${DIFF}  <td> diff <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}_diff.png\"> </td>"
-              DIFF="${DIFF}  <td> composite diff <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}_diff.gif\"> </td>"
-              DIFF="${DIFF}</tr>"
-
-              DIFF="${DIFF}</table>"
-              DIFF="${DIFF}</details>"
-            else
-              rm -f ${{ github.workspace }}/pr_ui/${A[$i]}_diff.png
-            fi
-
-            INDEX=$(($i % 2))
-            if [[ $INDEX -eq 0 ]]; then
-              TABLE="${TABLE}<tr>"
-            fi
-            TABLE="${TABLE}  <td> <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}.png\"> </td>"
-            if [[ $INDEX -eq 1 || $(($i + 1)) -eq ${#A[*]} ]]; then
-              TABLE="${TABLE}</tr>"
-            fi
-          done
-
-          TABLE="${TABLE}</table></details>"
-
-          echo "DIFF=$DIFF$TABLE" >> "$GITHUB_OUTPUT"
-
-      - name: Saving proposed ui
-        if: github.event_name == 'pull_request_target'
-        working-directory: ${{ github.workspace }}/master_ui_raylib
-        run: |
-          git config user.name "GitHub Actions Bot"
-          git config user.email "<>"
-          git checkout --orphan=${{ env.BRANCH_NAME }}
-          git rm -rf *
-          mv ${{ github.workspace }}/pr_ui/* .
-          git add .
-          git commit -m "raylib screenshots for PR #${{ github.event.number }}"
-          git push origin ${{ env.BRANCH_NAME }} --force
-
-      - name: Comment Screenshots on PR
-        if: github.event_name == 'pull_request_target'
-        uses: thollander/actions-comment-pull-request@v2
-        with:
-          message: |
-            <!-- _(run_id_screenshots_raylib **${{ github.run_id }}**)_ -->
-            ## raylib UI Preview
-            ${{ steps.find_diff.outputs.DIFF }}
-          comment_tag: run_id_screenshots_raylib
-          pr_number: ${{ github.event.number }}
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/release.yaml

@@ -4,39 +4,33 @@ on:
     - cron: '0 9 * * *'
   workflow_dispatch:
 
+env:
+  GIT_CONFIG_COUNT: 1
+  GIT_CONFIG_KEY_0: lfs.fetchexclude
+  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
+
 jobs:
   build___nightly:
     name: build __nightly
-    env:
-      ImageOS: ubuntu24
-    container:
-      image: ghcr.io/sunnypilot/sunnypilot-base:latest
     runs-on: ubuntu-latest
     if: github.repository == 'sunnypilot/sunnypilot'
     permissions:
       checks: read
       contents: write
     steps:
-    - name: Install wait-on-check-action dependencies
-      run: |
-        sudo apt-get update
-        sudo apt-get install -y libyaml-dev
     - name: Wait for green check mark
       if: ${{ github.event_name == 'schedule' }}
-      uses: lewagon/wait-on-check-action@ccfb013c15c8afb7bf2b7c028fb74dc5a068cccc
+      uses: lewagon/wait-on-check-action@1d57e2c51a58d812d2765e036a028b6bdb5a6154
       with:
         ref: master
         wait-interval: 30
         running-workflow-name: 'build __nightly'
         repo-token: ${{ secrets.GITHUB_TOKEN }}
-        check-regexp: ^((?!.*(build prebuilt).*).)*$
+        check-regexp: ^((?!.*(build prebuilt|create badges).*).)*$
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v4 # checkout version > v4 breaks nightly release script
       with:
         submodules: true
         fetch-depth: 0
-    - name: Pull LFS
+    - run: ./tools/op.sh setup
-      run: |
-        git config --global --add safe.directory '*'
-        git lfs pull
     - name: Push __nightly
-      run: BRANCH=__nightly release/build_stripped.sh
+      run: BRANCH=__nightly tools/release/build_stripped.sh

.github/workflows/repo-maintenance.yaml

@@ -3,65 +3,64 @@ name: repo maintenance
 on:
   schedule:
     - cron: "0 14 * * 1" # every Monday at 2am UTC (6am PST)
+  pull_request:
+    types: [closed]
   workflow_dispatch:
 
 env:
-  BASE_IMAGE: sunnypilot-base
+  PYTHONPATH: ${{ github.workspace }}
-  BUILD: release/ci/docker_build_sp.sh base
+  GIT_CONFIG_COUNT: 1
-  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e CI=1 -e PYTHONWARNINGS=error -e FILEREADER_CACHE=1 -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $BASE_IMAGE /bin/bash -c
+  GIT_CONFIG_KEY_0: lfs.fetchexclude
+  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
 
 jobs:
-  update_translations:
-    runs-on: ubuntu-latest
-    if: github.repository == 'sunnypilot/sunnypilot'
-    steps:
-      - uses: actions/checkout@v4
-      - uses: ./.github/workflows/setup-with-retry
-      - name: Update translations
-        run: |
-          ${{ env.RUN }} "python3 selfdrive/ui/update_translations.py --vanish"
-      - name: Create Pull Request
-        uses: peter-evans/create-pull-request@9153d834b60caba6d51c9b9510b087acf9f33f83
-        with:
-          author: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
-          commit-message: "Update translations"
-          title: "[bot] Update translations"
-          body: "Automatic PR from repo-maintenance -> update_translations"
-          branch: "update-translations"
-          base: "master"
-          delete-branch: true
-          labels: bot
-
   package_updates:
     name: package_updates
     runs-on: ubuntu-latest
-    container:
+    if: >-
-      image: ghcr.io/sunnypilot/sunnypilot-base:latest
+      github.repository == 'sunnypilot/sunnypilot' &&
-    if: github.repository == 'sunnypilot/sunnypilot'
+      (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
       with:
         submodules: true
+    - run: ./tools/op.sh setup
     - name: uv lock
-      if: github.repository == 'commaai/openpilot'
+      run: uv lock --upgrade
+    - name: uv pip tree
+      id: pip_tree
       run: |
-        python3 -m ensurepip --upgrade
+        echo 'PIP_TREE<<EOF' >> $GITHUB_OUTPUT
-        pip3 install uv
+        uv pip tree >> $GITHUB_OUTPUT
-        uv lock --upgrade
+        echo 'EOF' >> $GITHUB_OUTPUT
+    - name: venv size
+      id: venv_size
+      run: |
+        echo 'VENV_SIZE<<EOF' >> $GITHUB_OUTPUT
+        echo "Total: $(du -sh .venv | cut -f1)" >> $GITHUB_OUTPUT
+        echo "" >> $GITHUB_OUTPUT
+        echo "Top 10 by size:" >> $GITHUB_OUTPUT
+        du -sh .venv/lib/python*/site-packages/* 2>/dev/null \
+          | grep -v '\.dist-info' \
+          | grep -v '__pycache__' \
+          | sort -rh \
+          | head -10 \
+          | while IFS=$'\t' read size path; do echo "$size  ${path##*/}"; done >> $GITHUB_OUTPUT
+        echo 'EOF' >> $GITHUB_OUTPUT
     - name: bump submodules
       run: |
-        git config --global --add safe.directory '*'
+        git config submodule.msgq.update none
+        git config submodule.rednose_repo.update none
+        git config submodule.teleoprtc_repo.update none
         git config submodule.tinygrad.update none
         git submodule update --remote
         git add .
     - name: update car docs
       run: |
-        export PYTHONPATH="$PWD"
+        python openpilot/selfdrive/car/docs.py
-        scons -j$(nproc) --minimal opendbc_repo
-        python selfdrive/car/docs.py
         git add docs/CARS.md
     - name: Create Pull Request
-      uses: peter-evans/create-pull-request@9153d834b60caba6d51c9b9510b087acf9f33f83
+      uses: peter-evans/create-pull-request@5f6978faf089d4d20b00c7766989d076bb2fc7f1
       with:
         author: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
         token: ${{ github.repository == 'commaai/openpilot' && secrets.ACTIONS_CREATE_PR_PAT || secrets.GITHUB_TOKEN }}
@@ -70,5 +69,64 @@ jobs:
         branch: auto-package-updates
         base: master
         delete-branch: true
-        body: 'Automatic PR from repo-maintenance -> package_updates'
+        body: |
+          Automatic PR from repo-maintenance -> package_updates
+
+          ```
+          $ du -sh .venv && du -sh .venv/lib/python*/site-packages/* | sort -rh | head -10
+          ${{ steps.venv_size.outputs.VENV_SIZE }}
+          ```
+
+          ```
+          $ uv pip tree
+          ${{ steps.pip_tree.outputs.PIP_TREE }}
+          ```
         labels: bot
+
+  cleanup_closed_branches:
+    if: github.repository == 'commaai/openpilot' && github.event_name == 'pull_request'
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+      pull-requests: read
+    steps:
+      - uses: actions/github-script@v9
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const upstream = `${owner}/${repo}`;
+
+            const closed = context.payload.pull_request;
+            if (closed) {
+              if (closed.head.repo?.full_name === upstream) {
+                await github.rest.git.deleteRef({ owner, repo, ref: `heads/${closed.head.ref}` }).catch(console.log);
+              }
+              return;
+            }
+
+            for await (const response of github.paginate.iterator(github.rest.pulls.list, {
+              owner,
+              repo,
+              state: 'closed',
+              per_page: 100,
+            })) {
+              for (const pr of response.data) {
+                if (pr.head.repo?.full_name !== upstream) continue;
+
+                const branch = pr.head.ref;
+                try {
+                  await github.rest.git.deleteRef({
+                    owner,
+                    repo,
+                    ref: `heads/${branch}`,
+                  });
+                  console.log(`Deleted branch ${branch} (PR #${pr.number})`);
+                } catch (error) {
+                  if (error.status === 422 || error.status === 403) {
+                    console.log(`Skipping branch ${branch} (PR #${pr.number}): ${error.message}`);
+                    continue;
+                  }
+                  throw error;
+                }
+              }
+            }

.github/workflows/setup-with-retry/action.yaml

@@ -1,52 +0,0 @@
-name: 'openpilot env setup, with retry on failure'
-
-inputs:
-  docker_hub_pat:
-    description: 'Auth token for Docker Hub, required for BuildJet jobs'
-    required: false
-    default: ''
-  sleep_time:
-    description: 'Time to sleep between retries'
-    required: false
-    default: 30
-
-outputs:
-  duration:
-    description: 'Duration of the setup process in seconds'
-    value: ${{ steps.get_duration.outputs.duration }}
-
-runs:
-  using: "composite"
-  steps:
-    - id: start_time
-      shell: bash
-      run: echo "START_TIME=$(date +%s)" >> $GITHUB_ENV
-    - id: setup1
-      uses: ./.github/workflows/setup
-      continue-on-error: true
-      with:
-        is_retried: true
-    - if: steps.setup1.outcome == 'failure'
-      shell: bash
-      run: sleep ${{ inputs.sleep_time }}
-    - id: setup2
-      if: steps.setup1.outcome == 'failure'
-      uses: ./.github/workflows/setup
-      continue-on-error: true
-      with:
-        is_retried: true
-    - if: steps.setup2.outcome == 'failure'
-      shell: bash
-      run: sleep ${{ inputs.sleep_time }}
-    - id: setup3
-      if: steps.setup2.outcome == 'failure'
-      uses: ./.github/workflows/setup
-      with:
-        is_retried: true
-    - id: get_duration
-      shell: bash
-      run: |
-        END_TIME=$(date +%s)
-        DURATION=$((END_TIME - START_TIME))
-        echo "Total duration: $DURATION seconds"
-        echo "duration=$DURATION" >> $GITHUB_OUTPUT

.github/workflows/setup/action.yaml

@@ -1,56 +0,0 @@
-name: 'openpilot env setup'
-
-inputs:
-  is_retried:
-    description: 'A mock param that asserts that we use the setup-with-retry instead of this action directly'
-    required: false
-    default: 'false'
-
-runs:
-  using: "composite"
-  steps:
-    # assert that this action is retried using the setup-with-retry
-    - shell: bash
-      if: ${{ inputs.is_retried == 'false' }}
-      run: |
-        echo "You should not run this action directly. Use setup-with-retry instead"
-        exit 1
-
-    - shell: bash
-      name: No retries!
-      run: |
-        if [ "${{ github.run_attempt }}" -gt ${{ github.event.pull_request.head.repo.fork && github.event.pull_request.author_association == 'NONE' && 2 || 1}} ]; then
-          echo -e "\033[0;31m##################################################"
-          echo -e "\033[0;31m    Retries not allowed! Fix the flaky test!      "
-          echo -e "\033[0;31m##################################################\033[0m"
-          exit 1
-        fi
-
-    # do this after checkout to ensure our custom LFS config is used to pull from GitLab
-    - shell: bash
-      run: git lfs pull
-
-    # build cache
-    - id: date
-      shell: bash
-      run: echo "CACHE_COMMIT_DATE=$(git log -1 --pretty='format:%cd' --date=format:'%Y-%m-%d-%H:%M')" >> $GITHUB_ENV
-    - shell: bash
-      run: echo "$CACHE_COMMIT_DATE"
-    - id: scons-cache
-      uses: ./.github/workflows/auto-cache
-      with:
-        path: .ci_cache/scons_cache
-        key: scons-${{ runner.arch }}-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
-        restore-keys: |
-          scons-${{ runner.arch }}-${{ env.CACHE_COMMIT_DATE }}
-          scons-${{ runner.arch }}
-    # as suggested here: https://github.com/moby/moby/issues/32816#issuecomment-910030001
-    - id: normalize-file-permissions
-      shell: bash
-      name: Normalize file permissions to ensure a consistent docker build cache
-      run: |
-        find . -type f -executable -not -perm 755 -exec chmod 755 {} \;
-        find . -type f -not -executable -not -perm 644 -exec chmod 644 {} \;
-    # build our docker image
-    - shell: bash
-      run: eval ${{ env.BUILD }}

.github/workflows/stale.yaml

@@ -13,7 +13,7 @@ jobs:
   stale:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/stale@v9
+      - uses: actions/stale@v10
         with:
           exempt-all-milestones: true
 
@@ -34,7 +34,7 @@ jobs:
   stale_drafts:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/stale@v9
+      - uses: actions/stale@v10
         with:
           exempt-all-milestones: true
 

.github/workflows/sunnypilot-build-model.yaml

@@ -6,7 +6,7 @@ env:
   SCONS_CACHE_DIR: ${{ github.workspace }}/release/ci/scons_cache
   UPSTREAM_REPO: "commaai/openpilot"
   TINYGRAD_PATH: ${{ github.workspace }}/tinygrad_repo
-  MODELS_DIR: ${{ github.workspace }}/selfdrive/modeld/models
+  MODELS_DIR: ${{ github.workspace }}/openpilot/selfdrive/modeld/models
 
 on:
   workflow_call:
@@ -30,6 +30,11 @@ on:
         required: false
         type: string
         default: ''
+      target_hardware:
+        description: 'Hardware target to compile for (qcom or chestnut)'
+        required: false
+        type: string
+        default: 'qcom'
   workflow_dispatch:
     inputs:
       upstream_branch:
@@ -46,6 +51,14 @@ on:
         required: false
         type: boolean
         default: true
+      target_hardware:
+        description: 'Hardware target to compile for'
+        required: true
+        type: choice
+        options:
+          - qcom
+          - chestnut
+        default: 'qcom'
 
 
 run-name: Build model [${{ inputs.custom_name || inputs.upstream_branch }}] from ref [${{ inputs.upstream_branch }}]
@@ -67,6 +80,7 @@ jobs:
         with:
           repository: commaai/openpilot
           ref: ${{ inputs.upstream_branch }}
+          fetch-depth: 1
           submodules: recursive
           path: openpilot
 
@@ -76,26 +90,38 @@ jobs:
         with:
           repository: sunnypilot/sunnypilot
           ref: ${{ inputs.upstream_branch }}
+          fetch-depth: 1
           submodules: recursive
           path: openpilot
       - name: Get commit date
         id: commit-date
         run: |
-          cd ${{ github.workspace }}/openpilot
+          cd ${{ github.workspace }}/openpilot/openpilot
           commit_date=$(git log -1 --format=%cd --date=format:'%B %d, %Y')
           echo "model_date=${commit_date}" >> $GITHUB_OUTPUT
           cat $GITHUB_OUTPUT
       - run: |
-          cd ${{ github.workspace }}/openpilot
+          cd ${{ github.workspace }}/openpilot/openpilot
-          git lfs pull
+          if [ "${{ inputs.target_hardware }}" != "chestnut" ]; then
+            git lfs pull -X "**/selfdrive/modeld/models/big_*.onnx,**/selfdrive/modeld/models/dmonitoring_*.onnx"
+            rm -f selfdrive/modeld/models/big_*.onnx selfdrive/modeld/models/dmonitoring_*.onnx
+          else
+            git lfs pull -I "**/selfdrive/modeld/models/big_*.onnx" -X ""
+            find selfdrive/modeld/models -name "*.onnx" ! -name "big_*.onnx" -delete
+          fi
+          if grep -lIF "version https://git-lfs.github.com/spec/v1" selfdrive/modeld/models/*.onnx; then
+            echo "::error::the ONNX files above are still LFS pointers, not real models"
+            exit 1
+          fi
       - name: 'Upload Artifact'
         uses: actions/upload-artifact@v4
         with:
           name: models-${{ env.REF }}${{ inputs.artifact_suffix  }}
-          path: ${{ github.workspace }}/openpilot/selfdrive/modeld/models/*.onnx
+          path: ${{ github.workspace }}/openpilot/openpilot/selfdrive/modeld/models/*.onnx
+          if-no-files-found: error
 
   build_model:
-    runs-on: [self-hosted, tici]
+    runs-on: [self-hosted, "${{ inputs.target_hardware == 'chestnut' && 'chestnut' || 'tici' }}"]
     needs: get_model
     env:
       MODEL_NAME: ${{ inputs.custom_name || inputs.upstream_branch }} (${{ needs.get_model.outputs.model_date }})
@@ -103,24 +129,9 @@ jobs:
     steps:
       - uses: actions/checkout@v4
         with:
+          fetch-depth: 1
           submodules: recursive
 
-      - run: git lfs pull
-      - name: Cache SCons
-        uses: actions/cache@v4
-        with:
-          path: ${{env.SCONS_CACHE_DIR}}
-          key: scons-${{ runner.os }}-${{ runner.arch }}-${{ github.head_ref || github.ref_name }}-model-${{ github.sha }}
-          # Note: GitHub Actions enforces cache isolation between different build sources (PR builds, workflow dispatches, etc.)
-          #   for security. Only caches from the default branch are shared across all builds. This is by design and cannot be overridden.
-          restore-keys: |
-            scons-${{ runner.os }}-${{ runner.arch }}-${{ github.head_ref || github.ref_name }}-model
-            scons-${{ runner.os }}-${{ runner.arch }}-${{ github.head_ref || github.ref_name }}
-            scons-${{ runner.os }}-${{ runner.arch }}-${{ env.MASTER_NEW_BRANCH }}-model
-            scons-${{ runner.os }}-${{ runner.arch }}-${{ env.MASTER_BRANCH }}-model
-            scons-${{ runner.os }}-${{ runner.arch }}-${{ env.MASTER_NEW_BRANCH }}
-            scons-${{ runner.os }}-${{ runner.arch }}-${{ env.MASTER_BRANCH }}
-            scons-${{ runner.os }}-${{ runner.arch }}
 
       - name: Set environment variables
         id: set-env
@@ -128,7 +139,10 @@ jobs:
           # Set up common environment
           source /etc/profile;
           export UV_PROJECT_ENVIRONMENT=${HOME}/venv
+          export UV_PYTHON_PREFERENCE=managed
+          export UV_PYTHON_INSTALL_DIR=${HOME}/uv/python
           export VIRTUAL_ENV=$UV_PROJECT_ENVIRONMENT
+          uv sync --frozen
           printenv >> $GITHUB_ENV
           if [[ "${{ runner.debug }}" == "1" ]]; then
             cat $GITHUB_OUTPUT
@@ -148,34 +162,100 @@ jobs:
           if [[ "${{ runner.debug }}" == "1" ]]; then
             printenv
           fi
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
           PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --disable
-          rm -rf ${{ env.MODELS_DIR }}/*.onnx
+          rm -rf ${{ env.MODELS_DIR }}/*.onnx*
 
       - name: Download model artifacts
         uses: actions/download-artifact@v4
         with:
           name: models-${{ env.REF }}${{ inputs.artifact_suffix }}
-          path: ${{ github.workspace }}/selfdrive/modeld/models
+          path: ${{ env.MODELS_DIR }}
-      - run: |
-          rm -f ${{ github.workspace }}/selfdrive/modeld/models/{dmonitoring_model,big_driving_policy,big_driving_vision}.onnx
 
       - name: Build Model
         run: |
           source /etc/profile
           export UV_PROJECT_ENVIRONMENT=${HOME}/venv
           export VIRTUAL_ENV=$UV_PROJECT_ENVIRONMENT
-          export PYTHONPATH="${PYTHONPATH}:${{ env.TINYGRAD_PATH }}"
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH="${PYTHONPATH}:${{ env.TINYGRAD_PATH }}:${{ github.workspace }}"
 
-          # Loop through all .onnx files
+          COMPILE_MODELD="${{ github.workspace }}/openpilot/sunnypilot/modeld_v2/compile_modeld.py"
+          MODEL_SIZE=$(python3 -c "from openpilot.common.transformations.model import MEDMODEL_INPUT_SIZE as s; print(f'{s[0]}x{s[1]}')")
+          CAMERA_RES=$(python3 -c "from openpilot.common.transformations.camera import _ar_ox_fisheye as a, _os_fisheye as o; print(f'{a.width}x{a.height} {o.width}x{o.height}')")
+
+          TG_FLAGS_QCOM="DEV=QCOM IMAGE=1 FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1"
+          if [ "${{ inputs.target_hardware }}" == "chestnut" ]; then
+            echo "CHESTNUT build"
+            export CHESTNUT=1
+            TG_FLAGS="DEBUG=1 DEV=USB+AMD:LLVM FLOAT16=1 JIT_BATCH_SIZE=0 GMMU=0 TC_OPT=2 TC_OCCUPANCY_OPT=1"
+            OUTPUT_PKL="${{ env.MODELS_DIR }}/big_driving_tinygrad.pkl"
+          else
+            echo "QCOM build"
+            TG_FLAGS="$TG_FLAGS_QCOM"
+            OUTPUT_PKL="${{ env.MODELS_DIR }}/driving_tinygrad.pkl"
+          fi
+
+          # Generate metadata for all ONNX files
           find "${{ env.MODELS_DIR }}" -maxdepth 1 -name '*.onnx' | while IFS= read -r onnx_file; do
-            base_name=$(basename "$onnx_file" .onnx)
+            echo "Generating metadata: $onnx_file"
-            output_file="${{ env.MODELS_DIR }}/${base_name}_tinygrad.pkl"
+            env ${TG_FLAGS_QCOM} python3 "${{ env.MODELS_DIR }}/../get_model_metadata.py" "$onnx_file" || true
-
-            echo "Compiling: $onnx_file -> $output_file"
-            QCOM=1 python3 "${{ env.TINYGRAD_PATH }}/examples/openpilot/compile3.py" "$onnx_file" "$output_file"
-            QCOM=1 python3 "${{ env.MODELS_DIR }}/../get_model_metadata.py" "$onnx_file" || true
           done
 
+          # Detect model type and build compile args
+          VISION_ONNX=""
+          for f in "${{ env.MODELS_DIR }}/driving_vision.onnx" "${{ env.MODELS_DIR }}/big_driving_vision.onnx"; do
+            [ -f "$f" ] && VISION_ONNX="$f" && break
+          done
+
+          POLICY_ONNX=""
+          for f in "${{ env.MODELS_DIR }}/driving_policy.onnx" "${{ env.MODELS_DIR }}/big_driving_policy.onnx"; do
+            [ -f "$f" ] && POLICY_ONNX="$f" && break
+          done
+
+          OFF_POLICY_ONNX=""
+          for f in "${{ env.MODELS_DIR }}/driving_off_policy.onnx" "${{ env.MODELS_DIR }}/big_driving_off_policy.onnx"; do
+            [ -f "$f" ] && OFF_POLICY_ONNX="$f" && break
+          done
+
+          ON_POLICY_ONNX=""
+          for f in "${{ env.MODELS_DIR }}/driving_on_policy.onnx" "${{ env.MODELS_DIR }}/big_driving_on_policy.onnx"; do
+            [ -f "$f" ] && ON_POLICY_ONNX="$f" && break
+          done
+
+          SUPERCOMBO_ONNX=""
+          for f in "${{ env.MODELS_DIR }}/supercombo.onnx" "${{ env.MODELS_DIR }}/driving_supercombo.onnx" "${{ env.MODELS_DIR }}/big_supercombo.onnx" "${{ env.MODELS_DIR }}/big_driving_supercombo.onnx"; do
+            [ -f "$f" ] && SUPERCOMBO_ONNX="$f" && break
+          done
+
+          MODEL_TYPE="" ONNX_ARGS="" OUTPUT_NAME=""
+          if [ -f "$VISION_ONNX" ]; then
+            ONNX_ARGS="--vision-onnx $VISION_ONNX"
+            if [ -f "$ON_POLICY_ONNX" ] && [ -f "$OFF_POLICY_ONNX" ]; then
+              MODEL_TYPE=vision_multi_policy
+              ONNX_ARGS="$ONNX_ARGS --off-policy-onnx $OFF_POLICY_ONNX --on-policy-onnx $ON_POLICY_ONNX"
+            elif [ -f "$OFF_POLICY_ONNX" ] && [ -f "$POLICY_ONNX" ]; then
+              MODEL_TYPE=vision_multi_policy
+              ONNX_ARGS="$ONNX_ARGS --policy-onnx $POLICY_ONNX --off-policy-onnx $OFF_POLICY_ONNX"
+            elif [ -f "$POLICY_ONNX" ]; then
+              MODEL_TYPE=vision_policy
+              ONNX_ARGS="$ONNX_ARGS --policy-onnx $POLICY_ONNX"
+            fi
+          elif [ -f "$SUPERCOMBO_ONNX" ]; then
+            MODEL_TYPE=supercombo
+            ONNX_ARGS="--supercombo-onnx $SUPERCOMBO_ONNX"
+          fi
+
+          if [ -n "$MODEL_TYPE" ]; then
+            echo "Detected: $MODEL_TYPE -> $OUTPUT_PKL"
+            env ${TG_FLAGS} python3 "$COMPILE_MODELD" \
+              --model-type $MODEL_TYPE \
+              --model-size $MODEL_SIZE \
+              --camera-resolutions $CAMERA_RES \
+              $ONNX_ARGS \
+              --output "$OUTPUT_PKL"
+          fi
+
       - name: Prepare Output
         run: |
           sudo rm -rf ${{ env.OUTPUT_DIR }}
@@ -184,9 +264,8 @@ jobs:
           # Copy the model files
           rsync -avm \
             --include='*.dlc' \
-            --include='*.thneed' \
+            --include='*.chunk*' \
-            --include='*.pkl' \
+            --include='*.chunkmanifest' \
-            --include='*.onnx' \
             --exclude='*' \
             --delete-excluded \
             --chown=comma:comma \
@@ -218,4 +297,5 @@ jobs:
       - name: Re-enable powersave
         if: always()
         run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
           PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --enable

.github/workflows/sunnypilot-build-prebuilt.yaml

@@ -4,12 +4,8 @@ env:
   BUILD_DIR: "/data/openpilot"
   OUTPUT_DIR: ${{ github.workspace }}/output
   CI_DIR: ${{ github.workspace }}/release/ci
-  SCONS_CACHE_DIR: ${{ github.workspace }}/release/ci/scons_cache
   PUBLIC_REPO_URL: "https://github.com/sunnypilot/sunnypilot"
 
-  # Branch configurations
-  STAGING_SOURCE_BRANCH: 'master'
-
   # Runtime configuration
   SOURCE_BRANCH: "${{ github.head_ref || github.ref_name }}"
 
@@ -40,8 +36,11 @@ jobs:
       publish_concurrency_group: ${{ steps.strategy.outputs.publish_concurrency_group }}
       is_stable_branch: ${{ steps.strategy.outputs.is_stable_branch }}
       build: ${{ steps.strategy.outputs.build }}
+      include_big_model: ${{ steps.strategy.outputs.include_big_model }}
     steps:
       - uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
       - name: Extract deploy strategy
         id: strategy
         run: |
@@ -79,9 +78,12 @@ jobs:
             is_stable_branch="$(echo "$CONFIG" | jq -r '.stable_branch // false')";
             echo "is_stable_branch=$is_stable_branch" >> $GITHUB_OUTPUT
 
-            stable_version=$(cat sunnypilot/common/version.h | grep SUNNYPILOT_VERSION | sed -e 's/[^0-9|.]//g');
+            stable_version=$(cat openpilot/sunnypilot/common/version.h | grep SUNNYPILOT_VERSION | sed -e 's/[^0-9|.]//g');
             echo "version=$([ "$is_stable_branch" = "true" ] && echo "$stable_version" || echo "$BUILD")" >> $GITHUB_OUTPUT
             echo "extra_version_identifier=${environment}" >> $GITHUB_OUTPUT
+
+            include_big_model="$(echo "$CONFIG" | jq -r '.include_big_model // false')";
+            echo "include_big_model=$include_big_model" >> $GITHUB_OUTPUT
           fi
           echo "build=$BUILD" >> $GITHUB_OUTPUT
           cat $GITHUB_OUTPUT
@@ -96,6 +98,8 @@ jobs:
       }}
     steps:
       - uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
       - name: Wait for Tests
         uses: ./.github/workflows/wait-for-action # Path to where you place the action
         with:
@@ -109,11 +113,6 @@ jobs:
       group: build-${{ github.head_ref || github.ref_name }}
       cancel-in-progress: false
     runs-on: [self-hosted, tici]
-    outputs:
-      new_branch: ${{ needs.prepare_strategy.outputs.new_branch }}
-      version: ${{ needs.prepare_strategy.outputs.version }}
-      extra_version_identifier: ${{ needs.prepare_strategy.outputs.extra_version_identifier }}
-      commit_sha: ${{ github.sha }}
     if: ${{
       (always() && !cancelled() && !failure()) &&
       needs.prepare_strategy.result == 'success' &&
@@ -124,39 +123,22 @@ jobs:
     steps:
       - uses: actions/checkout@v4
         with:
+          fetch-depth: 1
           submodules: recursive
           ref: ${{ env.SOURCE_BRANCH }}
           repository: ${{ github.event.pull_request.head.repo.fork && github.event.pull_request.head.repo.full_name || github.repository }}
       - run: git lfs pull
 
-      - name: Cache SCons
-        uses: actions/cache@v4
-        with:
-          path: ${{env.SCONS_CACHE_DIR}}
-          key: scons-${{ runner.os }}-${{ runner.arch }}-${{ env.SOURCE_BRANCH }}-${{ github.sha }}
-          # Note: GitHub Actions enforces cache isolation between different build sources (PR builds, workflow dispatches, etc.)
-          #   for security. Only caches from the default branch are shared across all builds. This is by design and cannot be overridden.
-          restore-keys: |
-            scons-${{ runner.os }}-${{ runner.arch }}-${{ env.SOURCE_BRANCH }}
-            scons-${{ runner.os }}-${{ runner.arch }}-${{ env.STAGING_SOURCE_BRANCH }}
-            scons-${{ runner.os }}-${{ runner.arch }}
-
       - name: Set environment variables
-        id: set-env
         run: |
-          echo "new_branch=${{ needs.prepare_strategy.outputs.new_branch }}" >> $GITHUB_OUTPUT
-          echo "version=${{ needs.prepare_strategy.outputs.version }}" >> $GITHUB_OUTPUT
-          echo "extra_version_identifier=${{ needs.prepare_strategy.outputs.extra_version_identifier }}" >> $GITHUB_OUTPUT
-          echo "commit_sha=${{ github.sha }}" >> $GITHUB_OUTPUT
-
           # Set up common environment
           source /etc/profile;
           export UV_PROJECT_ENVIRONMENT=${HOME}/venv
+          export UV_PYTHON_PREFERENCE=managed
+          export UV_PYTHON_INSTALL_DIR=${HOME}/uv/python
           export VIRTUAL_ENV=$UV_PROJECT_ENVIRONMENT
+          uv sync
           printenv >> $GITHUB_ENV
-          if [[ "${{ runner.debug }}" == "1" ]]; then
-            cat $GITHUB_OUTPUT
-          fi
 
       - name: Setup build environment
         run: |
@@ -165,70 +147,56 @@ jobs:
           echo "Starting build stage..."
           echo "BUILD_DIR: ${BUILD_DIR}"
           echo "CI_DIR: ${CI_DIR}"
-          echo "VERSION: ${{ steps.set-env.outputs.version }}"
+          echo "VERSION: ${{ needs.prepare_strategy.outputs.version }}"
           echo "UV_PROJECT_ENVIRONMENT: ${UV_PROJECT_ENVIRONMENT}"
           echo "VIRTUAL_ENV: ${VIRTUAL_ENV}"
           echo "-------"
           if [[ "${{ runner.debug }}" == "1" ]]; then
             printenv
           fi
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
           PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --disable
 
       - name: Build Main Project
         run: |
-          export PYTHONPATH="$BUILD_DIR"
+          export PYTHONPATH="$BUILD_DIR:$BUILD_DIR/msgq_repo:$BUILD_DIR/opendbc_repo:$BUILD_DIR/rednose_repo:$BUILD_DIR/teleoprtc_repo:$BUILD_DIR/tinygrad_repo"
-          ./release/release_files.py | sort | uniq | rsync -rRl${RUNNER_DEBUG:+v} --files-from=- . $BUILD_DIR/
+          ./tools/release/release_files.py | xargs -0 cp -pR --parents -t "$BUILD_DIR" --
+          # outside the checkout, which is wiped each run. /data/scons_cache is the device's, not ours.
+          SCONS_CACHE="$RUNNER_WORKSPACE/scons_cache"
+          mkdir -p "$SCONS_CACHE"
           cd $BUILD_DIR
-          sed -i '/from .board.jungle import PandaJungle, PandaJungleDFU/s/^/#/' panda/__init__.py
+          echo "Building locationd..."
-          echo "Building sunnypilot's modeld..."
+          # -j1: parallel rednose generators OOM the device
-          scons -j$(nproc) cache_dir=${{env.SCONS_CACHE_DIR}} --minimal sunnypilot/modeld
+          scons -j1 cache_dir="$SCONS_CACHE" --minimal \
-          echo "Building sunnypilot's modeld_v2..."
+            openpilot/selfdrive/locationd openpilot/sunnypilot/selfdrive/locationd
-          scons -j$(nproc) cache_dir=${{env.SCONS_CACHE_DIR}} --minimal sunnypilot/modeld_v2
-          echo "Building sunnypilot's locationd..."
-          scons -j2 cache_dir=${{env.SCONS_CACHE_DIR}} --minimal sunnypilot/selfdrive/locationd
-          echo "Building openpilot's locationd..."
-          scons -j$(nproc) cache_dir=${{env.SCONS_CACHE_DIR}} --minimal selfdrive/locationd
           echo "Building rest of sunnypilot"
-          scons -j$(nproc) cache_dir=${{env.SCONS_CACHE_DIR}} --minimal
+          SKIP_TINYGRAD_COMPILE=1 /usr/bin/time -v scons -j$(nproc) cache_dir="$SCONS_CACHE" --minimal
           touch ${BUILD_DIR}/prebuilt
           if [[ "${{ runner.debug }}" == "1" ]]; then
             ls -la ${BUILD_DIR}
           fi
 
-      - name: Prepare Output
+      - name: Strip release tree
         run: |
-          sudo rm -rf ${OUTPUT_DIR}
+          cd $BUILD_DIR
-          mkdir -p ${OUTPUT_DIR}
+          find . -name '*.a' -delete
-          rsync -am${RUNNER_DEBUG:+v} \
+          find . -name '*.o' -delete
-            --exclude='.sconsign.dblite' \
+          find . -name '*.os' -delete
-            --exclude='*.a' \
+          find . -name '*.pyc' -delete
-            --exclude='*.o' \
+          find . -name 'moc_*' -delete
-            --exclude='*.os' \
+          find . -name '__pycache__' -type d -exec rm -rf {} +
-            --exclude='*.pyc' \
+          find . -name 'SConstruct' -delete
-            --exclude='moc_*' \
+          find . -name 'SConscript' -delete
-            --exclude='__pycache__' \
+          rm -rf .sconsign.dblite Jenkinsfile tools/release/ release/
-            --exclude='Jenkinsfile' \
+          rm -f openpilot/selfdrive/modeld/models/*.onnx*
-            --exclude='**/release/' \
+          rm -f openpilot/sunnypilot/modeld*/models/*.onnx*
-            --exclude='**/.github/' \
+          find openpilot/third_party/ -name '*x86*' -exec rm -r {} +
-            --exclude='**/selfdrive/ui/replay/' \
+          find openpilot/third_party/ -name '*Darwin*' -exec rm -r {} +
-            --exclude='**/__pycache__/' \
+          cd -
-            --exclude='${{env.SCONS_CACHE_DIR}}' \
-            --exclude='**/.git/' \
-            --exclude='**/SConstruct' \
-            --exclude='**/SConscript' \
-            --exclude='**/.venv/' \
-            --exclude='selfdrive/modeld/models/driving_vision.onnx' \
-            --exclude='selfdrive/modeld/models/driving_policy.onnx' \
-            --exclude='sunnypilot/modeld*/models/supercombo.onnx' \
-            --exclude='third_party/*x86*' \
-            --exclude='third_party/*Darwin*' \
-            --delete-excluded \
-            --chown=comma:comma \
-            ${BUILD_DIR}/ ${OUTPUT_DIR}/
 
       - name: 'Tar.gz files'
         run: |
-          tar czf prebuilt.tar.gz -C ${{ env.OUTPUT_DIR }} .
+          tar czf prebuilt.tar.gz -C ${{ env.BUILD_DIR }} .
           ls -la prebuilt.tar.gz
 
       - name: 'Upload Artifact'
@@ -236,28 +204,286 @@ jobs:
         with:
           name: prebuilt
           path: prebuilt.tar.gz
+          compression-level: 0
 
       - name: Re-enable powersave
         if: always()
         run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
           PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --enable
 
+  prepare_chestnut:
+    needs: [ prepare_strategy ]
+    runs-on: ubuntu-24.04
+    if: ${{ needs.prepare_strategy.outputs.include_big_model == 'true' }}
+    concurrency:
+      group: prepare-chestnut
+      cancel-in-progress: false
+    outputs:
+      onnx_sha256: ${{ steps.resolve.outputs.onnx_sha256 }}
+    env:
+      GH_REPO: ${{ github.repository }}
+      HF_REPO: sunnypilot/sunnypilot_models_v1
+      HF_DEFAULTS_PATH: models/defaults/big
+    steps:
+      - name: Resolve ONNX hash and tinygrad ref via API
+        id: resolve
+        run: |
+          REF="${{ github.head_ref || github.ref_name }}"
+
+          BLOB_SHA=$(gh api "repos/${GH_REPO}/contents/openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx?ref=${REF}" --jq '.sha')
+          ONNX_HASH=$(gh api "repos/${GH_REPO}/git/blobs/${BLOB_SHA}" --jq '.content' | base64 -d | grep '^oid sha256:' | cut -d: -f2)
+          echo "ONNX hash: $ONNX_HASH"
+          [ -n "$ONNX_HASH" ] || { echo "::error::Failed to extract ONNX hash"; exit 1; }
+          echo "onnx_sha256=$ONNX_HASH" >> $GITHUB_OUTPUT
+
+          TINYGRAD_REF=$(gh api "repos/${GH_REPO}/contents/tinygrad_repo?ref=${REF}" --jq '.sha')
+          echo "tinygrad ref: $TINYGRAD_REF"
+
+          JSON_URL="https://huggingface.co/datasets/${HF_REPO}/resolve/main/${HF_DEFAULTS_PATH}/default_models.json"
+
+          check_defaults() {
+            DEFAULTS=$(curl -fsSL "${JSON_URL}?t=$(date +%s)" 2>/dev/null) || return 1
+            TINYGRAD_MATCH=$(echo "$DEFAULTS" | jq -r --arg ref "$TINYGRAD_REF" '.tinygrad_ref == $ref' 2>/dev/null)
+            [ "$TINYGRAD_MATCH" = "true" ] || return 1
+            BUNDLE=$(echo "$DEFAULTS" | jq --arg hash "$ONNX_HASH" '.bundles[] | select(.onnx_sha256 == $hash)' 2>/dev/null)
+            [ -n "$BUNDLE" ] && [ "$BUNDLE" != "null" ]
+          }
+
+          if check_defaults; then
+            echo "HF defaults match repo ONNX hash and tinygrad ref"
+            exit 0
+          fi
+
+          echo "No matching model on HF — dispatching build"
+          gh workflow run build-default-models.yaml --ref "$REF" -f target=big
+          sleep 10
+
+          BUILD_RUN_ID=$(gh run list --workflow build-default-models.yaml --branch "$REF" --limit 1 --json databaseId --jq '.[0].databaseId')
+          echo "Dispatched build run: $BUILD_RUN_ID"
+
+          echo "Waiting for build run to complete..."
+          for i in $(seq 1 90); do
+            sleep 30
+            STATUS=$(gh api "repos/${GH_REPO}/actions/runs/${BUILD_RUN_ID}" --jq '.status')
+            CONCLUSION=$(gh api "repos/${GH_REPO}/actions/runs/${BUILD_RUN_ID}" --jq '.conclusion')
+            echo "Poll $i/90: status=$STATUS conclusion=$CONCLUSION"
+            if [ "$STATUS" = "completed" ]; then
+              if [ "$CONCLUSION" = "success" ]; then
+                echo "Build run succeeded, verifying HF..."
+                sleep 10
+                if check_defaults; then
+                  echo "Big model verified on HF"
+                  exit 0
+                fi
+                echo "::error::Build succeeded but model not found on HF"
+                exit 1
+              else
+                echo "::error::Build run failed with conclusion=$CONCLUSION"
+                exit 1
+              fi
+            fi
+          done
+
+          echo "::error::Build run did not complete within 45 minutes"
+          exit 1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Cancel run on failure
+        if: failure()
+        run: gh run cancel ${{ github.run_id }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+  prepare_small_model:
+    needs: [ prepare_strategy ]
+    runs-on: ubuntu-24.04
+    concurrency:
+      group: prepare-small-model
+      cancel-in-progress: false
+    outputs:
+      driving_onnx_sha256: ${{ steps.resolve.outputs.driving_onnx_sha256 }}
+    env:
+      GH_REPO: ${{ github.repository }}
+      HF_REPO: sunnypilot/sunnypilot_models_v1
+      HF_DEFAULTS_PATH: models/defaults/small
+    steps:
+      - name: Resolve ONNX hash and tinygrad ref via API
+        id: resolve
+        run: |
+          REF="${{ github.head_ref || github.ref_name }}"
+
+          BLOB_SHA=$(gh api "repos/${GH_REPO}/contents/openpilot/selfdrive/modeld/models/driving_supercombo.onnx?ref=${REF}" --jq '.sha')
+          DRIVING_HASH=$(gh api "repos/${GH_REPO}/git/blobs/${BLOB_SHA}" --jq '.content' | base64 -d | grep '^oid sha256:' | cut -d: -f2)
+          echo "Driving ONNX hash: $DRIVING_HASH"
+          [ -n "$DRIVING_HASH" ] || { echo "::error::Failed to extract driving ONNX hash"; exit 1; }
+          echo "driving_onnx_sha256=$DRIVING_HASH" >> $GITHUB_OUTPUT
+
+          TINYGRAD_REF=$(gh api "repos/${GH_REPO}/contents/tinygrad_repo?ref=${REF}" --jq '.sha')
+          echo "tinygrad ref: $TINYGRAD_REF"
+
+          JSON_URL="https://huggingface.co/datasets/${HF_REPO}/resolve/main/${HF_DEFAULTS_PATH}/default_models.json"
+
+          check_defaults() {
+            DEFAULTS=$(curl -fsSL "${JSON_URL}?t=$(date +%s)" 2>/dev/null) || return 1
+            TINYGRAD_MATCH=$(echo "$DEFAULTS" | jq -r --arg ref "$TINYGRAD_REF" '.tinygrad_ref == $ref' 2>/dev/null)
+            [ "$TINYGRAD_MATCH" = "true" ] || return 1
+            DRIVING=$(echo "$DEFAULTS" | jq --arg hash "$DRIVING_HASH" '.bundles[] | select(.onnx_sha256 == $hash)' 2>/dev/null)
+            [ -n "$DRIVING" ] && [ "$DRIVING" != "null" ] || return 1
+          }
+
+          if check_defaults; then
+            echo "HF defaults match repo ONNX hash and tinygrad ref"
+            exit 0
+          fi
+
+          echo "No matching model on HF — dispatching build"
+          gh workflow run build-default-models.yaml --ref "$REF" -f target=small
+          sleep 10
+
+          BUILD_RUN_ID=$(gh run list --workflow build-default-models.yaml --branch "$REF" --limit 1 --json databaseId --jq '.[0].databaseId')
+          echo "Dispatched build run: $BUILD_RUN_ID"
+
+          echo "Waiting for build run to complete..."
+          for i in $(seq 1 60); do
+            sleep 30
+            STATUS=$(gh api "repos/${GH_REPO}/actions/runs/${BUILD_RUN_ID}" --jq '.status')
+            CONCLUSION=$(gh api "repos/${GH_REPO}/actions/runs/${BUILD_RUN_ID}" --jq '.conclusion')
+            echo "Poll $i/60: status=$STATUS conclusion=$CONCLUSION"
+            if [ "$STATUS" = "completed" ]; then
+              if [ "$CONCLUSION" = "success" ]; then
+                echo "Build run succeeded, verifying HF..."
+                sleep 10
+                if check_defaults; then
+                  echo "Small model verified on HF"
+                  exit 0
+                fi
+                echo "::error::Build succeeded but model not found on HF"
+                exit 1
+              else
+                echo "::error::Build run failed with conclusion=$CONCLUSION"
+                exit 1
+              fi
+            fi
+          done
+
+          echo "::error::Small model build did not complete within 30 minutes"
+          exit 1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Cancel run on failure
+        if: failure()
+        run: gh run cancel ${{ github.run_id }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+  prepare_dm_model:
+    needs: [ prepare_strategy ]
+    runs-on: ubuntu-24.04
+    concurrency:
+      group: prepare-dm-model
+      cancel-in-progress: false
+    outputs:
+      dm_onnx_sha256: ${{ steps.resolve.outputs.dm_onnx_sha256 }}
+    env:
+      GH_REPO: ${{ github.repository }}
+      HF_REPO: sunnypilot/sunnypilot_models_v1
+      HF_DEFAULTS_PATH: models/defaults/dm
+    steps:
+      - name: Resolve ONNX hash and tinygrad ref via API
+        id: resolve
+        run: |
+          REF="${{ github.head_ref || github.ref_name }}"
+
+          BLOB_SHA=$(gh api "repos/${GH_REPO}/contents/openpilot/selfdrive/modeld/models/dmonitoring_model.onnx?ref=${REF}" --jq '.sha')
+          DM_HASH=$(gh api "repos/${GH_REPO}/git/blobs/${BLOB_SHA}" --jq '.content' | base64 -d | grep '^oid sha256:' | cut -d: -f2)
+          echo "DM ONNX hash: $DM_HASH"
+          [ -n "$DM_HASH" ] || { echo "::error::Failed to extract DM ONNX hash"; exit 1; }
+          echo "dm_onnx_sha256=$DM_HASH" >> $GITHUB_OUTPUT
+
+          TINYGRAD_REF=$(gh api "repos/${GH_REPO}/contents/tinygrad_repo?ref=${REF}" --jq '.sha')
+          echo "tinygrad ref: $TINYGRAD_REF"
+
+          JSON_URL="https://huggingface.co/datasets/${HF_REPO}/resolve/main/${HF_DEFAULTS_PATH}/default_models.json"
+
+          check_defaults() {
+            DEFAULTS=$(curl -fsSL "${JSON_URL}?t=$(date +%s)" 2>/dev/null) || return 1
+            TINYGRAD_MATCH=$(echo "$DEFAULTS" | jq -r --arg ref "$TINYGRAD_REF" '.tinygrad_ref == $ref' 2>/dev/null)
+            [ "$TINYGRAD_MATCH" = "true" ] || return 1
+            DM=$(echo "$DEFAULTS" | jq --arg hash "$DM_HASH" '.bundles[] | select(.onnx_sha256 == $hash)' 2>/dev/null)
+            [ -n "$DM" ] && [ "$DM" != "null" ] || return 1
+          }
+
+          if check_defaults; then
+            echo "HF defaults match DM ONNX hash and tinygrad ref"
+            exit 0
+          fi
+
+          echo "No matching DM model on HF — dispatching build"
+          gh workflow run build-default-models.yaml --ref "$REF" -f target=dm
+          sleep 10
+
+          BUILD_RUN_ID=$(gh run list --workflow build-default-models.yaml --branch "$REF" --limit 1 --json databaseId --jq '.[0].databaseId')
+          echo "Dispatched build run: $BUILD_RUN_ID"
+
+          echo "Waiting for build run to complete..."
+          for i in $(seq 1 60); do
+            sleep 30
+            STATUS=$(gh api "repos/${GH_REPO}/actions/runs/${BUILD_RUN_ID}" --jq '.status')
+            CONCLUSION=$(gh api "repos/${GH_REPO}/actions/runs/${BUILD_RUN_ID}" --jq '.conclusion')
+            echo "Poll $i/60: status=$STATUS conclusion=$CONCLUSION"
+            if [ "$STATUS" = "completed" ]; then
+              if [ "$CONCLUSION" = "success" ]; then
+                echo "Build run succeeded, verifying HF..."
+                sleep 10
+                if check_defaults; then
+                  echo "DM model verified on HF"
+                  exit 0
+                fi
+                echo "::error::Build succeeded but DM model not found on HF"
+                exit 1
+              else
+                echo "::error::Build run failed with conclusion=$CONCLUSION"
+                exit 1
+              fi
+            fi
+          done
+
+          echo "::error::DM model build did not complete within 30 minutes"
+          exit 1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Cancel run on failure
+        if: failure()
+        run: gh run cancel ${{ github.run_id }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 
   publish:
     concurrency:
-      # We do a bit of a hack here to avoid canceling the publishing job if a new commit comes in while we're publishing by adding the sha to the group name.
-      # This means that if multiple commits come in while we're publishing, they will be queued up and publish one after the other.
-      # Otherwise, if a job is waiting to be published due to environment wait time, it would be canceled by a new commit and restart the wait time.
       group: ${{ needs.prepare_strategy.outputs.publish_concurrency_group }}
       cancel-in-progress: ${{ needs.prepare_strategy.outputs.cancel_publish_in_progress == 'true' }}
-    if: ${{ (always() && !cancelled() && !failure()) && needs.build.result == 'success' && needs.prepare_strategy.result == 'success' && (!contains(github.event_name, 'pull_request') || (github.event.action == 'labeled' && github.event.label.name == 'prebuilt')) }}
+    if: ${{
-    needs: [ build, prepare_strategy ]
+      always() && !cancelled() &&
+      needs.build.result == 'success' &&
+      needs.prepare_strategy.result == 'success' &&
+      needs.prepare_small_model.result == 'success' &&
+      needs.prepare_dm_model.result == 'success' &&
+      (!contains(github.event_name, 'pull_request') || (github.event.action == 'labeled' && github.event.label.name == 'prebuilt')) &&
+      (needs.prepare_strategy.outputs.include_big_model != 'true' || needs.prepare_chestnut.result == 'success')
+      }}
+    needs: [ build, prepare_strategy, prepare_chestnut, prepare_small_model, prepare_dm_model ]
     runs-on: ubuntu-24.04
     environment: ${{ needs.prepare_strategy.outputs.environment }}
     steps:
       - uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
 
-      - name: Download build artifacts
+      - name: Download prebuilt artifact
         uses: actions/download-artifact@v4
         with:
           name: prebuilt
@@ -267,6 +493,17 @@ jobs:
           mkdir -p ${{ env.OUTPUT_DIR }}
           tar xzf prebuilt.tar.gz -C ${{ env.OUTPUT_DIR }}
 
+      - name: Download model chunks from HF
+        uses: ./.github/workflows/download-hf-model-chunks
+        with:
+          hf_repo: sunnypilot/sunnypilot_models_v1
+          dest_dir: ${{ env.OUTPUT_DIR }}/openpilot/selfdrive/modeld/models
+          models: |
+            [
+              {"hf_path": "models/defaults/small", "onnx_hash": "${{ needs.prepare_small_model.outputs.driving_onnx_sha256 }}", "canonical": "driving_tinygrad.pkl"},
+              {"hf_path": "models/defaults/dm", "onnx_hash": "${{ needs.prepare_dm_model.outputs.dm_onnx_sha256 }}", "canonical": "dmonitoring_model_tinygrad.pkl"}
+            ]
+
       - name: Configure Git
         run: |
           git config --global user.email "github-actions[bot]@users.noreply.github.com"
@@ -276,36 +513,95 @@ jobs:
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         run: |
-          echo '${{ toJSON(needs.build.outputs) }}'
+          echo '${{ toJSON(needs.prepare_strategy.outputs) }}'
           ls -la ${{ env.OUTPUT_DIR }}
 
           ${{ env.CI_DIR }}/publish.sh \
             "${{ github.workspace }}" \
             "${{ env.OUTPUT_DIR }}" \
-            "${{ needs.build.outputs.new_branch }}" \
+            "${{ needs.prepare_strategy.outputs.new_branch }}" \
-            "${{ needs.build.outputs.version }}" \
+            "${{ needs.prepare_strategy.outputs.version }}" \
             "https://x-access-token:${{github.token}}@github.com/sunnypilot/sunnypilot.git" \
-            "${{ needs.build.outputs.extra_version_identifier }}"
+            "${{ needs.prepare_strategy.outputs.extra_version_identifier }}"
-
-          echo ""
-          echo "----   ℹ️ To update the list of branches that auto deploy prebuilts  -----"
-          echo ""
-          echo "1. Go to: ${{ github.server_url }}/${{ github.repository }}/settings/variables/actions/AUTO_DEPLOY_PREBUILT_BRANCHES"
-          echo "2. Current value: ${{ vars.AUTO_DEPLOY_PREBUILT_BRANCHES }}"
-          echo "3. Update as needed (JSON array with no spaces)"
 
       - name: Tag ${{ needs.prepare_strategy.outputs.environment }}
         if: ${{ needs.prepare_strategy.outputs.is_stable_branch == 'true' && (github.event_name != 'push' || !startsWith(github.ref, 'refs/tags/')) }}
         run: |
             TAG="${{ needs.prepare_strategy.outputs.environment }}/${{ needs.prepare_strategy.outputs.version }}/${{ needs.prepare_strategy.outputs.build }}"
-            git tag -f -a ${TAG} -m "${{ needs.prepare_strategy.outputs.environment }} @ ${{ needs.prepare_strategy.outputs.version }} of build ${{ needs.build.outputs.build }}."
+            git tag -f -a ${TAG} -m "${{ needs.prepare_strategy.outputs.environment }} @ ${{ needs.prepare_strategy.outputs.version }} of build ${{ needs.prepare_strategy.outputs.build }}."
             git push -f origin ${TAG}
 
+  publish_chestnut:
+    concurrency:
+      group: ${{ needs.prepare_strategy.outputs.publish_concurrency_group }}-chestnut
+      cancel-in-progress: ${{ needs.prepare_strategy.outputs.cancel_publish_in_progress == 'true' }}
+    if: ${{
+      always() && !cancelled() &&
+      needs.build.result == 'success' &&
+      needs.prepare_strategy.result == 'success' &&
+      needs.prepare_small_model.result == 'success' &&
+      needs.prepare_dm_model.result == 'success' &&
+      needs.prepare_chestnut.result == 'success' &&
+      (!contains(github.event_name, 'pull_request') || (github.event.action == 'labeled' && github.event.label.name == 'prebuilt'))
+      }}
+    needs: [ build, prepare_strategy, prepare_chestnut, prepare_small_model, prepare_dm_model ]
+    runs-on: ubuntu-24.04
+    environment: ${{ needs.prepare_strategy.outputs.environment }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
+
+      - name: Download prebuilt artifact
+        uses: actions/download-artifact@v4
+        with:
+          name: prebuilt
+
+      - name: Untar prebuilt
+        run: |
+          mkdir -p ${{ env.OUTPUT_DIR }}
+          tar xzf prebuilt.tar.gz -C ${{ env.OUTPUT_DIR }}
+
+      - name: Download model chunks from HF
+        uses: ./.github/workflows/download-hf-model-chunks
+        with:
+          hf_repo: sunnypilot/sunnypilot_models_v1
+          dest_dir: ${{ env.OUTPUT_DIR }}/openpilot/selfdrive/modeld/models
+          models: |
+            [
+              {"hf_path": "models/defaults/small", "onnx_hash": "${{ needs.prepare_small_model.outputs.driving_onnx_sha256 }}", "canonical": "driving_tinygrad.pkl"},
+              {"hf_path": "models/defaults/dm", "onnx_hash": "${{ needs.prepare_dm_model.outputs.dm_onnx_sha256 }}", "canonical": "dmonitoring_model_tinygrad.pkl"},
+              {"hf_path": "models/defaults/big", "onnx_hash": "${{ needs.prepare_chestnut.outputs.onnx_sha256 }}", "canonical": "big_driving_tinygrad.pkl"}
+            ]
+
+      - name: Configure Git
+        run: |
+          git config --global user.email "github-actions[bot]@users.noreply.github.com"
+          git config --global user.name "github-actions[bot]"
+
+      - name: Publish chestnut branch
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          CHESTNUT_BRANCH="${{ needs.prepare_strategy.outputs.new_branch }}-chestnut"
+
+          ${{ env.CI_DIR }}/publish.sh \
+            "${{ github.workspace }}" \
+            "${{ env.OUTPUT_DIR }}" \
+            "$CHESTNUT_BRANCH" \
+            "${{ needs.prepare_strategy.outputs.version }}" \
+            "https://x-access-token:${{github.token}}@github.com/sunnypilot/sunnypilot.git" \
+            "${{ needs.prepare_strategy.outputs.extra_version_identifier }}"
+
   notify:
     needs:
     - prepare_strategy
     - build
     - publish
+    - publish_chestnut
+    - prepare_chestnut
+    - prepare_small_model
+    - prepare_dm_model
     runs-on: ubuntu-24.04
     if: ${{ (always() && !cancelled() && !failure())
       && needs.publish.result == 'success'
@@ -313,11 +609,12 @@ jobs:
       && (fromJSON(vars.DEV_FEEDBACK_NOTIFICATION_BRANCHES_V2)[github.head_ref || github.ref_name] != null) }}
     steps:
       - uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
 
       - name: Prepare notification message
         id: message
         run: |
-          TEMPLATE='${{ vars.DISCOURSE_GENERAL_UPDATE_NOTICE }}'
           export VERSION="${{ needs.prepare_strategy.outputs.version }}"
           export branch_name="${{ env.SOURCE_BRANCH }}"
           export new_branch="${{ needs.prepare_strategy.outputs.new_branch }}"
@@ -326,6 +623,7 @@ jobs:
           export commit_short_sha="${commit_short_sha:0:7}"
           export extra_version_identifier="${{ needs.prepare_strategy.outputs.extra_version_identifier || github.run_number }}"
           export PUBLIC_REPO_URL="${{ env.PUBLIC_REPO_URL }}"
+          export chestnut_branch="${{ needs.prepare_chestnut.result == 'success' && format('{0}-chestnut', needs.prepare_strategy.outputs.new_branch) || '' }}"
 
           MESSAGE=$(cat << 'EOF' | envsubst
           ${{ vars.DISCOURSE_GENERAL_UPDATE_NOTICE }}

.github/workflows/sunnypilot-master-dev-prep.yaml

@@ -241,10 +241,3 @@ jobs:
           gh run watch "$RUN_ID"
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Trigger prebuilt workflow
-        if: success() && steps.push-changes.outputs.has_changes == 'true'
-        run: |
-          gh workflow run sunnypilot-build-prebuilt.yaml --ref "${{ inputs.target_branch || env.DEFAULT_TARGET_BRANCH }}"
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/tests.yaml

@@ -18,16 +18,11 @@ concurrency:
   cancel-in-progress: true
 
 env:
-  PYTHONWARNINGS: error
+  CI: 1
-  BASE_IMAGE: sunnypilot-base
+  PYTHONPATH: ${{ github.workspace }}
-  AZURE_TOKEN: ${{ secrets.AZURE_COMMADATACI_OPENPILOTCI_TOKEN }}
+  GIT_CONFIG_COUNT: 1
-
+  GIT_CONFIG_KEY_0: lfs.fetchexclude
-  DOCKER_LOGIN: docker login ghcr.io -u ${{ github.actor }} -p ${{ secrets.GITHUB_TOKEN }}
+  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
-  BUILD: release/ci/docker_build_sp.sh base
-
-  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e CI=1 -e PYTHONWARNINGS=error -e FILEREADER_CACHE=1 -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $BASE_IMAGE /bin/bash -c
-
-  PYTEST: pytest --continue-on-collection-errors --durations=0 -n logical
 
 jobs:
   build_release:
@@ -36,34 +31,33 @@ jobs:
       (github.repository == 'commaai/openpilot') &&
       ((github.event_name != 'pull_request') ||
       (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
       || fromJSON('["ubuntu-24.04"]') }}
     env:
       STRIPPED_DIR: /tmp/releasepilot
+      PYTHONPATH: /tmp/releasepilot
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
       with:
         submodules: true
     - name: Getting LFS files
-      uses: nick-fields/retry@7152eba30c6575329ac0576536151aca5a72780e
+      uses: nick-fields/retry@ad984534de44a9489a53aefd81eb77f87c70dc60
       with:
         timeout_minutes: 2
         max_attempts: 3
         command: git lfs pull
     - name: Build devel
-      timeout-minutes: 1
+      timeout-minutes: 3
-      run: TARGET_DIR=$STRIPPED_DIR release/build_stripped.sh
+      run: TARGET_DIR=$STRIPPED_DIR tools/release/build_stripped.sh
-    - uses: ./.github/workflows/setup-with-retry
+    - run: ./tools/op.sh setup
     - name: Build openpilot and run checks
-      timeout-minutes: ${{ ((steps.restore-scons-cache.outputs.cache-hit == 'true') && 10 || 30) }} # allow more time when we missed the scons cache
+      timeout-minutes: 30
-      run: |
+      working-directory: ${{ env.STRIPPED_DIR }}
-        cd $STRIPPED_DIR
+      run: python3 openpilot/system/manager/build.py
-        ${{ env.RUN }} "python3 system/manager/build.py"
     - name: Run tests
       timeout-minutes: 1
-      run: |
+      working-directory: ${{ env.STRIPPED_DIR }}
-        cd $STRIPPED_DIR
+      run: tools/release/check-dirty.sh
-        ${{ env.RUN }} "release/check-dirty.sh"
     - name: Check submodules
       if: github.repository == 'sunnypilot/sunnypilot'
       timeout-minutes: 3
@@ -83,75 +77,20 @@ jobs:
             export CHECK_PR_REFS=true
           fi
         fi
-        release/check-submodules.sh
+        tools/release/check-submodules.sh
-
-  build:
-    runs-on: ${{
-      (github.repository == 'commaai/openpilot') &&
-      ((github.event_name != 'pull_request') ||
-      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
-      || fromJSON('["ubuntu-24.04"]') }}
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        submodules: true
-    - name: Setup docker push
-      if: github.ref == 'refs/heads/master' && github.event_name != 'pull_request' && github.repository == 'sunnypilot/sunnypilot'
-      run: |
-        echo "PUSH_IMAGE=true" >> "$GITHUB_ENV"
-        $DOCKER_LOGIN
-    - uses: ./.github/workflows/setup-with-retry
-    - uses: ./.github/workflows/compile-openpilot
-      timeout-minutes: 30
 
   build_mac:
     name: build macOS
     runs-on: ${{ ((github.repository == 'commaai/openpilot') && ((github.event_name != 'pull_request') || (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))) && 'namespace-profile-macos-8x14' || 'macos-latest' }}
-    if: false  # There'll be one day that this works. That day is not today.
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
-      with:
+    - name: Remove Homebrew from environment
-        submodules: true
+      run: |
-    - run: echo "CACHE_COMMIT_DATE=$(git log -1 --pretty='format:%cd' --date=format:'%Y-%m-%d-%H:%M')" >> $GITHUB_ENV
+        FILTERED=$(echo "$PATH" | tr ':' '\n' | grep -v '/opt/homebrew' | tr '\n' ':')
-    - name: Homebrew cache
+        echo "PATH=${FILTERED}/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin" >> $GITHUB_ENV
-      uses: ./.github/workflows/auto-cache
+    - run: ./tools/op.sh setup
-      with:
-        save: false # No need save here if we manually save it later conditionally
-        path: ~/Library/Caches/Homebrew
-        key: brew-macos-${{ hashFiles('tools/Brewfile') }}-${{ github.sha }}
-        restore-keys: |
-          brew-macos-${{ hashFiles('tools/Brewfile') }}
-          brew-macos-
-    - name: Install dependencies
-      run: ./tools/mac_setup.sh
-      env:
-        PYTHONWARNINGS: default  # package install has DeprecationWarnings
-        HOMEBREW_DISPLAY_INSTALL_TIMES: 1
-    - name: Save Homebrew cache
-      uses: actions/cache/save@v4
-      if: github.ref == 'refs/heads/master'
-      with:
-        path: ~/Library/Caches/Homebrew
-        key: brew-macos-${{ hashFiles('tools/Brewfile') }}-${{ github.sha }}
-    - run: git lfs pull
-    - name: Getting scons cache
-      uses: ./.github/workflows/auto-cache
-      with:
-        save: false # No need save here if we manually save it later conditionally
-        path: /tmp/scons_cache
-        key: scons-${{ runner.arch }}-macos-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
-        restore-keys: |
-          scons-${{ runner.arch }}-macos-${{ env.CACHE_COMMIT_DATE }}
-          scons-${{ runner.arch }}-macos
     - name: Building openpilot
-      run: . .venv/bin/activate && scons -j$(nproc)
+      run: scons
-    - name: Save scons cache
-      uses: actions/cache/save@v4
-      if: github.ref == 'refs/heads/master'
-      with:
-        path: /tmp/scons_cache
-        key: scons-${{ runner.arch }}-macos-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
 
   static_analysis:
     name: static analysis
@@ -159,18 +98,14 @@ jobs:
       (github.repository == 'commaai/openpilot') &&
       ((github.event_name != 'pull_request') ||
       (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
       || fromJSON('["ubuntu-24.04"]') }}
-    env:
-      PYTHONWARNINGS: default
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
-      with:
+    - run: ./tools/op.sh setup
-        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
     - name: Static analysis
       timeout-minutes: 1
-      run: ${{ env.RUN }} "scripts/lint/lint.sh"
+      run: scripts/lint/lint.sh
 
   unit_tests:
     name: unit tests
@@ -178,74 +113,85 @@ jobs:
       (github.repository == 'commaai/openpilot') &&
       ((github.event_name != 'pull_request') ||
       (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
       || fromJSON('["ubuntu-24.04"]') }}
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
-      with:
+    - run: ./tools/op.sh setup
-        submodules: true
+    - name: Install raylib headless dependencies
-    - uses: ./.github/workflows/setup-with-retry
+      if: ${{ !contains(runner.name, 'nsc') }}
-      id: setup-step
+      run: sudo apt-get install -y --no-install-recommends libgles2 libegl1
     - name: Build openpilot
-      run: ${{ env.RUN }} "scons -j$(nproc)"
+      run: scons
     - name: Run unit tests
-      timeout-minutes: ${{ contains(runner.name, 'nsc') && ((steps.setup-step.outputs.duration < 18) && 1 || 2) || 999 }}
+      timeout-minutes: ${{ contains(runner.name, 'nsc') && 2 || 999 }}
-      run: |
+      env:
-        ${{ env.RUN }} "source selfdrive/test/setup_xvfb.sh && \
+        RAYLIB_BACKEND: headless
-                        # Pre-compile Python bytecode so each pytest worker doesn't need to
+      run: tools/op.sh test
-                        $PYTEST --collect-only -m 'not slow' -qq && \
-                        MAX_EXAMPLES=1 $PYTEST -m 'not slow' && \
-                        chmod -R 777 /tmp/comma_download_cache"
 
   process_replay:
     name: process replay
-    if: false  # disable process_replay for forks
     runs-on: ${{
       (github.repository == 'commaai/openpilot') &&
       ((github.event_name != 'pull_request') ||
       (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
       || fromJSON('["ubuntu-24.04"]') }}
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
-      with:
+    - run: ./tools/op.sh setup
-        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
-      id: setup-step
-    - name: Cache test routes
-      id: dependency-cache
-      uses: actions/cache@v4
-      with:
-        path: .ci_cache/comma_download_cache
-        key: proc-replay-${{ hashFiles('selfdrive/test/process_replay/ref_commit', 'selfdrive/test/process_replay/test_processes.py') }}
     - name: Build openpilot
-      run: |
+      run: scons
-        ${{ env.RUN }} "scons -j$(nproc)"
     - name: Run replay
-      timeout-minutes: ${{ contains(runner.name, 'nsc') && (steps.dependency-cache.outputs.cache-hit == 'true') && ((steps.setup-step.outputs.duration < 18) && 1 || 2) || 20 }}
+      timeout-minutes: ${{ contains(runner.name, 'nsc') && 2 || 20 }}
-      run: |
+      continue-on-error: ${{ github.ref == 'refs/heads/master' }}
-        ${{ env.RUN }} "selfdrive/test/process_replay/test_processes.py -j$(nproc) && \
+      run: openpilot/selfdrive/test/process_replay/test_processes.py -j$(nproc)
-                        chmod -R 777 /tmp/comma_download_cache"
     - name: Print diff
       id: print-diff
       if: always()
-      run: cat selfdrive/test/process_replay/diff.txt
+      run: cat openpilot/selfdrive/test/process_replay/diff.txt
-    - uses: actions/upload-artifact@v4
+    - name: Print diff report
+      if: always()
+      run: cat openpilot/selfdrive/test/process_replay/diff_report.txt
+    - uses: actions/upload-artifact@v7
       if: always()
       continue-on-error: true
       with:
         name: process_replay_diff.txt
-        path: selfdrive/test/process_replay/diff.txt
+        path: openpilot/selfdrive/test/process_replay/diff.txt
-    - name: Upload reference logs
+    - name: Upload diff report
-      if: false # TODO: move this to github instead of azure
+      uses: actions/upload-artifact@v7
+      if: always() && github.event_name == 'pull_request'
+      continue-on-error: true
+      with:
+        name: diff_report_${{ github.event.number }}
+        path: openpilot/selfdrive/test/process_replay/diff_report.txt
+    - name: Checkout ci-artifacts
+      if: github.repository == 'sunnypilot/sunnypilot' && github.ref == 'refs/heads/master'
+      uses: actions/checkout@v7
+      with:
+        repository: sunnypilot/ci-artifacts
+        ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
+        path: ${{ github.workspace }}/ci-artifacts
+    - name: Prepare refs
+      if: github.repository == 'sunnypilot/sunnypilot' && github.ref == 'refs/heads/master'
+      working-directory: ${{ github.workspace }}/ci-artifacts
       run: |
-        ${{ env.RUN }} "unset PYTHONWARNINGS && AZURE_TOKEN='$AZURE_TOKEN' python3 selfdrive/test/process_replay/test_processes.py -j$(nproc) --upload-only"
+        git config user.name "GitHub Actions Bot"
-    - name: Run regen
+        git config user.email "<>"
-      if: false
+        git fetch origin process-replay || true
-      timeout-minutes: 4
+        git checkout process-replay 2>/dev/null || git checkout --orphan process-replay
-      run: |
+        cp ${{ github.workspace }}/openpilot/selfdrive/test/process_replay/fakedata/*.zst .
-        ${{ env.RUN }} "ONNXCPU=1 $PYTEST selfdrive/test/process_replay/test_regen.py && \
+        echo "${{ github.sha }}" > ref_commit
-                        chmod -R 777 /tmp/comma_download_cache"
+        git add .
+        git commit -m "process-replay refs for ${{ github.repository }}@${{ github.sha }}" || echo "No changes to commit"
+    - name: Push refs
+      if: github.repository == 'sunnypilot/sunnypilot' && github.ref == 'refs/heads/master'
+      uses: nick-fields/retry@ad984534de44a9489a53aefd81eb77f87c70dc60
+      with:
+        timeout_minutes: 2
+        max_attempts: 3
+        command: cd ${{ github.workspace }}/ci-artifacts && git push origin process-replay --force
 
   simulator_driving:
     name: simulator driving
@@ -253,73 +199,45 @@ jobs:
       (github.repository == 'commaai/openpilot') &&
       ((github.event_name != 'pull_request') ||
       (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
       || fromJSON('["ubuntu-24.04"]') }}
     if: false  # FIXME: Started to timeout recently
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v7
-      with:
+    - run: ./tools/op.sh setup
-        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
-      id: setup-step
     - name: Build openpilot
-      run: |
+      run: scons
-        ${{ env.RUN }} "scons -j$(nproc)"
     - name: Driving test
-      timeout-minutes: ${{ (steps.setup-step.outputs.duration < 18) && 1 || 2 }}
+      timeout-minutes: 2
-      run: |
+      env:
-        ${{ env.RUN }} "source selfdrive/test/setup_xvfb.sh && \
+        # MetaDrive renders offscreen through panda3d's EGL pipe on llvmpipe
-                        source selfdrive/test/setup_vsound.sh && \
+        EGL_PLATFORM: surfaceless
-                        CI=1 pytest -s tools/sim/tests/test_metadrive_bridge.py"
+      run: python openpilot/tools/sim/tests/test_metadrive_bridge.py
 
-  create_raylib_ui_report:
+  create_ui_report:
-    name: Create raylib UI Report
+    name: Create UI Report
     runs-on: ${{
       (github.repository == 'commaai/openpilot') &&
       ((github.event_name != 'pull_request') ||
       (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
       || fromJSON('["ubuntu-24.04"]') }}
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
-        with:
+      - run: ./tools/op.sh setup
-          submodules: true
+      - name: Install raylib headless dependencies
-      - uses: ./.github/workflows/setup-with-retry
+        if: ${{ !contains(runner.name, 'nsc') }}
+        run: sudo apt-get install -y --no-install-recommends libgles2 libegl1
       - name: Build openpilot
-        run: ${{ env.RUN }} "scons -j$(nproc)"
+        run: scons
-      - name: Create raylib UI Report
+      - name: Create UI Report
-        run: >
+        env:
-          ${{ env.RUN }} "PYTHONWARNINGS=ignore &&
+          RAYLIB_BACKEND: headless
-                          source selfdrive/test/setup_xvfb.sh &&
+        run: |
-                          python3 selfdrive/ui/tests/test_ui/raylib_screenshots.py"
+          python3 openpilot/selfdrive/ui/tests/diff/replay.py
-      - name: Upload Raylib UI Report
+          python3 openpilot/selfdrive/ui/tests/diff/replay.py --big
-        uses: actions/upload-artifact@v4
+      - name: Upload UI Report
+        uses: actions/upload-artifact@v7
         with:
-          name: raylib-report-${{ inputs.run_number || '1' }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
+          name: ui-report-${{ inputs.run_number || '1' }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
-          path: selfdrive/ui/tests/test_ui/raylib_report/screenshots
+          path: openpilot/selfdrive/ui/tests/diff/report
-
-  create_mici_raylib_ui_report:
-    name: Create mici raylib UI Report
-    runs-on: ${{
-      (github.repository == 'commaai/openpilot') &&
-      ((github.event_name != 'pull_request') ||
-      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
-      || fromJSON('["ubuntu-24.04"]') }}
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          submodules: true
-      - uses: ./.github/workflows/setup-with-retry
-      - name: Build openpilot
-        run: ${{ env.RUN }} "scons -j$(nproc)"
-      - name: Create mici raylib UI Report
-        run: >
-          ${{ env.RUN }} "PYTHONWARNINGS=ignore &&
-                          source selfdrive/test/setup_xvfb.sh &&
-                          WINDOWED=1 python3 selfdrive/ui/tests/diff/replay.py"
-      - name: Upload Raylib UI Report
-        uses: actions/upload-artifact@v4
-        with:
-          name: mici-raylib-report-${{ inputs.run_number || '1' }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
-          path: selfdrive/ui/tests/diff/report

.github/workflows/ui_preview.yaml

@@ -0,0 +1,176 @@
+name: "ui preview"
+on:
+  push:
+    branches:
+      - master
+  pull_request_target:
+    types: [assigned, opened, synchronize, reopened, edited]
+    branches:
+      - 'master'
+    paths:
+      - 'openpilot/selfdrive/assets/**'
+      - 'openpilot/selfdrive/ui/**'
+      - 'openpilot/system/ui/**'
+  workflow_dispatch:
+
+env:
+  UI_JOB_NAME: "Create UI Report"
+  REPORT_NAME: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
+  SHA: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && github.sha || github.event.pull_request.head.sha }}
+  BRANCH_NAME: "openpilot/pr-${{ github.event.number }}-ui-preview"
+  REPORT_FILES_BRANCH_NAME: "mici-raylib-ui-reports"
+
+  # variant:video_prefix:master_branch
+  VARIANTS: "mici:mici_ui_replay:openpilot_master_ui_mici_raylib big:tizi_ui_replay:openpilot_master_ui_big_raylib"
+
+jobs:
+  preview:
+    if: false # tmp disable due to GH API rate limiting flakiness
+    #if: github.repository == 'sunnypilot/sunnypilot'
+    name: preview
+    runs-on: ubuntu-latest
+    timeout-minutes: 20
+    permissions:
+      contents: read
+      pull-requests: write
+      actions: read
+    steps:
+      - uses: actions/checkout@v7
+        with:
+          submodules: true
+
+      - name: Waiting for ui generation to end
+        uses: lewagon/wait-on-check-action@1d57e2c51a58d812d2765e036a028b6bdb5a6154
+        with:
+          ref: ${{ env.SHA }}
+          check-name: ${{ env.UI_JOB_NAME }}
+          repo-token: ${{ secrets.GITHUB_TOKEN }}
+          allowed-conclusions: success
+          wait-interval: 20
+
+      - name: Getting workflow run ID
+        id: get_run_id
+        run: |
+          echo "run_id=$(curl https://api.github.com/repos/${{ github.repository }}/commits/${{ env.SHA }}/check-runs | jq -r '.check_runs[] | select(.name == "${{ env.UI_JOB_NAME }}") | .html_url | capture("(?<number>[0-9]+)") | .number')" >> $GITHUB_OUTPUT
+
+      - name: Getting proposed ui
+        uses: dawidd6/action-download-artifact@b6e2e70617bc3265edd6dab6c906732b2f1ae151
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          run_id: ${{ steps.get_run_id.outputs.run_id }}
+          search_artifacts: true
+          name: ui-report-1-${{ env.REPORT_NAME }}
+          path: ${{ github.workspace }}/pr_ui
+
+      - name: Getting mici master ui
+        uses: actions/checkout@v7
+        with:
+          repository: sunnypilot/ci-artifacts
+          ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
+          path: ${{ github.workspace }}/master_mici
+          ref: openpilot_master_ui_mici_raylib
+
+      - name: Getting big master ui
+        uses: actions/checkout@v7
+        with:
+          repository: sunnypilot/ci-artifacts
+          ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
+          path: ${{ github.workspace }}/master_big
+          ref: openpilot_master_ui_big_raylib
+
+      - name: Saving new master ui
+        if: github.ref == 'refs/heads/master' && github.event_name == 'push'
+        run: |
+          for variant in $VARIANTS; do
+            IFS=':' read -r name video branch <<< "$variant"
+            master_dir="${{ github.workspace }}/master_${name}"
+            cd "$master_dir"
+            git checkout --orphan=new_branch
+            git rm -rf *
+            git branch -D "$branch"
+            git branch -m "$branch"
+            git config user.name "GitHub Actions Bot"
+            git config user.email "<>"
+            cp "${{ github.workspace }}/pr_ui/${video}.mp4" .
+            git add .
+            git commit -m "${name} video for commit ${{ env.SHA }}"
+            git push origin "$branch" --force
+          done
+
+      - name: Setup FFmpeg
+        uses: AnimMouse/setup-ffmpeg@178e0b4a408f06ce40d896c3cd79f50fa6f8b0c3
+
+      - name: Finding diffs
+        if: github.event_name == 'pull_request_target'
+        id: find_diff
+        run: |
+          export PYTHONPATH=${{ github.workspace }}
+          baseurl="https://github.com/sunnypilot/ci-artifacts/raw/refs/heads/${{ env.BRANCH_NAME }}"
+
+          COMMENT=""
+          for variant in $VARIANTS; do
+            IFS=':' read -r name video _ <<< "$variant"
+            diff_name="${name}_diff"
+
+            mv "${{ github.workspace }}/pr_ui/${video}.mp4" "${{ github.workspace }}/pr_ui/${video}_proposed.mp4"
+            cp "${{ github.workspace }}/master_${name}/${video}.mp4" "${{ github.workspace }}/pr_ui/${video}_master.mp4"
+
+            diff_exit_code=0
+            python3 ${{ github.workspace }}/openpilot/selfdrive/ui/tests/diff/diff.py \
+              "${{ github.workspace }}/pr_ui/${video}_master.mp4" \
+              "${{ github.workspace }}/pr_ui/${video}_proposed.mp4" \
+              "${diff_name}.html" --basedir "$baseurl" --no-open || diff_exit_code=$?
+
+            cp "${{ github.workspace }}/openpilot/selfdrive/ui/tests/diff/report/${diff_name}.html" "${{ github.workspace }}/pr_ui/"
+            cp "${{ github.workspace }}/openpilot/selfdrive/ui/tests/diff/report/${diff_name}.mp4" "${{ github.workspace }}/pr_ui/"
+
+            REPORT_URL="https://sunnypilot.github.io/ci-artifacts/${diff_name}_pr_${{ github.event.number }}.html"
+            if [ $diff_exit_code -eq 0 ]; then
+              COMMENT+="**${name}**: Videos are identical! [View Diff Report]($REPORT_URL)"$'\n'
+            else
+              COMMENT+="**${name}**: ⚠️ <strong>Videos differ!</strong> [View Diff Report]($REPORT_URL)"$'\n'
+            fi
+          done
+
+          {
+            echo "COMMENT<<EOF"
+            echo "$COMMENT"
+            echo "EOF"
+          } >> "$GITHUB_OUTPUT"
+
+      - name: Saving proposed ui
+        if: github.event_name == 'pull_request_target'
+        working-directory: ${{ github.workspace }}/master_mici
+        run: |
+          git config user.name "GitHub Actions Bot"
+          git config user.email "<>"
+          git checkout --orphan=${{ env.BRANCH_NAME }}
+          git rm -rf *
+          mv ${{ github.workspace }}/pr_ui/* .
+          git add .
+          git commit -m "ui videos for PR #${{ github.event.number }}"
+          git push origin ${{ env.BRANCH_NAME }} --force
+
+          # Append diff reports to report files branch
+          git fetch origin ${{ env.REPORT_FILES_BRANCH_NAME }}
+          git checkout ${{ env.REPORT_FILES_BRANCH_NAME }}
+          for variant in $VARIANTS; do
+            IFS=':' read -r name _ _ <<< "$variant"
+            diff_name="${name}_diff"
+            cp "${{ github.workspace }}/openpilot/selfdrive/ui/tests/diff/report/${diff_name}.html" "${diff_name}_pr_${{ github.event.number }}.html"
+            git add "${diff_name}_pr_${{ github.event.number }}.html"
+          done
+          git commit -m "ui diff reports for PR #${{ github.event.number }}" || echo "No changes to commit"
+          git push origin ${{ env.REPORT_FILES_BRANCH_NAME }}
+
+      - name: Comment on PR
+        if: github.event_name == 'pull_request_target'
+        uses: thollander/actions-comment-pull-request@24bffb9b452ba05a4f3f77933840a6a841d1b32b
+        with:
+          message: |
+            <!-- _(run_id_ui_preview **${{ github.run_id }}**)_ -->
+            ## UI Preview
+            ${{ steps.find_diff.outputs.COMMENT }}
+          comment-tag: run_id_ui_preview
+          pr-number: ${{ github.event.number }}
+          github-token: ${{ secrets.GITHUB_TOKEN }}

.gitignore

@@ -13,13 +13,20 @@ venv/
 a.out
 .hypothesis
 .cache/
+bin/
 
-/docs_site/
+# created at launch for comma hardware PYTHONPATH (PC uses editable installs via pyproject.toml)
+/msgq
+/opendbc
+/rednose
+/teleoprtc
+/tinygrad
 
 *.mp4
 *.dylib
 *.DSYM
 *.d
+*.pem
 *.pyc
 *.pyo
 .*.swp
@@ -32,6 +39,8 @@ a.out
 *.os-*
 *.so
 *.a
+st[0-9A-Za-z][0-9A-Za-z][0-9A-Za-z][0-9A-Za-z][0-9A-Za-z][0-9A-Za-z]
+*.unchunked
 *.clb
 *.class
 *.pyxbldc
@@ -39,65 +48,57 @@ a.out
 *.mo
 *_pyx.cpp
 *.stats
+*.pkl
+*.pkl*
 config.json
-clcache
 compile_commands.json
 compare_runtime*.html
+openpilot/selfdrive/modeld/models/tg_input_devices.json
 
-selfdrive/pandad/pandad
+# build artifacts
-cereal/services.h
+docs/_site/
-cereal/gen
+openpilot/selfdrive/pandad/pandad
-cereal/messaging/bridge
+openpilot/cereal/services.h
-selfdrive/ui/translations/tmp
+openpilot/cereal/gen
-selfdrive/car/tests/cars_dump
+openpilot/cereal/messaging/bridge
-system/camerad/camerad
+openpilot/selfdrive/ui/translations/tmp
-system/camerad/test/ae_gray_test
+openpilot/selfdrive/car/tests/cars_dump
+openpilot/system/camerad/camerad
+openpilot/system/camerad/test/ae_gray_test
 
 .coverage*
 coverage.xml
 htmlcov
-pandaextra
-
-.mypy_cache/
-flycheck_*
-
-cppcheck_report.txt
-comma*.sh
-
-selfdrive/modeld/models/*.pkl
-sunnypilot/modeld*/thneed/compile
-sunnypilot/modeld*/models/*.thneed
-sunnypilot/modeld*/models/*.pkl
 
 # openpilot log files
 *.bz2
 *.zst
+*.rlog
 
 build/
 
 !**/.gitkeep
 
-poetry.toml
-Pipfile
 
 ### VisualStudioCode ###
+*.vsix
+.history
+.ionide
 .vscode/*
+.history/
 !.vscode/settings.json
 !.vscode/tasks.json
 !.vscode/launch.json
 !.vscode/extensions.json
 !.vscode/*.code-snippets
 
-# Local History for Visual Studio Code
+# agents
-.history/
+.claude/
-
+.context/
-# Built Visual Studio Code Extensions
+PLAN.md
-*.vsix
+TASK.md
-
+CLAUDE.md
-### VisualStudioCode Patch ###
+SKILL.md
-# Ignore all local history of files
-.history
-.ionide
 
 ### JetBrains ###
 !.idea/customTargets.xml

.gitmodules

@@ -6,7 +6,7 @@
   url = https://github.com/sunnypilot/opendbc.git
 [submodule "msgq"]
   path = msgq_repo
-  url = https://github.com/commaai/msgq.git
+  url = https://github.com/sunnypilot/msgq.git
 [submodule "rednose_repo"]
   path = rednose_repo
   url = https://github.com/commaai/rednose.git
@@ -15,7 +15,7 @@
   url = https://github.com/commaai/teleoprtc
 [submodule "tinygrad"]
   path = tinygrad_repo
-  url = https://github.com/commaai/tinygrad.git
+  url = https://github.com/sunnypilot/tinygrad.git
 [submodule "sunnypilot/neural_network_data"]
-  path = sunnypilot/neural_network_data
+	path = openpilot/sunnypilot/neural_network_data
   url = https://github.com/sunnypilot/neural-network-data.git

.python-version

@@ -0,0 +1 @@
+3.12.13

.vscode/launch.json

@@ -6,9 +6,9 @@
       "type": "pickString",
       "description": "Select the process to debug",
       "options": [
-        "selfdrive/controls/controlsd.py",
+        "openpilot/selfdrive/controls/controlsd.py",
-        "system/timed/timed.py",
+        "openpilot/system/timed/timed.py",
-        "tools/sim/run_bridge.py"
+        "openpilot/tools/sim/run_bridge.py"
       ]
     },
     {
@@ -16,7 +16,7 @@
       "type": "pickString",
       "description": "Select the process to debug",
       "options": [
-        "selfdrive/ui/ui"
+        "openpilot/selfdrive/ui/ui"
       ]
     },
     {
@@ -52,6 +52,9 @@
       "type": "lldb",
       "request": "attach",
       "pid": "${command:pickMyProcess}",
+      "sourceMap": {
+        ".": "${workspaceFolder}/opendbc/safety"
+      },
       "initCommands": [
         "script import time; time.sleep(3)"
       ]

.vscode/settings.json

@@ -17,11 +17,5 @@
     "**/.git",
     "**/.venv",
     "**/__pycache__",
-    // exclude directories that should be using the symlinked version
-    "common/**",
-    "selfdrive/**",
-    "system/**",
-    "third_party/**",
-    "tools/**",
   ]
 }

CHANGELOG.md

@@ -1,5 +1,221 @@
-sunnypilot Version 2025.003.000 (20xx-xx-xx)
+sunnypilot Version 2026.002.000 (2026-06-28)
 ========================
+* What's Changed (sunnypilot/sunnypilot)
+  * ui: update gates for certain toggles by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1830
+  * release: ignore upstream IsReleaseBranch by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1831
+  * manager: disable DEVELOPMENT_ONLY reset by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1833
+  * sunnylink: fix max time offroad values by @nayan8teen in https://github.com/sunnypilot/sunnypilot/pull/1835
+  * ui: show default model name by @nayan8teen in https://github.com/sunnypilot/sunnypilot/pull/1837
+  * sunnylink: add CarParams fallback for brand-specific capabilities by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1839
+  * sunnylink SDUI: tweak DisableUpdate param for clarity by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1842
+  * Revert "DM: Lancia Delta HF Integrale model" by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1849
+  * modeld_v2: safe model validation by @Discountchubbs in https://github.com/sunnypilot/sunnypilot/pull/1855
+  * Revert "deprecate `carState.brake`" for Honda Gas Interceptor by @mvl-boston in https://github.com/sunnypilot/sunnypilot/pull/1860
+  * sunnylink: deprecate legacy params metadata by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1862
+  * ui: reset Enforce Torque Control and NNLC if both are enabled by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1863
+* What's Changed (sunnypilot/opendbc)
+  * Rivian: suppress ACM hold-the-wheel warning during MADS-only lateral by @lukasloetkolben in https://github.com/sunnypilot/opendbc/pull/465
+  * Sync: `commaai/opendbc:master` → `sunnypilot/opendbc:master` by @sunnyhaibin in https://github.com/sunnypilot/opendbc/pull/479
+  * safety: add option to ignore frequency check for RX checks by @sunnyhaibin in https://github.com/sunnypilot/opendbc/pull/480
+  * Revert "deprecate carState.brake" for Honda Gas Interceptor by @mvl-boston in https://github.com/sunnypilot/opendbc/pull/481
+* New Contributors (sunnypilot/sunnypilot)
+  * @mvl-boston made their first contribution in https://github.com/sunnypilot/sunnypilot/pull/1860
+* Full Changelog: https://github.com/sunnypilot/sunnypilot/compare/v2026.001.007...v2026.002.000
+************************
+* Synced with commaai's openpilot (v0.11.1)
+  * master commit 69e2c321e49760e52f7983eaa0a5f77cb95de637 (June 02, 2026)
+* New driver monitoring model
+* Improved image processing pipeline for driver camera
+* Improved thermal policy for comma four
+* Acura MDX 2022-24 support thanks to mvl-boston!
+* Rivian R1S and R1T 2025 support thanks to lukasloetkolben!
+
+sunnypilot Version 2026.001.000 (2026-05-06)
+========================
+* What's Changed (sunnypilot/sunnypilot)
+  * Complete rewrite of the user interface from Qt C++ to Raylib Python
+  * comma four support
+  * ui: sunnypilot toggle style by @nayan8teen
+  * ui: fix scroll panel mouse wheel behavior by @nayan8teen
+  * ui: sunnypilot panels by @nayan8teen
+  * sunnylink: centralize key pair handling in sunnylink registration by @devtekve
+  * ui: reimplement sunnypilot branding with Raylib by @sunnyhaibin
+  * ui: Platform Selector by @Discountchubbs
+  * ui: vehicle brand settings by @Discountchubbs
+  * ui: sunnylink client-side implementation by @nayan8teen
+  * ui: `NetworkUISP` by @Discountchubbs
+  * ui: add sunnypilot font by @nayan8teen
+  * ui: sunnypilot sponsor tier color mapping by @sunnyhaibin
+  * ui: sunnylink panel by @nayan8teen
+  * ui: Models panel by @Discountchubbs
+  * ui: software panel by @Discountchubbs
+  * modeld_v2: support planplus outputs by @Discountchubbs
+  * ui: OSM panel by @Discountchubbs
+  * ui: Developer panel extension by @Discountchubbs
+  * sunnylink: Vehicle Selector support by @sunnyhaibin
+  * [TIZI/TICI] ui: Developer Metrics by @rav4kumar
+  * [comma 4] ui: sunnylink panel by @nayan8teen
+  * ui: lateral-only and longitudinal-only UI statuses support by @royjr
+  * sunnylink: elliptic curve keys support and improve key path handling by @nayan8teen
+  * sunnylink: block remote modification of SSH key parameters by @zikeji
+  * [TIZI/TICI] ui: rainbow path by @rav4kumar
+  * [TIZI/TICI] ui: chevron metrics by @rav4kumar
+  * ui: include MADS enabled state to `engaged` check by @sunnyhaibin
+  * Toyota: Enforce Factory Longitudinal Control by @sunnyhaibin
+  * ui: fix malformed dongle ID display on the PC if dongleID is not set by @dzid26
+  * SL: Re enable and validate ingestion of swaglogs by @devtekve
+  * modeld_v2: planplus model tuning by @Discountchubbs
+  * ui: fix Always Offroad button visibility by @nayan8teen
+  * Reimplement sunnypilot Terms of Service & sunnylink Consent Screens by @sunnyhaibin
+  * [TIZI/TICI] ui: update dmoji position and Developer UI adjustments by @rav4kumar
+  * modeld: configurable camera offset by @Discountchubbs
+  * [TIZI/TICI] ui: sunnylink status on sidebar by @Copilot
+  * ui: Global Brightness Override by @nayan8teen
+  * ui: Customizable Interactive Timeout by @sunnyhaibin
+  * sunnylink: add units to param metadata by @nayan8teen
+  * ui: Customizable Onroad Brightness by @sunnyhaibin
+  * [TIZI/TICI] ui: Steering panel by @nayan8teen
+  * [TIZI/TICI] ui: Rocket Fuel by @rav4kumar
+  * [TIZI/TICI] ui: MICI style turn signals by @rav4kumar
+  * [TIZI/TICI] ui: MICI style blindspot indicators by @sunnyhaibin
+  * [MICI] ui: display blindspot indicators when available by @rav4kumar
+  * [TIZI/TICI] ui: Road Name by @rav4kumar
+  * [TIZI/TICI] ui: Blue "Exit Always Offroad" button by @dzid26
+  * [TIZI/TICI] ui: Speed Limit by @rav4kumar
+  * Reapply "latcontrol_torque: lower kp and lower friction threshold (commaai/openpilot#36619)" by @sunnyhaibin
+  * [TIZI/TICI] ui: steering arc by @royjr
+  * [TIZI/TICI] ui: Smart Cruise Control elements by @sunnyhaibin
+  * [TIZI/TICI] ui: Green Light and Lead Departure elements by @sunnyhaibin
+  * [TIZI/TICI] ui: standstill timer by @sunnyhaibin
+  * [MICI] ui: driving models selector by @Discountchubbs
+  * [TIZI/TICI] ui: Hide vEgo and True vEgo by @sunnyhaibin
+  * [TIZI/TICI] ui: Visuals panel by @nayan8teen
+  * Device: Retain QuickBoot state after op switch by @nayan8teen
+  * [TIZI/TICI] ui: Trips panel by @sunnyhaibin
+  * [TIZI/TICI] ui: dynamic ICBM status by @sunnyhaibin
+  * [TIZI/TICI] ui: Cruise panel by @sunnyhaibin
+  * ui: better wake mode support by @nayan8teen
+  * Pause Lateral Control with Blinker: Post-Blinker Delay by @CHaucke89
+  * SCC-V: Use p97 for predicted lateral accel by @yasu-oh
+  * Controls: Support for Torque Lateral Control v0 Tune by @sunnyhaibin
+  * [TIZI/TICI] ui: ensure null checks for `CarParams` and `CarParamsSP` by @sunnyhaibin
+  * [TIZI/TICI] ui: use `vCruiseCluster` and `vEgoCluster` for SLA `preActive` by @sunnyhaibin
+  * Fix display of values when using use_float_scaling by @CHaucke89
+  * models: fix default & index "0" by @nayan8teen
+  * [TIZI/TICI] visuals: Improved speed limit by @angaz
+  * ICBM: ensure button timers update on disable to clear stale presses by @jamesmikesell
+  * [TIZI/TICI] ui: simplify Smart Cruise Control text rendering by @sunnyhaibin
+  * controlsd: fix steer_limited_by_safety not updating under MADS by @zephleggett
+  * soundd: trigger timeout warning during MADS lateral-only by @zephleggett
+  * pandad: flasher for Rivian long upgrade module by @lukasloetkolben
+  * modeld_v2: tinygrad transformation warp by @Discountchubbs
+  * tools: block `manage_sunnylinkd` in sim startup script by @sunnyhaibin
+  * [MICI] ui: need superclass `_render` in `HudRendererSP` by @sunnyhaibin
+  * [TIZI/TICI] ui: Speed Limit Assist active status by @sunnyhaibin
+  * ui: reimplement "Screen Off" option to Onroad Brightness by @sunnyhaibin
+  * ui: don't hide steering wheel when blindspot disabled by @royjr
+  * ui: Speed Limit Assist `preActive` improvements  by @sunnyhaibin
+  * ui: consolidate Speed Limit Assist `preActive` status rendering by @sunnyhaibin
+  * [MICI] ui: Speed Limit Assist `preActive` status by @sunnyhaibin
+  * sunnypilot modeld: remove thneed modeld by @Discountchubbs
+  * modeld_v2: decouple planplus scaling from accel by @Discountchubbs
+  * sunnylink: Handle exceptions in `getParamsAllKeysV1` to log crashes by @devtekve
+  * [TIZI/TICI] ui: Developer UI cleanup by @sunnyhaibin
+  * [TIZI/TICI] ui: dynamic alert size by @nayan8teen
+  * i18n(fr): Add French translations by @didlawowo
+  * Toyota: Stop and Go Hack (Alpha) by @sunnyhaibin
+  * ui: `AlertFadeAnimator` for longitudinal-related statuses by @sunnyhaibin
+  * pandad: gate unsupported pandas before flashing by @sunnyhaibin
+  * Rivian: Flash xnor's Longitudinal Upgrade Kit prior supported panda check by @lukasloetkolben
+  * [TIZI/TICI] ui: add back gate steering arc behind toggle by @sunnyhaibin
+  * ui: gate Onroad Brightness Delay on readiness by @sunnyhaibin
+  * ui: add new timer options for Onroad Brightness Delay by @sunnyhaibin
+  * [TIZI/TICI] ui: branch switcher is always available by @sunnyhaibin
+  * pandad: always prioritize internal panda by @sunnyhaibin
+  * sunnylinkd: fetch compressed params schema by @sunnyhaibin
+  * sunnypilot locationd: remove unused car_ekf filter by @sunnyhaibin
+  * modeld_v2: update deprecated temporalPose ref by @sunnyhaibin
+  * NNLC: restore pre-v1 PID gains in torque extension by @mmmorks
+  * MADS safety: enable heartbeat and lateral controls mismatch checks by @sunnyhaibin
+  * [MICI] ui: models panel enhancements by @nayan8teen
+  * [TIZI/TICI] ui: fix unintended selection while scrolling in TreeOptionDialog by @TheSecurityDev
+  * tools: script for video concatenation by @Discountchubbs
+  * tools: profile memory usage by @Discountchubbs
+  * [TIZI/TICI] ui: remove per-frame param sync by @sunnyhaibin
+  * [MICI] ui: always offroad by @nayan8teen
+  * controls: always default Torque Lateral Control to v0 Tune by @sunnyhaibin
+  * Revert "controls: always default Torque Lateral Control to v0 Tune" by @sunnyhaibin
+  * Reapply "controls: always default Torque Lateral Control to v0 Tune" (#1806) by @sunnyhaibin
+  * [MICI] ui: add sunnylink info & connectivity check by @nayan8teen
+  * sunnylink: Remove unused API endpoint by @devtekve
+  * DM: wheel touch enforcement in MADS by @sunnyhaibin
+  * torque: show static override values in Dev UI & gate `useParams` on custom torque tune by @sunnyhaibin
+  * MADS: suppress espActive event when long is not engaged by @sunnyhaibin
+  * sunnylink: SDUI by @sunnyhaibin
+  * [MICI] ui: align upstream changes with sunnypilot settings buttons by @nayan8teen
+  * ui: fix cellular toggles by @AmyJeanes
+  * sunnylink: switch athena domain by @devtekve
+  * Platform List: dynamically migrate CarPlatformBundle by @sunnyhaibin
+* What's Changed (sunnypilot/opendbc)
+  * Honda: DBC for Accord 9th Generation by @mvl-boston
+  * FCA: update tire stiffness values for `RAM_HD` by @dparring
+  * Honda: Nidec hybrid baseline brake support by @mvl-boston
+  * Subaru Global Gen2: bump steering limits and update tuning by @sunnyhaibin
+  * Toyota: Enforce Stock Longitudinal Control by @rav4kumar
+  * Nissan: use MADS enabled status for LKAS HUD logic by @downquark7
+  * Reapply "Lateral: lower friction threshold (#2915)" (#378) by @sunnyhaibin
+  * HKG: add KIA_FORTE_2019_NON_SCC fingerprint by @royjr
+  * Nissan: Parse cruise control buttons by @downquark7
+  * Rivian: Add stalk down ACC behavior to match stock Rivian by @lukasloetkolben
+  * Tesla: remove `TESLA_MODEL_X` from `dashcamOnly` by @ssysm
+  * Hyundai Longitudinal: refactor tuning by @Discountchubbs
+  * Tesla: add fingerprint for Model 3 Performance HW4 by @sunnyhaibin
+  * Toyota: do not disable radar when smartDSU or CAN Filter detected by @sunnyhaibin
+  * Honda: add missing `GasInterceptor` messages to Taiwan Odyssey DBC by @mvl-boston
+  * GM: remove `CHEVROLET_EQUINOX_NON_ACC_3RD_GEN` from `dashcamOnly` by @sunnyhaibin
+  * GM: remove `CHEVROLET_BOLT_NON_ACC_2ND_GEN` from `dashcamOnly` by @sunnyhaibin
+  * Hyundai Longitudinal: deprecate ramp update for dynamic tune by @Discountchubbs
+  * Rivian: long upgrade messages on bus 1 by @lukasloetkolben
+  * Toyota: Stop and Go Hack (Alpha) by @sunnyhaibin
+  * Toyota: gate Smart DSU behind Alpha Longitudinal by @sunnyhaibin
+  * Toyota: Gas Interceptor always set `standstill_req` by @sunnyhaibin
+  * MADS safety: dedicated `controls_allowed_lateral` by @sunnyhaibin
+  * Platform List: include community supported platforms by @sunnyhaibin
+* New Contributors (sunnypilot/sunnypilot)
+  * @TheSecurityDev made their first contribution in "ui: fix sidebar scroll in UI screenshots"
+  * @zikeji made their first contribution in "sunnylink: block remote modification of SSH key parameters"
+  * @Candy0707 made their first contribution in "[TIZI/TICI] ui: Fix misaligned turn signals and blindspot indicators with sidebar"
+  * @CHaucke89 made their first contribution in "Pause Lateral Control with Blinker: Post-Blinker Delay"
+  * @yasu-oh made their first contribution in "SCC-V: Use p97 for predicted lateral accel"
+  * @angaz made their first contribution in "[TIZI/TICI] visuals: Improved speed limit"
+  * @jamesmikesell made their first contribution in "ICBM: ensure button timers update on disable to clear stale presses"
+  * @zephleggett made their first contribution in "controlsd: fix steer_limited_by_safety not updating under MADS"
+  * @lukasloetkolben made their first contribution in "pandad: flasher for Rivian long upgrade module"
+  * @didlawowo made their first contribution in "i18n(fr): Add French translations"
+  * @mmmorks made their first contribution in "NNLC: restore pre-v1 PID gains in torque extension"
+* New Contributors (sunnypilot/opendbc)
+  * @AmyJeanes made their first contribution in "Tesla: Fix stock LKAS being blocked when MADS is enabled"
+  * @mvl-boston made their first contribution in "Honda: Update Clarity brake to renamed DBC message name"
+  * @dzid26 made their first contribution in "Tesla: Parse speed limit from CAN"
+  * @firestar5683 made their first contribution in "GM: Non-ACC platforms with steering only support"
+  * @downquark7 made their first contribution in "Nissan: use MADS enabled status for LKAS HUD logic"
+  * @royjr made their first contribution in "HKG: add KIA_FORTE_2019_NON_SCC fingerprint"
+  * @ssysm made their first contribution in "Tesla: remove `TESLA_MODEL_X` from `dashcamOnly`"
+* Full Changelog: https://github.com/sunnypilot/sunnypilot/compare/v2025.002.000...v2026.001.000
+************************
+* Synced with commaai's openpilot (v0.11.1)
+  * master commit c001f3c9b490a80e69539f0af6022f6e07ceb721 (April 16, 2026)
+* New driver monitoring model
+* Improved image processing pipeline for driver camera
+* Rivian R1S and R1T 2025 support thanks to lukasloetkolben!
+* New driving model #36798
+  * Fully trained using a learned simulator
+  * Improved longitudinal performance in Experimental mode
+* Reduce comma four standby power usage by 77% to 52 mW
+* Kia K7 2017 support thanks to royjr!
+* Lexus LS 2018 support thanks to Hacheoy!
+* Improved inter-process communication memory efficiency
+* comma four support
 
 sunnypilot Version 2025.002.000 (2025-11-06)
 ========================

Dockerfile.openpilot

@@ -1,14 +0,0 @@
-FROM ghcr.io/commaai/openpilot-base:latest
-
-ENV PYTHONUNBUFFERED=1
-
-ENV OPENPILOT_PATH=/home/batman/openpilot
-
-RUN mkdir -p ${OPENPILOT_PATH}
-WORKDIR ${OPENPILOT_PATH}
-
-COPY . ${OPENPILOT_PATH}/
-
-ENV UV_BIN="/home/batman/.local/bin/"
-ENV PATH="$UV_BIN:$PATH"
-RUN UV_PROJECT_ENVIRONMENT=$VIRTUAL_ENV uv run scons --cache-readonly -j$(nproc)

Dockerfile.openpilot_base

@@ -1,82 +0,0 @@
-FROM ubuntu:24.04
-
-ENV PYTHONUNBUFFERED=1
-
-ENV DEBIAN_FRONTEND=noninteractive
-RUN apt-get update && \
-    apt-get install -y --no-install-recommends sudo tzdata locales ssh pulseaudio xvfb x11-xserver-utils gnome-screenshot python3-tk python3-dev && \
-    rm -rf /var/lib/apt/lists/*
-
-RUN sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen && locale-gen
-ENV LANG=en_US.UTF-8
-ENV LANGUAGE=en_US:en
-ENV LC_ALL=en_US.UTF-8
-
-COPY tools/install_ubuntu_dependencies.sh /tmp/tools/
-RUN /tmp/tools/install_ubuntu_dependencies.sh && \
-    rm -rf /var/lib/apt/lists/* /tmp/* && \
-    cd /usr/lib/gcc/arm-none-eabi/* && \
-    rm -rf arm/ thumb/nofp thumb/v6* thumb/v8* thumb/v7+fp thumb/v7-r+fp.sp
-
-# Add OpenCL
-RUN apt-get update && apt-get install -y --no-install-recommends \
-    apt-utils \
-    alien \
-    unzip \
-    tar \
-    curl \
-    xz-utils \
-    dbus \
-    gcc-arm-none-eabi \
-    tmux \
-    vim \
-    libx11-6 \
-    wget \
-  && rm -rf /var/lib/apt/lists/*
-
-RUN mkdir -p /tmp/opencl-driver-intel && \
-    cd /tmp/opencl-driver-intel && \
-    wget https://github.com/intel/llvm/releases/download/2024-WW14/oclcpuexp-2024.17.3.0.09_rel.tar.gz && \
-    wget https://github.com/oneapi-src/oneTBB/releases/download/v2021.12.0/oneapi-tbb-2021.12.0-lin.tgz && \
-    mkdir -p /opt/intel/oclcpuexp_2024.17.3.0.09_rel && \
-    cd /opt/intel/oclcpuexp_2024.17.3.0.09_rel && \
-    tar -zxvf /tmp/opencl-driver-intel/oclcpuexp-2024.17.3.0.09_rel.tar.gz && \
-    mkdir -p /etc/OpenCL/vendors && \
-    echo /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64/libintelocl.so > /etc/OpenCL/vendors/intel_expcpu.icd && \
-    cd /opt/intel && \
-    tar -zxvf /tmp/opencl-driver-intel/oneapi-tbb-2021.12.0-lin.tgz && \
-    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbb.so /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
-    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbbmalloc.so /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
-    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbb.so.12 /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
-    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbbmalloc.so.2 /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
-    mkdir -p /etc/ld.so.conf.d && \
-    echo /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 > /etc/ld.so.conf.d/libintelopenclexp.conf && \
-    ldconfig -f /etc/ld.so.conf.d/libintelopenclexp.conf && \
-    cd / && \
-    rm -rf /tmp/opencl-driver-intel
-
-ENV NVIDIA_VISIBLE_DEVICES=all
-ENV NVIDIA_DRIVER_CAPABILITIES=graphics,utility,compute
-ENV QTWEBENGINE_DISABLE_SANDBOX=1
-
-RUN dbus-uuidgen > /etc/machine-id
-RUN apt-get update && apt-get install -y fonts-noto-cjk fonts-noto-color-emoji
-
-ARG USER=batman
-ARG USER_UID=1001
-RUN useradd -m -s /bin/bash -u $USER_UID $USER
-RUN usermod -aG sudo $USER
-RUN echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
-USER $USER
-
-COPY --chown=$USER pyproject.toml uv.lock /home/$USER
-COPY --chown=$USER tools/install_python_dependencies.sh /home/$USER/tools/
-
-ENV VIRTUAL_ENV=/home/$USER/.venv
-ENV PATH="$VIRTUAL_ENV/bin:$PATH"
-RUN cd /home/$USER && \
-    tools/install_python_dependencies.sh && \
-    rm -rf tools/ pyproject.toml uv.lock .cache
-
-USER root
-RUN sudo git config --global --add safe.directory /tmp/openpilot

Dockerfile.sunnypilot

@@ -1,12 +0,0 @@
-FROM ghcr.io/sunnypilot/sunnypilot-base:latest
-
-ENV PYTHONUNBUFFERED=1
-
-ENV OPENPILOT_PATH=/home/batman/openpilot
-
-RUN mkdir -p ${OPENPILOT_PATH}
-WORKDIR ${OPENPILOT_PATH}
-
-COPY . ${OPENPILOT_PATH}/
-
-RUN scons --cache-readonly -j$(nproc)

Dockerfile.sunnypilot_base

@@ -1,83 +0,0 @@
-FROM ubuntu:24.04
-
-ENV PYTHONUNBUFFERED=1
-
-ENV DEBIAN_FRONTEND=noninteractive
-RUN apt-get update && \
-    apt-get install -y --no-install-recommends sudo tzdata locales ssh pulseaudio xvfb x11-xserver-utils gnome-screenshot python3-tk python3-dev && \
-    rm -rf /var/lib/apt/lists/*
-
-RUN sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen && locale-gen
-ENV LANG=en_US.UTF-8
-ENV LANGUAGE=en_US:en
-ENV LC_ALL=en_US.UTF-8
-
-COPY tools/install_ubuntu_dependencies.sh /tmp/tools/
-RUN /tmp/tools/install_ubuntu_dependencies.sh && \
-    rm -rf /var/lib/apt/lists/* /tmp/* && \
-    cd /usr/lib/gcc/arm-none-eabi/* && \
-    rm -rf arm/ thumb/nofp thumb/v6* thumb/v8* thumb/v7+fp thumb/v7-r+fp.sp
-
-# Add OpenCL
-RUN apt-get update && apt-get install -y --no-install-recommends \
-    apt-utils \
-    alien \
-    unzip \
-    tar \
-    curl \
-    xz-utils \
-    dbus \
-    gcc-arm-none-eabi \
-    tmux \
-    vim \
-    libx11-6 \
-    wget \
-    rsync \
-  && rm -rf /var/lib/apt/lists/*
-
-RUN mkdir -p /tmp/opencl-driver-intel && \
-    cd /tmp/opencl-driver-intel && \
-    wget https://github.com/intel/llvm/releases/download/2024-WW14/oclcpuexp-2024.17.3.0.09_rel.tar.gz && \
-    wget https://github.com/oneapi-src/oneTBB/releases/download/v2021.12.0/oneapi-tbb-2021.12.0-lin.tgz && \
-    mkdir -p /opt/intel/oclcpuexp_2024.17.3.0.09_rel && \
-    cd /opt/intel/oclcpuexp_2024.17.3.0.09_rel && \
-    tar -zxvf /tmp/opencl-driver-intel/oclcpuexp-2024.17.3.0.09_rel.tar.gz && \
-    mkdir -p /etc/OpenCL/vendors && \
-    echo /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64/libintelocl.so > /etc/OpenCL/vendors/intel_expcpu.icd && \
-    cd /opt/intel && \
-    tar -zxvf /tmp/opencl-driver-intel/oneapi-tbb-2021.12.0-lin.tgz && \
-    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbb.so /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
-    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbbmalloc.so /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
-    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbb.so.12 /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
-    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbbmalloc.so.2 /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
-    mkdir -p /etc/ld.so.conf.d && \
-    echo /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 > /etc/ld.so.conf.d/libintelopenclexp.conf && \
-    ldconfig -f /etc/ld.so.conf.d/libintelopenclexp.conf && \
-    cd / && \
-    rm -rf /tmp/opencl-driver-intel
-
-ENV NVIDIA_VISIBLE_DEVICES=all
-ENV NVIDIA_DRIVER_CAPABILITIES=graphics,utility,compute
-ENV QTWEBENGINE_DISABLE_SANDBOX=1
-
-RUN dbus-uuidgen > /etc/machine-id
-RUN apt-get update && apt-get install -y fonts-noto-cjk fonts-noto-color-emoji
-
-ARG USER=batman
-ARG USER_UID=1001
-RUN useradd -m -s /bin/bash -u $USER_UID $USER
-RUN usermod -aG sudo $USER
-RUN echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
-USER $USER
-
-COPY --chown=$USER pyproject.toml uv.lock /home/$USER
-COPY --chown=$USER tools/install_python_dependencies.sh /home/$USER/tools/
-
-ENV VIRTUAL_ENV=/home/$USER/.venv
-ENV PATH="$VIRTUAL_ENV/bin:$PATH"
-RUN cd /home/$USER && \
-    tools/install_python_dependencies.sh && \
-    rm -rf tools/ pyproject.toml uv.lock .cache
-
-USER root
-RUN sudo git config --global --add safe.directory /tmp/openpilot

Jenkinsfile

@@ -12,7 +12,7 @@ def retryWithDelay(int maxRetries, int delay, Closure body) {
 def device(String ip, String step_label, String cmd) {
   withCredentials([file(credentialsId: 'id_rsa', variable: 'key_file')]) {
     def ssh_cmd = """
-ssh -o ConnectTimeout=5 -o ServerAliveInterval=5 -o ServerAliveCountMax=2 -o BatchMode=yes -o StrictHostKeyChecking=no -i ${key_file} 'comma@${ip}' exec /usr/bin/bash <<'END'
+ssh -o ControlMaster=auto -o ControlPath=/tmp/ssh_control_%C -o ControlPersist=yes -o ConnectTimeout=5 -o ServerAliveInterval=5 -o ServerAliveCountMax=2 -o BatchMode=yes -o StrictHostKeyChecking=no -i ${key_file} 'comma@${ip}' exec /usr/bin/bash <<'END'
 
 set -e
 
@@ -22,7 +22,8 @@ shopt -s huponexit # kill all child processes when the shell exits
 
 export CI=1
 export PYTHONWARNINGS=error
-export LOGPRINT=debug
+export COMMA_CACHE=/data/tmp/comma_download_cache
+#export LOGPRINT=debug # this has gotten too spammy...
 export TEST_DIR=${env.TEST_DIR}
 export SOURCE_DIR=${env.SOURCE_DIR}
 export GIT_BRANCH=${env.GIT_BRANCH}
@@ -30,14 +31,14 @@ export GIT_COMMIT=${env.GIT_COMMIT}
 export CI_ARTIFACTS_TOKEN=${env.CI_ARTIFACTS_TOKEN}
 export GITHUB_COMMENTS_TOKEN=${env.GITHUB_COMMENTS_TOKEN}
 export AZURE_TOKEN='${env.AZURE_TOKEN}'
-# only use 1 thread for tici tests since most require HIL
+# only use 1 thread since most require real hardware that can't be shared
 export PYTEST_ADDOPTS="-n0 -s"
 
 
 export GIT_SSH_COMMAND="ssh -i /data/gitkey"
 
 source ~/.bash_profile
-if [ -f /TICI ]; then
+if [ -f /AGNOS ]; then
   source /etc/profile
 
   rm -rf /tmp/tmp*
@@ -63,6 +64,8 @@ if [ -f /data/openpilot/launch_env.sh ]; then
   source /data/openpilot/launch_env.sh
 fi
 
+export LD_LIBRARY_PATH="\$(python -c 'import ffmpeg; print(ffmpeg.LIB_DIR)'):/usr/local/lib:\${LD_LIBRARY_PATH:-}"
+
 ln -snf ${env.TEST_DIR} /data/pythonpath
 
 cd ${env.TEST_DIR} || true
@@ -93,7 +96,7 @@ def deviceStage(String stageName, String deviceType, List extra_env, def steps)
           retry (3) {
             def date = sh(script: 'date', returnStdout: true).trim();
             device(device_ip, "set time", "date -s '" + date + "'")
-            device(device_ip, "git checkout", extra + "\n" + readFile("selfdrive/test/setup_device_ci.sh"))
+            device(device_ip, "git checkout", extra + "\n" + readFile("openpilot/selfdrive/test/setup_device_ci.sh"))
           }
           steps.each { item ->
             def name = item[0]
@@ -166,8 +169,8 @@ node {
   env.GIT_BRANCH = checkout(scm).GIT_BRANCH
   env.GIT_COMMIT = checkout(scm).GIT_COMMIT
 
-  def excludeBranches = ['__nightly', 'devel', 'devel-staging', 'release3', 'release3-staging',
+  def excludeBranches = ['__nightly', 'devel', 'devel-staging',
-                         'release-tici', 'release-tizi', 'release-tizi-staging', 'testing-closet*', 'hotfix-*']
+                         'release-tizi', 'release-tizi-staging', 'release-mici', 'release-mici-staging', 'testing-closet*', 'hotfix-*']
   def excludeRegex = excludeBranches.join('|').replaceAll('\\*', '.*')
 
   if (env.BRANCH_NAME != 'master' && !env.BRANCH_NAME.contains('__jenkins_loop_')) {
@@ -179,7 +182,7 @@ node {
   try {
     if (env.BRANCH_NAME == 'devel-staging') {
       deviceStage("build release-tizi-staging", "tizi-needs-can", [], [
-        step("build release-tizi-staging", "RELEASE_BRANCH=release-tizi-staging $SOURCE_DIR/release/build_release.sh"),
+        step("build release-tizi-staging", "RELEASE_BRANCH=release-tizi-staging,release-mici-staging $SOURCE_DIR/tools/release/build_release.sh"),
       ])
     }
 
@@ -187,12 +190,12 @@ node {
       parallel (
         'nightly': {
           deviceStage("build nightly", "tizi-needs-can", [], [
-            step("build nightly", "RELEASE_BRANCH=nightly $SOURCE_DIR/release/build_release.sh"),
+            step("build nightly", "RELEASE_BRANCH=nightly $SOURCE_DIR/tools/release/build_release.sh"),
           ])
         },
         'nightly-dev': {
           deviceStage("build nightly-dev", "tizi-needs-can", [], [
-            step("build nightly-dev", "PANDA_DEBUG_BUILD=1 RELEASE_BRANCH=nightly-dev $SOURCE_DIR/release/build_release.sh"),
+            step("build nightly-dev", "PANDA_DEBUG_BUILD=1 RELEASE_BRANCH=nightly-dev $SOURCE_DIR/tools/release/build_release.sh"),
           ])
         },
       )
@@ -202,61 +205,51 @@ node {
     parallel (
       'onroad tests': {
         deviceStage("onroad", "tizi-needs-can", ["UNSAFE=1"], [
-          step("build openpilot", "cd system/manager && ./build.py"),
+          step("build openpilot", "cd openpilot/system/manager && ./build.py"),
-          step("check dirty", "release/check-dirty.sh"),
+          step("check dirty", "tools/release/check-dirty.sh"),
-          step("onroad tests", "pytest selfdrive/test/test_onroad.py -s", [timeout: 60]),
+          step("onroad tests", "./openpilot/selfdrive/test/test_onroad.py", [timeout: 60]),
         ])
       },
       'HW + Unit Tests': {
         deviceStage("tizi-hardware", "tizi-common", ["UNSAFE=1"], [
-          step("build", "cd system/manager && ./build.py"),
+          step("build", "cd openpilot/system/manager && ./build.py"),
-          step("test pandad", "pytest selfdrive/pandad/tests/test_pandad.py", [diffPaths: ["panda", "selfdrive/pandad/"]]),
+          step("test power draw", "./openpilot/selfdrive/test/test_power_draw.py"),
-          step("test power draw", "pytest -s system/hardware/tici/tests/test_power_draw.py"),
+          step("test encoder", "./openpilot/system/loggerd/tests/test_encoder.py", [diffPaths: ["openpilot/system/loggerd/"]]),
-          step("test encoder", "LD_LIBRARY_PATH=/usr/local/lib pytest system/loggerd/tests/test_encoder.py", [diffPaths: ["system/loggerd/"]]),
+          step("test manager", "./openpilot/system/manager/test/test_manager.py"),
-          step("test manager", "pytest system/manager/test/test_manager.py"),
-        ])
-      },
-      'loopback': {
-        deviceStage("loopback", "tizi-loopback", ["UNSAFE=1"], [
-          step("build openpilot", "cd system/manager && ./build.py"),
-          step("test pandad loopback", "pytest selfdrive/pandad/tests/test_pandad_loopback.py"),
         ])
       },
       'camerad OX03C10': {
         deviceStage("OX03C10", "tizi-ox03c10", ["UNSAFE=1"], [
-          step("build", "cd system/manager && ./build.py"),
+          step("build", "cd openpilot/system/manager && ./build.py"),
-          step("test camerad", "pytest system/camerad/test/test_camerad.py", [timeout: 60]),
+          step("test pandad", "./openpilot/selfdrive/pandad/tests/test_pandad.py"),
-          step("test exposure", "pytest system/camerad/test/test_exposure.py"),
+          step("test camerad", "./openpilot/system/camerad/test/test_camerad.py", [timeout: 90]),
         ])
       },
       'camerad OS04C10': {
         deviceStage("OS04C10", "tici-os04c10", ["UNSAFE=1"], [
-          step("build", "cd system/manager && ./build.py"),
+          step("build", "cd openpilot/system/manager && ./build.py"),
-          step("test camerad", "pytest system/camerad/test/test_camerad.py", [timeout: 60]),
+          step("test pandad", "./openpilot/selfdrive/pandad/tests/test_pandad.py"),
-          step("test exposure", "pytest system/camerad/test/test_exposure.py"),
+          step("test camerad", "./openpilot/system/camerad/test/test_camerad.py", [timeout: 90]),
         ])
       },
       'sensord': {
         deviceStage("LSM + MMC", "tizi-lsmc", ["UNSAFE=1"], [
-          step("build", "cd system/manager && ./build.py"),
+          step("build", "cd openpilot/system/manager && ./build.py"),
-          step("test sensord", "pytest system/sensord/tests/test_sensord.py"),
+          step("test sensord", "./openpilot/system/sensord/tests/test_sensord.py"),
         ])
       },
       'replay': {
         deviceStage("model-replay", "tizi-replay", ["UNSAFE=1"], [
-          step("build", "cd system/manager && ./build.py", [diffPaths: ["selfdrive/modeld/", "tinygrad_repo", "selfdrive/test/process_replay/model_replay.py"]]),
+          step("build", "cd openpilot/system/manager && ./build.py", [diffPaths: ["openpilot/selfdrive/modeld/", "tinygrad_repo", "openpilot/selfdrive/test/process_replay/model_replay.py"]]),
-          step("model replay", "selfdrive/test/process_replay/model_replay.py", [diffPaths: ["selfdrive/modeld/", "tinygrad_repo", "selfdrive/test/process_replay/model_replay.py"]]),
+          step("model replay", "openpilot/selfdrive/test/process_replay/model_replay.py", [diffPaths: ["openpilot/selfdrive/modeld/", "tinygrad_repo", "openpilot/selfdrive/test/process_replay/model_replay.py"]]),
         ])
       },
       'tizi': {
         deviceStage("tizi", "tizi", ["UNSAFE=1"], [
-          step("build openpilot", "cd system/manager && ./build.py"),
+          step("build openpilot", "cd openpilot/system/manager && ./build.py"),
-          step("test pandad loopback", "SINGLE_PANDA=1 pytest selfdrive/pandad/tests/test_pandad_loopback.py"),
+          step("test pandad loopback", "./openpilot/selfdrive/pandad/tests/test_pandad_loopback.py"),
-          step("test pandad spi", "pytest selfdrive/pandad/tests/test_pandad_spi.py"),
+          step("test pandad spi", "./openpilot/selfdrive/pandad/tests/test_pandad_spi.py"),
-          step("test amp", "pytest system/hardware/tici/tests/test_amplifier.py"),
+          step("test amp", "./openpilot/common/hardware/comma/tests/test_amplifier.py"),
-          // TODO: enable once new AGNOS is available
-          // step("test esim", "pytest system/hardware/tici/tests/test_esim.py"),
-          step("test qcomgpsd", "pytest system/qcomgpsd/tests/test_qcomgpsd.py", [diffPaths: ["system/qcomgpsd/"]]),
         ])
       },
 

RELEASES.md

@@ -1,3 +1,32 @@
+Version 0.11.2 (2026-08-12)
+=======================
+* New driving model
+  * Big model with 880M parameters
+* Support for big models running on an external GPU
+* Live stream cameras from comma connect
+* Generate dashcam clips from comma connect
+* Remote comma body control from comma connect
+* New alert sounds
+* CUPRA Born 2021-2023 support thanks to DaHansi!
+* Volkswagen ID.4 2021-2025 support thanks to DaHansi!
+
+Version 0.11.1 (2026-05-18)
+========================
+* New driver monitoring model
+* Improved image processing pipeline for driver camera
+* Improved thermal policy for comma four
+* Acura MDX 2022-24 support thanks to mvl-boston!
+* Rivian R1S and R1T 2025 support thanks to lukasloetkolben!
+
+Version 0.11.0 (2026-03-17)
+========================
+* New driving model #36798
+  * Fully trained using a learned simulator
+  * Improved longitudinal performance in Experimental mode
+* Reduce comma four standby power usage by 77% to 52 mW
+* Kia K7 2017 support thanks to royjr!
+* Lexus LS 2018 support thanks to Hacheoy!
+
 Version 0.10.3 (2025-12-17)
 ========================
 * New driving model #36249
@@ -1083,7 +1112,7 @@ Version 0.2.1  (2016-12-14)
 
 Version 0.2  (2016-12-12)
 =========================
- * Car/Radar abstraction layers have shipped, see cereal/car.capnp
+ * Car/Radar abstraction layers have shipped, see openpilot/cereal/car.capnp
  * controlsd has been refactored
  * Shipped plant model and testing maneuvers
  * visiond exits more gracefully now

SConstruct

@@ -4,58 +4,136 @@ import sys
 import sysconfig
 import platform
 import shlex
+import importlib
 import numpy as np
 
 import SCons.Errors
+from SCons.Defaults import _stripixes
+
+COMMA_HARDWARE = os.path.isfile('/AGNOS')
 
 SCons.Warnings.warningAsException(True)
 
 Decider('MD5-timestamp')
 
-SetOption('num_jobs', max(1, int(os.cpu_count()/2)))
+SetOption('num_jobs', max(1, int(os.cpu_count()/(1 if "CI" in os.environ else 2))))
 
-AddOption('--kaitai', action='store_true', help='Regenerate kaitai struct parsers')
-AddOption('--asan', action='store_true', help='turn on ASAN')
-AddOption('--ubsan', action='store_true', help='turn on UBSan')
-AddOption('--mutation', action='store_true', help='generate mutation-ready code')
 AddOption('--ccflags', action='store', type='string', default='', help='pass arbitrary flags over the command line')
+AddOption('--verbose', action='store_true', default=False, help='show full build commands')
+release = not os.path.exists(File('#.gitattributes').abspath) # file absent on release branch, see release_files.py
 AddOption('--minimal',
           action='store_false',
           dest='extras',
-          default=os.path.exists(File('#.gitattributes').abspath), # minimal by default on release branch (where there's no LFS)
+          default=(not COMMA_HARDWARE and not release),
           help='the minimum build to run openpilot. no tests, tools, etc.')
 
+submodule_python_paths = [
+  Dir("#").abspath,
+  Dir("#msgq_repo").abspath,
+  Dir("#opendbc_repo").abspath,
+  Dir("#rednose_repo").abspath,
+  Dir("#teleoprtc_repo").abspath,
+  Dir("#tinygrad_repo").abspath,
+]
+for p in reversed(submodule_python_paths):
+  if p not in sys.path:
+    sys.path.insert(0, p)
+
+if external_pythonpath := os.environ.get("PYTHONPATH"):
+  submodule_python_paths += [p for p in external_pythonpath.split(os.pathsep) if p and p not in submodule_python_paths]
+
 # Detect platform
 arch = subprocess.check_output(["uname", "-m"], encoding='utf8').rstrip()
 if platform.system() == "Darwin":
   arch = "Darwin"
-  brew_prefix = subprocess.check_output(['brew', '--prefix'], encoding='utf8').strip()
+elif arch == "aarch64" and COMMA_HARDWARE:
-elif arch == "aarch64" and os.path.isfile('/TICI'):
+  arch = "comma_arm64"
-  arch = "larch64"
 assert arch in [
-  "larch64",  # linux tici arm64
+  "comma_arm64",  # linux comma hardware (AGNOS) arm64
-  "aarch64",  # linux pc arm64
+  "aarch64",      # linux pc arm64
-  "x86_64",   # linux pc x64
+  "x86_64",       # linux pc x64
-  "Darwin",   # macOS arm64 (x86 not supported)
+  "Darwin",       # macOS arm64 (x86 not supported)
 ]
 
+pkg_names = ['acados', 'capnproto', 'eigen', 'ffmpeg', 'json11', 'ncurses', 'zeromq', 'zstd']
+pkgs = [importlib.import_module(name) for name in pkg_names]
+acados = pkgs[pkg_names.index('acados')]
+ffmpeg = pkgs[pkg_names.index('ffmpeg')]
+# Shared package ships .so/.dylib; older device venvs still have static .a only.
+# Keep static link deps (x264/z/va/drm) when the installed package is static so
+# COMMA_HARDWARE CI works without upgrading the device venv yet.
+# TODO: drop the static fallback once device venvs have comma-deps-ffmpeg>=7.1.0.post94
+_ffmpeg_lib_names = os.listdir(ffmpeg.LIB_DIR) if os.path.isdir(ffmpeg.LIB_DIR) else []
+ffmpeg_shared = any(
+  n.startswith('libavcodec.so') or (n.startswith('libavcodec') and n.endswith('.dylib'))
+  for n in _ffmpeg_lib_names
+)
+ffmpeg_libs = ['avformat', 'avcodec', 'swresample', 'avutil']
+if not ffmpeg_shared:
+  ffmpeg_libs += ['x264', 'z']
+  if arch != "Darwin":
+    ffmpeg_libs += ['va', 'va-drm', 'drm']
+acados_include_dirs = [
+  acados.INCLUDE_DIR,
+  os.path.join(acados.INCLUDE_DIR, "blasfeo", "include"),
+  os.path.join(acados.INCLUDE_DIR, "hpipm", "include"),
+]
+
+
+# ***** enforce a whitelist of system libraries *****
+# this prevents silently relying on a 3rd party package,
+# e.g. apt-installed libusb. all libraries should either
+# be distributed with all Linux distros and macOS, or
+# vendored in commaai/dependencies.
+allowed_system_libs = {
+  "EGL", "GLESv2", "GL",
+  "Qt5Charts", "Qt5Core", "Qt5Gui", "Qt5Widgets",
+  "dl", "drm", "gbm", "m", "pthread",
+}
+
+def _resolve_lib(env, name):
+  for d in env.Flatten(env.get('LIBPATH', [])):
+    p = Dir(str(d)).abspath
+    for ext in ('.a', '.so', '.dylib'):
+      f = File(os.path.join(p, f'lib{name}{ext}'))
+      if f.exists() or f.has_builder():
+        return name
+  if name in allowed_system_libs:
+    return name
+  raise SCons.Errors.UserError(f"Unexpected non-vendored library '{name}'")
+
+def _libflags(target, source, env, for_signature):
+  libs = []
+  lp = env.subst('$LIBLITERALPREFIX')
+  for lib in env.Flatten(env.get('LIBS', [])):
+    if isinstance(lib, str):
+      if os.sep in lib or lib.startswith('#'):
+        libs.append(File(lib))
+      elif lib.startswith('-') or (lp and lib.startswith(lp)):
+        libs.append(lib)
+      else:
+        libs.append(_resolve_lib(env, lib))
+    else:
+      libs.append(lib)
+  return _stripixes(env['LIBLINKPREFIX'], libs, env['LIBLINKSUFFIX'],
+                    env['LIBPREFIXES'], env['LIBSUFFIXES'], env, env['LIBLITERALPREFIX'])
+
 env = Environment(
   ENV={
     "PATH": os.environ['PATH'],
-    "PYTHONPATH": Dir("#").abspath + ':' + Dir(f"#third_party/acados").abspath,
+    "PYTHONPATH": os.pathsep.join(submodule_python_paths),
-    "ACADOS_SOURCE_DIR": Dir("#third_party/acados").abspath,
+    "ACADOS_SOURCE_DIR": acados.DIR,
-    "ACADOS_PYTHON_INTERFACE_PATH": Dir("#third_party/acados/acados_template").abspath,
+    "ACADOS_PYTHON_INTERFACE_PATH": acados.TEMPLATE_DIR,
-    "TERA_PATH": Dir("#").abspath + f"/third_party/acados/{arch}/t_renderer"
+    "TERA_PATH": acados.TERA_PATH
   },
-  CC='clang',
-  CXX='clang++',
   CCFLAGS=[
     "-g",
     "-fPIC",
+    "-pipe",
     "-O2",
     "-Wunused",
     "-Werror",
-    "-Wshadow",
+    "-Wshadow" if arch in ("Darwin", "comma_arm64") else "-Wshadow=local",
     "-Wno-unknown-warning-option",
     "-Wno-inconsistent-missing-override",
     "-Wno-c99-designator",
@@ -65,71 +143,54 @@ env = Environment(
   CFLAGS=["-std=gnu11"],
   CXXFLAGS=["-std=c++1z"],
   CPPPATH=[
+    "#openpilot",
+    "#msgq_repo",            # #include "msgq/..."
+    "#opendbc_repo",         # #include "opendbc/..."
+    "#rednose_repo",         # #include "rednose/..."
+    "#rednose_repo/rednose", # #include "logger/..." (rednose package root)
+    "#openpilot/cereal/gen/cpp",
+    acados_include_dirs,
+    [x.INCLUDE_DIR for x in pkgs],
     "#",
-    "#msgq",
-    "#third_party",
-    "#third_party/json11",
-    "#third_party/linux/include",
-    "#third_party/acados/include",
-    "#third_party/acados/include/blasfeo/include",
-    "#third_party/acados/include/hpipm/include",
-    "#third_party/catch2/include",
-    "#third_party/libyuv/include",
   ],
   LIBPATH=[
-    "#common",
+    "#openpilot/common",
     "#msgq_repo",
-    "#third_party",
+    "#openpilot/selfdrive/pandad",
-    "#selfdrive/pandad",
+    "#rednose_repo/rednose/helpers",
-    "#rednose/helpers",
+    [x.LIB_DIR for x in pkgs],
-    f"#third_party/libyuv/{arch}/lib",
-    f"#third_party/acados/{arch}/lib",
   ],
-  RPATH=[],
+  RPATH=[ffmpeg.LIB_DIR] if ffmpeg_shared else [],
   CYTHONCFILESUFFIX=".cpp",
   COMPILATIONDB_USE_ABSPATH=True,
-  REDNOSE_ROOT="#",
+  REDNOSE_ROOT="#rednose_repo",
   tools=["default", "cython", "compilation_db", "rednose_filter"],
-  toolpath=["#site_scons/site_tools", "#rednose_repo/site_scons/site_tools"],
+  toolpath=["#msgq_repo/site_scons/site_tools", "#rednose_repo/site_scons/site_tools"],
 )
+# SCons' Darwin linker tool doesn't define the variables used to expand RPATH.
+if arch == "Darwin":
+  env["RPATHPREFIX"] = "-Wl,-rpath,"
+  env["RPATHSUFFIX"] = ""
+  env["_RPATH"] = "${_concat(RPATHPREFIX, RPATH, RPATHSUFFIX, __env__)}"
+if arch != "comma_arm64":
+  env['_LIBFLAGS'] = _libflags
 
 # Arch-specific flags and paths
-if arch == "larch64":
+if arch == "comma_arm64":
-  env.Append(CPPPATH=["#third_party/opencl/include"])
+  env["CC"] = "clang"
+  env["CXX"] = "clang++"
   env.Append(LIBPATH=[
-    "/usr/local/lib",
-    "/system/vendor/lib64",
     "/usr/lib/aarch64-linux-gnu",
   ])
-  arch_flags = ["-D__TICI__", "-mcpu=cortex-a57", "-DQCOM2"]
+  arch_flags = ["-D__COMMA_HARDWARE__", "-mcpu=cortex-a57"]
   env.Append(CCFLAGS=arch_flags)
   env.Append(CXXFLAGS=arch_flags)
 elif arch == "Darwin":
   env.Append(LIBPATH=[
-    f"{brew_prefix}/lib",
-    f"{brew_prefix}/opt/openssl@3.0/lib",
-    f"{brew_prefix}/opt/llvm/lib/c++",
     "/System/Library/Frameworks/OpenGL.framework/Libraries",
   ])
   env.Append(CCFLAGS=["-DGL_SILENCE_DEPRECATION"])
   env.Append(CXXFLAGS=["-DGL_SILENCE_DEPRECATION"])
-  env.Append(CPPPATH=[
-    f"{brew_prefix}/include",
-    f"{brew_prefix}/opt/openssl@3.0/include",
-  ])
-else:
-  env.Append(LIBPATH=[
-    "/usr/lib",
-    "/usr/local/lib",
-  ])
-
-# Sanitizers and extra CCFLAGS from CLI
-if GetOption('asan'):
-  env.Append(CCFLAGS=["-fsanitize=address", "-fno-omit-frame-pointer"])
-  env.Append(LINKFLAGS=["-fsanitize=address"])
-elif GetOption('ubsan'):
-  env.Append(CCFLAGS=["-fsanitize=undefined"])
-  env.Append(LINKFLAGS=["-fsanitize=undefined"])
 
 _extra_cc = shlex.split(GetOption('ccflags') or '')
 if _extra_cc:
@@ -139,21 +200,26 @@ if _extra_cc:
 if arch != "Darwin":
   env.Append(LINKFLAGS=["-Wl,--as-needed", "-Wl,--no-undefined"])
 
-# progress output
+# Shorter build output: show brief descriptions instead of full commands.
-node_interval = 5
+# Full command lines are still printed on failure by scons.
-node_count = 0
+if not GetOption('verbose'):
-def progress_function(node):
+  for action, short in (
-  global node_count
+    ("CC",     "CC"),
-  node_count += node_interval
+    ("CXX",    "CXX"),
-  sys.stderr.write("progress: %d\n" % node_count)
+    ("LINK",   "LINK"),
-if os.environ.get('SCONS_PROGRESS'):
+    ("SHCC",   "CC"),
-  Progress(progress_function, interval=node_interval)
+    ("SHCXX",  "CXX"),
+    ("SHLINK", "LINK"),
+    ("AR",     "AR"),
+    ("RANLIB", "RANLIB"),
+    ("AS",     "AS"),
+  ):
+    env[f"{action}COMSTR"] = f"  [{short}] $TARGET"
 
 # ********** Cython build environment **********
-py_include = sysconfig.get_paths()['include']
 envCython = env.Clone()
-envCython["CPPPATH"] += [py_include, np.get_include()]
+envCython["CPPPATH"] += [sysconfig.get_paths()['include'], np.get_include()]
-envCython["CCFLAGS"] += ["-Wno-#warnings", "-Wno-shadow", "-Wno-deprecated-declarations"]
+envCython["CCFLAGS"] += ["-Wno-#warnings", "-Wno-cpp", "-Wno-shadow", "-Wno-deprecated-declarations"]
 envCython["CCFLAGS"].remove("-Werror")
 
 envCython["LIBS"] = []
@@ -165,18 +231,28 @@ else:
 np_version = SCons.Script.Value(np.__version__)
 Export('envCython', 'np_version')
 
-Export('env', 'arch')
+Export('env', 'arch', 'acados', 'release', 'ffmpeg_libs')
 
 # Setup cache dir
-default_cache_dir = '/data/scons_cache' if arch == "larch64" else '/tmp/scons_cache'
+default_cache_dir = '/data/scons_cache' if arch == "comma_arm64" else '/tmp/scons_cache'
 cache_dir = ARGUMENTS.get('cache_dir', default_cache_dir)
+cache_size_limit = 4e9 if "CI" in os.environ else 2e9
 CacheDir(cache_dir)
 Clean(["."], cache_dir)
 
+def prune_cache_dir(target=None, source=None, env=None):
+  cache_files = sorted((os.path.join(root, f) for root, _, files in os.walk(cache_dir) for f in files), key=os.path.getmtime)
+  cache_size = sum(os.path.getsize(f) for f in cache_files)
+  for f in cache_files:
+    if cache_size < cache_size_limit:
+      break
+    cache_size -= os.path.getsize(f)
+    os.unlink(f)
+
 # ********** start building stuff **********
 
 # Build common module
-SConscript(['common/SConscript'])
+SConscript(['openpilot/common/SConscript'])
 Import('_common')
 common = [_common, 'json11', 'zmq']
 Export('common')
@@ -186,9 +262,8 @@ Export('common')
 env_swaglog = env.Clone()
 env_swaglog['CXXFLAGS'].append('-DSWAGLOG="\\"common/swaglog.h\\""')
 SConscript(['msgq_repo/SConscript'], exports={'env': env_swaglog})
-SConscript(['opendbc_repo/SConscript'], exports={'env': env_swaglog})
 
-SConscript(['cereal/SConscript'])
+SConscript(['openpilot/cereal/SConscript'])
 
 Import('socketmaster', 'msgq')
 messaging = [socketmaster, msgq, 'capnp', 'kj',]
@@ -199,28 +274,79 @@ Export('messaging')
 SConscript(['panda/SConscript'])
 
 # Build rednose library
-SConscript(['rednose/SConscript'])
+SConscript(['rednose_repo/rednose/SConscript'])
 
 # Build system services
 SConscript([
-  'system/ubloxd/SConscript',
+  'openpilot/system/loggerd/SConscript',
-  'system/loggerd/SConscript',
 ])
 
-if arch == "larch64":
+if arch == "comma_arm64":
-  SConscript(['system/camerad/SConscript'])
+  SConscript(['openpilot/system/camerad/SConscript'])
 
-# Build openpilot
+# Build selfdrive
-SConscript(['third_party/SConscript'])
+SConscript([
+  'openpilot/selfdrive/pandad/SConscript',
+  'openpilot/selfdrive/controls/lib/longitudinal_mpc_lib/SConscript',
+  'openpilot/selfdrive/locationd/SConscript',
+  'openpilot/selfdrive/modeld/SConscript',
+  'openpilot/selfdrive/ui/SConscript',
+])
 
-SConscript(['selfdrive/SConscript'])
+SConscript(['openpilot/sunnypilot/SConscript'])
 
-SConscript(['sunnypilot/SConscript'])
+# Build desktop-only tools
-
+if GetOption('extras') and arch != "comma_arm64":
-if Dir('#tools/cabana/').exists() and GetOption('extras'):
+  SConscript([
-  SConscript(['tools/replay/SConscript'])
+    'openpilot/tools/replay/SConscript',
-  if arch != "larch64":
+    'openpilot/tools/cabana/SConscript',
-    SConscript(['tools/cabana/SConscript'])
+    'openpilot/tools/jotpluggler/SConscript',
+  ])
 
 
 env.CompilationDatabase('compile_commands.json')
+
+# progress output
+def count_scons_nodes(nodes):
+  seen = set()
+  stack = list(nodes)
+
+  while stack:
+    node = stack.pop().disambiguate()
+    if node in seen:
+      continue
+    seen.add(node)
+    if hasattr(node, 'has_builder') and node.has_builder():
+      build_product_nodes.add(node)
+    executor = node.get_executor()
+    if executor is not None:
+      stack += executor.get_all_prerequisites() + executor.get_all_children()
+
+  return len(seen)
+
+progress_interval = 5
+progress_count = 0
+build_product_nodes = set()
+progress_total = max(1, count_scons_nodes(env.arg2nodes(BUILD_TARGETS or [Dir('.')], env.fs.Entry)))
+
+def progress_function(node):
+  global progress_count
+  if progress_count >= progress_total:
+    return
+  progress_count = min(progress_count + progress_interval, progress_total)
+  progress = round(100. * progress_count / progress_total, 1)
+  sys.stderr.write("\rBuilding: %5.1f%%" % progress if sys.stderr.isatty() else "progress: %.1f\n" % progress)
+  if progress == 100. and sys.stderr.isatty():
+    sys.stderr.write("\n")
+  sys.stderr.flush()
+
+Progress(progress_function, interval=progress_interval)
+AddPostAction(BUILD_TARGETS or [Dir('.')], prune_cache_dir)
+
+def check_build_product_size(target, source, env):
+  limit = 50 * 1024 * 1024  # GitHub max size
+  for t in target:
+    if hasattr(t, 'isfile') and t.isfile() and (size := os.path.getsize(t.abspath)) > limit:
+      raise SCons.Errors.UserError(f"{t} is {size / (1024 * 1024):.1f} MiB, exceeding the {limit / (1024 * 1024):.1f} MiB limit")
+if not GetOption('extras'):
+  AddPostAction(list(build_product_nodes), Action(check_build_product_size, None))

cereal/SConscript

@@ -1,20 +0,0 @@
-Import('env', 'common', 'msgq')
-
-cereal_dir = Dir('.')
-gen_dir = Dir('gen')
-
-# Build cereal
-schema_files = ['log.capnp', 'car.capnp', 'legacy.capnp', 'custom.capnp']
-env.Command([f'gen/cpp/{s}.c++' for s in schema_files] + [f'gen/cpp/{s}.h' for s in schema_files],
-            schema_files,
-            f"capnpc --src-prefix={cereal_dir.path} $SOURCES -o c++:{gen_dir.path}/cpp/")
-
-cereal = env.Library('cereal', [f'gen/cpp/{s}.c++' for s in schema_files])
-
-# Build messaging
-services_h = env.Command(['services.h'], ['services.py'], 'python3 ' + cereal_dir.path + '/services.py > $TARGET')
-env.Program('messaging/bridge', ['messaging/bridge.cc', 'messaging/msgq_to_zmq.cc'], LIBS=[msgq, common, 'pthread'])
-
-socketmaster = env.Library('socketmaster', ['messaging/socketmaster.cc'])
-
-Export('cereal', 'socketmaster')

cereal/__init__.py

@@ -1,11 +0,0 @@
-import os
-import capnp
-from importlib.resources import as_file, files
-
-capnp.remove_import_hook()
-
-with as_file(files("cereal")) as fspath:
-  CEREAL_PATH = fspath.as_posix()
-  log = capnp.load(os.path.join(CEREAL_PATH, "log.capnp"))
-  car = capnp.load(os.path.join(CEREAL_PATH, "car.capnp"))
-  custom = capnp.load(os.path.join(CEREAL_PATH, "custom.capnp"))

cereal/car.capnp

@@ -1 +0,0 @@
-../opendbc_repo/opendbc/car/car.capnp

cereal/messaging/tests/test_services.py

@@ -1,21 +0,0 @@
-import os
-import tempfile
-from typing import Dict
-from parameterized import parameterized
-
-import cereal.services as services
-from cereal.services import SERVICE_LIST
-
-
-class TestServices:
-
-  @parameterized.expand(SERVICE_LIST.keys())
-  def test_services(self, s):
-    service = SERVICE_LIST[s]
-    assert service.frequency <= 104
-    assert service.decimation != 0
-
-  def test_generated_header(self):
-    with tempfile.NamedTemporaryFile(suffix=".h") as f:
-      ret = os.system(f"python3 {services.__file__} > {f.name} && clang++ {f.name} -std=c++11")
-      assert ret == 0, "generated services header is not valid C"

cereal/messaging/tests/validate_sp_cereal_upstream.py

@@ -1,222 +0,0 @@
-#!/usr/bin/env python3
-import argparse
-import sys
-from typing import Any, List, Tuple
-
-DEBUG = False
-
-
-def print_debug(string: str) -> None:
-  if DEBUG:
-    print(string)
-
-
-def create_schema_instance(struct: Any, prop: Tuple[str, Any]) -> Any:
-  """
-  Create a new instance of a schema type, handling different field types.
-
-  Args:
-      struct: The Cap'n Proto schema structure
-      prop: A tuple containing the field name and field metadata
-
-  Returns:
-      A new initialized schema instance
-  """
-  struct_instance = struct.new_message()
-  field_name, field_metadata = prop
-
-  try:
-    field_type = field_metadata.proto.slot.type.which()
-
-    # Initialize different types of fields
-    if field_type in ('list', 'text', 'data'):
-      struct_instance.init(field_name, 1)
-      print_debug(f"Initialized list/text/data field: {field_name}")
-    elif field_type in ('struct', 'object'):
-      struct_instance.init(field_name)
-      print_debug(f"Initialized struct/object field: {field_name}")
-
-    return struct_instance
-
-  except Exception as e:
-    print(f"Error creating instance for {field_name}: {e}")
-    return None
-
-
-def get_schema_fields(schema_struct: Any) -> List[Tuple[str, Any]]:
-  """
-  Retrieve all fields from a given schema structure.
-
-  Args:
-      schema_struct: The Cap'n Proto schema structure
-
-  Returns:
-      A list of field names and their metadata
-  """
-  try:
-    # Get all fields from the schema
-    schema_fields = list(schema_struct.schema.fields.items())
-
-    print_debug("Discovered schema fields:")
-    for field_name, field_metadata in schema_fields:
-      print_debug(f"- {field_name}")
-
-    return schema_fields
-
-  except Exception as e:
-    print(f"Error retrieving schema fields: {e}")
-    return []
-
-
-def generate_schema_instances(schema_struct: Any) -> List[Any]:
-  """
-  Generate instances for all fields in a given schema.
-
-  Args:
-      schema_struct: The Cap'n Proto schema structure
-
-  Returns:
-      A list of schema instances
-  """
-  schema_fields = get_schema_fields(schema_struct)
-  instances = []
-
-  for field_prop in schema_fields:
-    try:
-      instance = create_schema_instance(schema_struct, field_prop)
-      if instance is not None:
-        instances.append(instance)
-    except Exception as e:
-      print(f"Skipping field due to error: {e}")
-
-  print(f"Generated {len(instances)} schema instances")
-  return instances
-
-
-def persist_instances(instances: List[Any], filename: str) -> None:
-  """
-  Write schema instances to a binary file.
-
-  Args:
-      instances: List of schema instances
-      filename: Output file path
-  """
-  try:
-    with open(filename, 'wb') as f:
-      for instance in instances:
-        f.write(instance.to_bytes())
-
-    print(f"Successfully wrote {len(instances)} instances to {filename}")
-
-  except Exception as e:
-    print(f"Error persisting instances: {e}")
-    sys.exit(1)
-
-
-def read_instances(filename: str, schema_type: Any) -> List[Any]:
-  """
-  Read schema instances from a binary file.
-
-  Args:
-      filename: Input file path
-      schema_type: The schema type to use for reading
-
-  Returns:
-      A list of read schema instances
-  """
-  try:
-    with open(filename, 'rb') as f:
-      data = f.read()
-
-    instances = list(schema_type.read_multiple_bytes(data))
-
-    print(f"Read {len(instances)} instances from {filename}")
-    return instances
-
-  except Exception as e:
-    print(f"Error reading instances: {e}")
-    sys.exit(1)
-
-
-def compare_schemas(original_instances: List[Any], read_instances: List[Any]) -> bool:
-  """
-  Compare original and read-back instances to detect potential breaking changes.
-
-  Args:
-      original_instances: List of originally generated instances
-      read_instances: List of instances read back from file
-
-  Returns:
-      Boolean indicating whether schemas appear compatible
-  """
-  if len(original_instances) != len(read_instances):
-    print("❌ Schema Compatibility Warning: Instance count mismatch")
-    return False
-
-  compatible = True
-  for struct in read_instances:
-    try:
-      getattr(struct, struct.which())  # Attempting to access the field to validate readability
-    except Exception as e:
-      print(f"❌ Structural change detected: {struct.which()} is not readable.\nFull error: {e}")
-      compatible = False
-
-  return compatible
-
-
-def main():
-  """
-  CLI entry point for schema compatibility testing.
-  """
-  # Setup argument parser
-  parser = argparse.ArgumentParser(
-    description='Cap\'n Proto Schema Compatibility Testing Tool',
-    epilog='Test schema compatibility by generating and reading back instances.'
-  )
-
-  # Add mutually exclusive group for generation or reading mode
-  mode_group = parser.add_mutually_exclusive_group(required=True)
-  mode_group.add_argument('-g', '--generate', action='store_true',
-                          help='Generate schema instances')
-  mode_group.add_argument('-r', '--read', action='store_true',
-                          help='Read and validate schema instances')
-
-  # Common arguments
-  parser.add_argument('-f', '--file',
-                      default='schema_instances.bin',
-                      help='Output/input binary file (default: schema_instances.bin)')
-
-  # Parse arguments
-  args = parser.parse_args()
-
-  # Import the schema dynamically 
-  try:
-    from cereal import log
-    schema_type = log.Event
-  except ImportError:
-    print("Error: Unable to import schema. Ensure 'cereal' is installed.")
-    sys.exit(1)
-
-  # Execute based on mode
-  if args.generate:
-    print("🔧 Generating Schema Instances")
-    instances = generate_schema_instances(schema_type)
-    persist_instances(instances, args.file)
-    print("✅ Instance generation complete")
-
-  elif args.read:
-    print("🔍 Reading and Validating Schema Instances")
-    generated_instances = generate_schema_instances(schema_type)
-    read_back_instances = read_instances(args.file, schema_type)
-
-    # Compare schemas
-    if compare_schemas(generated_instances, read_back_instances):
-      print("✅ Schema Compatibility: No breaking changes detected")
-      sys.exit(0)
-    else:
-      print("❌ Potential Schema Breaking Changes Detected")
-      sys.exit(1)
-
-
-if __name__ == "__main__":
-  main()

common/.gitignore

@@ -1 +0,0 @@
-*.cpp

common/SConscript

@@ -1,29 +0,0 @@
-Import('env', 'envCython', 'arch')
-
-common_libs = [
-  'params.cc',
-  'swaglog.cc',
-  'util.cc',
-  'ratekeeper.cc',
-  'clutil.cc',
-]
-
-_common = env.Library('common', common_libs, LIBS="json11")
-Export('_common')
-
-if GetOption('extras'):
-  env.Program('tests/test_common',
-              ['tests/test_runner.cc', 'tests/test_params.cc', 'tests/test_util.cc', 'tests/test_swaglog.cc'],
-              LIBS=[_common, 'json11', 'zmq', 'pthread'])
-
-# Cython bindings
-params_python = envCython.Program('params_pyx.so', 'params_pyx.pyx', LIBS=envCython['LIBS'] + [_common, 'zmq', 'json11'])
-
-SConscript([
-  'transformations/SConscript',
-])
-
-Import('transformations_python')
-common_python = [params_python, transformations_python]
-
-Export('common_python')

common/clutil.cc

@@ -1,98 +0,0 @@
-#include "common/clutil.h"
-
-#include <cassert>
-#include <iostream>
-#include <memory>
-
-#include "common/util.h"
-#include "common/swaglog.h"
-
-namespace {  // helper functions
-
-template <typename Func, typename Id, typename Name>
-std::string get_info(Func get_info_func, Id id, Name param_name) {
-  size_t size = 0;
-  CL_CHECK(get_info_func(id, param_name, 0, NULL, &size));
-  std::string info(size, '\0');
-  CL_CHECK(get_info_func(id, param_name, size, info.data(), NULL));
-  return info;
-}
-inline std::string get_platform_info(cl_platform_id id, cl_platform_info name) { return get_info(&clGetPlatformInfo, id, name); }
-inline std::string get_device_info(cl_device_id id, cl_device_info name) { return get_info(&clGetDeviceInfo, id, name); }
-
-void cl_print_info(cl_platform_id platform, cl_device_id device) {
-  size_t work_group_size = 0;
-  cl_device_type device_type = 0;
-  clGetDeviceInfo(device, CL_DEVICE_MAX_WORK_GROUP_SIZE, sizeof(work_group_size), &work_group_size, NULL);
-  clGetDeviceInfo(device, CL_DEVICE_TYPE, sizeof(device_type), &device_type, NULL);
-  const char *type_str = "Other...";
-  switch (device_type) {
-    case CL_DEVICE_TYPE_CPU: type_str ="CL_DEVICE_TYPE_CPU"; break;
-    case CL_DEVICE_TYPE_GPU: type_str = "CL_DEVICE_TYPE_GPU"; break;
-    case CL_DEVICE_TYPE_ACCELERATOR: type_str = "CL_DEVICE_TYPE_ACCELERATOR"; break;
-  }
-
-  LOGD("vendor: %s", get_platform_info(platform, CL_PLATFORM_VENDOR).c_str());
-  LOGD("platform version: %s", get_platform_info(platform, CL_PLATFORM_VERSION).c_str());
-  LOGD("profile: %s", get_platform_info(platform, CL_PLATFORM_PROFILE).c_str());
-  LOGD("extensions: %s", get_platform_info(platform, CL_PLATFORM_EXTENSIONS).c_str());
-  LOGD("name: %s", get_device_info(device, CL_DEVICE_NAME).c_str());
-  LOGD("device version: %s", get_device_info(device, CL_DEVICE_VERSION).c_str());
-  LOGD("max work group size: %zu", work_group_size);
-  LOGD("type = %d, %s", (int)device_type, type_str);
-}
-
-void cl_print_build_errors(cl_program program, cl_device_id device) {
-  cl_build_status status;
-  clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_STATUS, sizeof(status), &status, NULL);
-  size_t log_size;
-  clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_LOG, 0, NULL, &log_size);
-  std::string log(log_size, '\0');
-  clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_LOG, log_size, &log[0], NULL);
-
-  LOGE("build failed; status=%d, log: %s", status, log.c_str());
-}
-
-}  // namespace
-
-cl_device_id cl_get_device_id(cl_device_type device_type) {
-  cl_uint num_platforms = 0;
-  CL_CHECK(clGetPlatformIDs(0, NULL, &num_platforms));
-  std::unique_ptr<cl_platform_id[]> platform_ids = std::make_unique<cl_platform_id[]>(num_platforms);
-  CL_CHECK(clGetPlatformIDs(num_platforms, &platform_ids[0], NULL));
-
-  for (size_t i = 0; i < num_platforms; ++i) {
-    LOGD("platform[%zu] CL_PLATFORM_NAME: %s", i, get_platform_info(platform_ids[i], CL_PLATFORM_NAME).c_str());
-
-    // Get first device
-    if (cl_device_id device_id = NULL; clGetDeviceIDs(platform_ids[i], device_type, 1, &device_id, NULL) == 0 && device_id) {
-      cl_print_info(platform_ids[i], device_id);
-      return device_id;
-    }
-  }
-  LOGE("No valid openCL platform found");
-  assert(0);
-  return nullptr;
-}
-
-cl_context cl_create_context(cl_device_id device_id) {
-  return CL_CHECK_ERR(clCreateContext(NULL, 1, &device_id, NULL, NULL, &err));
-}
-
-void cl_release_context(cl_context context) {
-  clReleaseContext(context);
-}
-
-cl_program cl_program_from_file(cl_context ctx, cl_device_id device_id, const char* path, const char* args) {
-  return cl_program_from_source(ctx, device_id, util::read_file(path), args);
-}
-
-cl_program cl_program_from_source(cl_context ctx, cl_device_id device_id, const std::string& src, const char* args) {
-  const char *csrc = src.c_str();
-  cl_program prg = CL_CHECK_ERR(clCreateProgramWithSource(ctx, 1, &csrc, NULL, &err));
-  if (int err = clBuildProgram(prg, 1, &device_id, args, NULL, NULL); err != 0) {
-    cl_print_build_errors(prg, device_id);
-    assert(0);
-  }
-  return prg;
-}

common/clutil.h

@@ -1,28 +0,0 @@
-#pragma once
-
-#ifdef __APPLE__
-#include <OpenCL/cl.h>
-#else
-#include <CL/cl.h>
-#endif
-
-#include <string>
-
-#define CL_CHECK(_expr)          \
-  do {                           \
-    assert(CL_SUCCESS == (_expr)); \
-  } while (0)
-
-#define CL_CHECK_ERR(_expr)           \
-  ({                                  \
-    cl_int err = CL_INVALID_VALUE;    \
-    __typeof__(_expr) _ret = _expr;   \
-    assert(_ret&& err == CL_SUCCESS); \
-    _ret;                             \
-  })
-
-cl_device_id cl_get_device_id(cl_device_type device_type);
-cl_context cl_create_context(cl_device_id device_id);
-void cl_release_context(cl_context context);
-cl_program cl_program_from_source(cl_context ctx, cl_device_id device_id, const std::string& src, const char* args = nullptr);
-cl_program cl_program_from_file(cl_context ctx, cl_device_id device_id, const char* path, const char* args);

common/mat.h

@@ -1,85 +0,0 @@
-#pragma once
-
-typedef struct vec3 {
-  float v[3];
-} vec3;
-
-typedef struct vec4 {
-  float v[4];
-} vec4;
-
-typedef struct mat3 {
-  float v[3*3];
-} mat3;
-
-typedef struct mat4 {
-  float v[4*4];
-} mat4;
-
-static inline mat3 matmul3(const mat3 &a, const mat3 &b) {
-  mat3 ret = {{0.0}};
-  for (int r=0; r<3; r++) {
-    for (int c=0; c<3; c++) {
-      float v = 0.0;
-      for (int k=0; k<3; k++) {
-        v += a.v[r*3+k] * b.v[k*3+c];
-      }
-      ret.v[r*3+c] = v;
-    }
-  }
-  return ret;
-}
-
-static inline vec3 matvecmul3(const mat3 &a, const vec3 &b) {
-  vec3 ret = {{0.0}};
-  for (int r=0; r<3; r++) {
-    for (int c=0; c<3; c++) {
-      ret.v[r] += a.v[r*3+c] * b.v[c];
-    }
-  }
-  return ret;
-}
-
-static inline mat4 matmul(const mat4 &a, const mat4 &b) {
-  mat4 ret = {{0.0}};
-  for (int r=0; r<4; r++) {
-    for (int c=0; c<4; c++) {
-      float v = 0.0;
-      for (int k=0; k<4; k++) {
-        v += a.v[r*4+k] * b.v[k*4+c];
-      }
-      ret.v[r*4+c] = v;
-    }
-  }
-  return ret;
-}
-
-static inline vec4 matvecmul(const mat4 &a, const vec4 &b) {
-  vec4 ret = {{0.0}};
-  for (int r=0; r<4; r++) {
-    for (int c=0; c<4; c++) {
-      ret.v[r] += a.v[r*4+c] * b.v[c];
-    }
-  }
-  return ret;
-}
-
-// scales the input and output space of a transformation matrix
-// that assumes pixel-center origin.
-static inline mat3 transform_scale_buffer(const mat3 &in, float s) {
-  // in_pt = ( transform(out_pt/s + 0.5) - 0.5) * s
-
-  mat3 transform_out = {{
-    1.0f/s, 0.0f, 0.5f,
-    0.0f, 1.0f/s, 0.5f,
-    0.0f, 0.0f, 1.0f,
-  }};
-
-  mat3 transform_in = {{
-    s,  0.0f, -0.5f*s,
-    0.0f, s, -0.5f*s,
-    0.0f, 0.0f, 1.0f,
-  }};
-
-  return matmul3(transform_in, matmul3(in, transform_out));
-}

common/mock/generators.py

@@ -1,14 +0,0 @@
-from cereal import messaging
-
-
-def generate_livePose():
-  msg = messaging.new_message('livePose')
-  meas = {'x': 0.0, 'y': 0.0, 'z': 0.0, 'xStd': 0.0, 'yStd': 0.0, 'zStd': 0.0, 'valid': True}
-  msg.livePose.orientationNED = meas
-  msg.livePose.velocityDevice = meas
-  msg.livePose.angularVelocityDevice = meas
-  msg.livePose.accelerationDevice = meas
-  msg.livePose.inputsOK = True
-  msg.livePose.posenetOK = True
-  msg.livePose.sensorsOK = True
-  return msg

common/model.h

@@ -1 +0,0 @@
-#define DEFAULT_MODEL "Dark Souls 2 (Default)"

common/params.py

@@ -1,19 +0,0 @@
-from openpilot.common.params_pyx import Params, ParamKeyFlag, ParamKeyType, UnknownKeyName
-assert Params
-assert ParamKeyFlag
-assert ParamKeyType
-assert UnknownKeyName
-
-if __name__ == "__main__":
-  import sys
-
-  params = Params()
-  key = sys.argv[1]
-  assert params.check_key(key), f"unknown param: {key}"
-
-  if len(sys.argv) == 3:
-    val = sys.argv[2]
-    print(f"SET: {key} = {val}")
-    params.put(key, val)
-  elif len(sys.argv) == 2:
-    print(f"GET: {key} = {params.get(key)}")

common/params_pyx.pyx

@@ -1,197 +0,0 @@
-# distutils: language = c++
-# cython: language_level = 3
-import builtins
-import datetime
-import json
-from libcpp cimport bool
-from libcpp.string cimport string
-from libcpp.vector cimport vector
-from libcpp.optional cimport optional
-
-from openpilot.common.swaglog import cloudlog
-
-cdef extern from "common/params.h":
-  cpdef enum ParamKeyFlag:
-    PERSISTENT
-    CLEAR_ON_MANAGER_START
-    CLEAR_ON_ONROAD_TRANSITION
-    CLEAR_ON_OFFROAD_TRANSITION
-    DEVELOPMENT_ONLY
-    CLEAR_ON_IGNITION_ON
-    BACKUP
-    ALL
-
-  cpdef enum ParamKeyType:
-    STRING
-    BOOL
-    INT
-    FLOAT
-    TIME
-    JSON
-    BYTES
-
-  cdef cppclass c_Params "Params":
-    c_Params(string) except + nogil
-    string get(string, bool) nogil
-    bool getBool(string, bool) nogil
-    int remove(string) nogil
-    int put(string, string) nogil
-    void putNonBlocking(string, string) nogil
-    void putBoolNonBlocking(string, bool) nogil
-    int putBool(string, bool) nogil
-    bool checkKey(string) nogil
-    ParamKeyType getKeyType(string) nogil
-    optional[string] getKeyDefaultValue(string) nogil
-    string getParamPath(string) nogil
-    void clearAll(ParamKeyFlag)
-    vector[string] allKeys(ParamKeyFlag)
-
-PYTHON_2_CPP = {
-  (str, STRING): lambda v: v,
-  (builtins.bool, BOOL): lambda v: "1" if v else "0",
-  (int, INT): str,
-  (float, FLOAT): str,
-  (datetime.datetime, TIME): lambda v: v.isoformat(),
-  (dict, JSON): json.dumps,
-  (list, JSON): json.dumps,
-  (bytes, BYTES): lambda v: v,
-}
-CPP_2_PYTHON = {
-  STRING: lambda v: v.decode("utf-8"),
-  BOOL: lambda v: v == b"1",
-  INT: int,
-  FLOAT: float,
-  TIME: lambda v: datetime.datetime.fromisoformat(v.decode("utf-8")),
-  JSON: json.loads,
-  BYTES: lambda v: v,
-}
-
-def ensure_bytes(v):
-  return v.encode() if isinstance(v, str) else v
-
-class UnknownKeyName(Exception):
-  pass
-
-cdef class Params:
-  cdef c_Params* p
-  cdef str d
-
-  def __cinit__(self, d=""):
-    cdef string path = <string>d.encode()
-    with nogil:
-      self.p = new c_Params(path)
-    self.d = d
-
-  def __reduce__(self):
-    return (type(self), (self.d,))
-
-  def __dealloc__(self):
-    del self.p
-
-  def clear_all(self, tx_flag=ParamKeyFlag.ALL):
-    self.p.clearAll(tx_flag)
-
-  def check_key(self, key):
-    key = ensure_bytes(key)
-    if not self.p.checkKey(key):
-      raise UnknownKeyName(key)
-    return key
-
-  def python2cpp(self, proposed_type, expected_type, value, key):
-    cast = PYTHON_2_CPP.get((proposed_type, expected_type))
-    if cast:
-      return cast(value)
-    raise TypeError(f"Type mismatch while writing param {key}: {proposed_type=} {expected_type=} {value=}")
-
-  def _cpp2python(self, t, value, default, key):
-    if value is None:
-      return None
-    try:
-      return CPP_2_PYTHON[t](value)
-    except (KeyError, TypeError, ValueError):
-      cloudlog.warning(f"Failed to cast param {key} with {value=} from type {t=}")
-      return self._cpp2python(t, default, None, key)
-
-  def get(self, key, bool block=False, bool return_default=False):
-    cdef string k = self.check_key(key)
-    cdef ParamKeyType t = self.p.getKeyType(k)
-    cdef optional[string] default = self.p.getKeyDefaultValue(k)
-    cdef string val
-    with nogil:
-      val = self.p.get(k, block)
-
-    default_val = (default.value() if default.has_value() else None) if return_default else None
-    if val == b"":
-      if block:
-        # If we got no value while running in blocked mode
-        # it means we got an interrupt while waiting
-        raise KeyboardInterrupt
-      else:
-        return self._cpp2python(t, default_val, None, key)
-    return self._cpp2python(t, val, default_val, key)
-
-  def get_bool(self, key, bool block=False):
-    cdef string k = self.check_key(key)
-    cdef bool r
-    with nogil:
-      r = self.p.getBool(k, block)
-    return r
-
-  def _put_cast(self, key, dat):
-    cdef string k = self.check_key(key)
-    cdef ParamKeyType t = self.p.getKeyType(k)
-    return ensure_bytes(self.python2cpp(type(dat), t, dat, key))
-
-  def put(self, key, dat):
-    """
-    Warning: This function blocks until the param is written to disk!
-    In very rare cases this can take over a second, and your code will hang.
-    Use the put_nonblocking, put_bool_nonblocking in time sensitive code, but
-    in general try to avoid writing params as much as possible.
-    """
-    cdef string k = self.check_key(key)
-    cdef string dat_bytes = self._put_cast(key, dat)
-    with nogil:
-      self.p.put(k, dat_bytes)
-
-  def put_bool(self, key, bool val):
-    cdef string k = self.check_key(key)
-    with nogil:
-      self.p.putBool(k, val)
-
-  def put_nonblocking(self, key, dat):
-    cdef string k = self.check_key(key)
-    cdef string dat_bytes = self._put_cast(key, dat)
-    with nogil:
-      self.p.putNonBlocking(k, dat_bytes)
-
-  def put_bool_nonblocking(self, key, bool val):
-    cdef string k = self.check_key(key)
-    with nogil:
-      self.p.putBoolNonBlocking(k, val)
-
-  def remove(self, key):
-    cdef string k = self.check_key(key)
-    with nogil:
-      self.p.remove(k)
-
-  def get_param_path(self, key=""):
-    cdef string key_bytes = ensure_bytes(key)
-    return self.p.getParamPath(key_bytes).decode("utf-8")
-
-  def get_type(self, key):
-    return self.p.getKeyType(self.check_key(key))
-
-  def all_keys(self, flag=ParamKeyFlag.ALL):
-    return self.p.allKeys(flag)
-
-  def get_default_value(self, key):
-    cdef string k = self.check_key(key)
-    cdef ParamKeyType t = self.p.getKeyType(k)
-    cdef optional[string] default = self.p.getKeyDefaultValue(k)
-    return self._cpp2python(t, default.value(), None, key) if default.has_value() else None
-
-  def cpp2python(self, key, value):
-    cdef string k = self.check_key(key)
-    cdef ParamKeyType t = self.p.getKeyType(k)
-    return self._cpp2python(t, value, None, key)

common/tests/.gitignore

@@ -1 +0,0 @@
-test_common

common/tests/test_params.cc

@@ -1,27 +0,0 @@
-#include "catch2/catch.hpp"
-#define private public
-#include "common/params.h"
-#include "common/util.h"
-
-TEST_CASE("params_nonblocking_put") {
-  char tmp_path[] = "/tmp/asyncWriter_XXXXXX";
-  const std::string param_path = mkdtemp(tmp_path);
-  auto param_names = {"CarParams", "IsMetric"};
-  {
-    Params params(param_path);
-    for (const auto &name : param_names) {
-      params.putNonBlocking(name, "1");
-      // param is empty
-      REQUIRE(params.get(name).empty());
-    }
-
-    // check if thread is running
-    REQUIRE(params.future.valid());
-    REQUIRE(params.future.wait_for(std::chrono::milliseconds(0)) == std::future_status::timeout);
-  }
-  // check results
-  Params p(param_path);
-  for (const auto &name : param_names) {
-    REQUIRE(p.get(name) == "1");
-  }
-}

common/tests/test_runner.cc

@@ -1,2 +0,0 @@
-#define CATCH_CONFIG_MAIN
-#include "catch2/catch.hpp"

common/tests/test_swaglog.cc

@@ -1,90 +0,0 @@
-#include <zmq.h>
-
-#include <iostream>
-
-#include "catch2/catch.hpp"
-#include "common/swaglog.h"
-#include "common/util.h"
-#include "common/version.h"
-#include "system/hardware/hw.h"
-#include "third_party/json11/json11.hpp"
-
-#include "sunnypilot/common/version.h"
-
-std::string daemon_name = "testy";
-std::string dongle_id = "test_dongle_id";
-int LINE_NO = 0;
-
-void log_thread(int thread_id, int msg_cnt) {
-  for (int i = 0; i < msg_cnt; ++i) {
-    LOGD("%d", thread_id);
-    LINE_NO = __LINE__ - 1;
-    usleep(1);
-  }
-}
-
-void recv_log(int thread_cnt, int thread_msg_cnt) {
-  void *zctx = zmq_ctx_new();
-  void *sock = zmq_socket(zctx, ZMQ_PULL);
-  zmq_bind(sock, Path::swaglog_ipc().c_str());
-  std::vector<int> thread_msgs(thread_cnt);
-  int total_count = 0;
-
-  for (auto start = std::chrono::steady_clock::now(), now = start;
-       now < start + std::chrono::seconds{1} && total_count < (thread_cnt * thread_msg_cnt);
-       now = std::chrono::steady_clock::now()) {
-    char buf[4096] = {};
-    if (zmq_recv(sock, buf, sizeof(buf), ZMQ_DONTWAIT) <= 0) {
-      if (errno == EAGAIN || errno == EINTR || errno == EFSM) continue;
-      break;
-    }
-
-    REQUIRE(buf[0] == CLOUDLOG_DEBUG);
-    std::string err;
-    auto msg = json11::Json::parse(buf + 1, err);
-    REQUIRE(!msg.is_null());
-
-    REQUIRE(msg["levelnum"].int_value() == CLOUDLOG_DEBUG);
-    REQUIRE_THAT(msg["filename"].string_value(), Catch::Contains("test_swaglog.cc"));
-    REQUIRE(msg["funcname"].string_value() == "log_thread");
-    REQUIRE(msg["lineno"].int_value() == LINE_NO);
-
-    auto ctx = msg["ctx"];
-
-    REQUIRE(ctx["daemon"].string_value() == daemon_name);
-    REQUIRE(ctx["dongle_id"].string_value() == dongle_id);
-    REQUIRE(ctx["dirty"].bool_value() == true);
-
-    REQUIRE(ctx["version"].string_value() == SUNNYPILOT_VERSION);
-
-    std::string device = Hardware::get_name();
-    REQUIRE(ctx["device"].string_value() == device);
-
-    int thread_id = atoi(msg["msg"].string_value().c_str());
-    REQUIRE((thread_id >= 0 && thread_id < thread_cnt));
-    thread_msgs[thread_id]++;
-    total_count++;
-  }
-  for (int i = 0; i < thread_cnt; ++i) {
-    INFO("thread :" << i);
-    REQUIRE(thread_msgs[i] == thread_msg_cnt);
-  }
-  zmq_close(sock);
-  zmq_ctx_destroy(zctx);
-}
-
-TEST_CASE("swaglog") {
-  setenv("MANAGER_DAEMON", daemon_name.c_str(), 1);
-  setenv("DONGLE_ID", dongle_id.c_str(), 1);
-  setenv("dirty", "1", 1);
-  const int thread_cnt = 5;
-  const int thread_msg_cnt = 100;
-
-  std::vector<std::thread> log_threads;
-  for (int i = 0; i < thread_cnt; ++i) {
-    log_threads.push_back(std::thread(log_thread, i, thread_msg_cnt));
-  }
-  for (auto &t : log_threads) t.join();
-
-  recv_log(thread_cnt, thread_msg_cnt);
-}

common/tests/test_util.cc

@@ -1,147 +0,0 @@
-
-#include <dirent.h>
-#include <sys/stat.h>
-#include <sys/types.h>
-
-#include <algorithm>
-#include <climits>
-#include <fstream>
-#include <random>
-#include <string>
-
-#include "catch2/catch.hpp"
-#include "common/util.h"
-
-std::string random_bytes(int size) {
-  std::random_device rd;
-  std::independent_bits_engine<std::default_random_engine, CHAR_BIT, unsigned char> rbe(rd());
-  std::string bytes(size + 1, '\0');
-  std::generate(bytes.begin(), bytes.end(), std::ref(rbe));
-  return bytes;
-}
-
-TEST_CASE("util::read_file") {
-  SECTION("read /proc/version") {
-    std::string ret = util::read_file("/proc/version");
-    REQUIRE(ret.find("Linux version") != std::string::npos);
-  }
-  SECTION("read from sysfs") {
-    std::string ret = util::read_file("/sys/power/wakeup_count");
-    REQUIRE(!ret.empty());
-  }
-  SECTION("read file") {
-    char filename[] = "/tmp/test_read_XXXXXX";
-    int fd = mkstemp(filename);
-
-    REQUIRE(util::read_file(filename).empty());
-
-    std::string content = random_bytes(64 * 1024);
-    write(fd, content.c_str(), content.size());
-    std::string ret = util::read_file(filename);
-    bool equal = (ret == content);
-    REQUIRE(equal);
-    close(fd);
-  }
-  SECTION("read directory") {
-    REQUIRE(util::read_file(".").empty());
-  }
-  SECTION("read non-existent file") {
-    std::string ret = util::read_file("does_not_exist");
-    REQUIRE(ret.empty());
-  }
-  SECTION("read non-permission") {
-    REQUIRE(util::read_file("/proc/kmsg").empty());
-  }
-}
-
-TEST_CASE("util::file_exists") {
-  char filename[] = "/tmp/test_file_exists_XXXXXX";
-  int fd = mkstemp(filename);
-  REQUIRE(fd != -1);
-  close(fd);
-
-  SECTION("existent file") {
-    REQUIRE(util::file_exists(filename));
-    REQUIRE(util::file_exists("/tmp"));
-  }
-  SECTION("nonexistent file") {
-    std::string fn = filename;
-    REQUIRE(!util::file_exists(fn + "/nonexistent"));
-  }
-  SECTION("file has no access permissions") {
-    std::string fn = "/proc/kmsg";
-    std::ifstream f(fn);
-    REQUIRE(f.good() == false);
-    REQUIRE(util::file_exists(fn));
-  }
-  ::remove(filename);
-}
-
-TEST_CASE("util::read_files_in_dir") {
-  char tmp_path[] = "/tmp/test_XXXXXX";
-  const std::string test_path = mkdtemp(tmp_path);
-  const std::string files[] = {".test1", "'test2'", "test3"};
-  for (auto fn : files) {
-    std::ofstream{test_path + "/" + fn} << fn;
-  }
-  mkdir((test_path + "/dir").c_str(), 0777);
-
-  std::map<std::string, std::string> result = util::read_files_in_dir(test_path);
-  REQUIRE(result.find("dir") == result.end());
-  REQUIRE(result.size() == std::size(files));
-  for (auto& [k, v] : result) {
-    REQUIRE(k == v);
-  }
-}
-
-
-TEST_CASE("util::safe_fwrite") {
-  char filename[] = "/tmp/XXXXXX";
-  int fd = mkstemp(filename);
-  close(fd);
-  std::string dat = random_bytes(1024 * 1024);
-
-  FILE *f = util::safe_fopen(filename, "wb");
-  REQUIRE(f != nullptr);
-  size_t size = util::safe_fwrite(dat.data(), 1, dat.size(), f);
-  REQUIRE(size == dat.size());
-  int ret = util::safe_fflush(f);
-  REQUIRE(ret == 0);
-  ret = fclose(f);
-  REQUIRE(ret == 0);
-  bool equal = (dat == util::read_file(filename));
-  REQUIRE(equal);
-}
-
-TEST_CASE("util::create_directories") {
-  system("rm /tmp/test_create_directories -rf");
-  std::string dir = "/tmp/test_create_directories/a/b/c/d/e/f";
-
-  auto check_dir_permissions = [](const std::string &dir, mode_t mode) -> bool {
-    struct stat st = {};
-    return stat(dir.c_str(), &st) == 0 && (st.st_mode & S_IFMT) == S_IFDIR && (st.st_mode & (S_IRWXU | S_IRWXG | S_IRWXO)) == mode;
-  };
-
-  SECTION("create_directories") {
-    REQUIRE(util::create_directories(dir, 0755));
-    REQUIRE(check_dir_permissions(dir, 0755));
-  }
-  SECTION("dir already exists") {
-    REQUIRE(util::create_directories(dir, 0755));
-    REQUIRE(util::create_directories(dir, 0755));
-  }
-  SECTION("a file exists with the same name") {
-    REQUIRE(util::create_directories(dir, 0755));
-    int f = open((dir + "/file").c_str(), O_RDWR | O_CREAT);
-    REQUIRE(f != -1);
-    close(f);
-    REQUIRE(util::create_directories(dir + "/file", 0755) == false);
-    REQUIRE(util::create_directories(dir + "/file/1/2/3", 0755) == false);
-  }
-  SECTION("end with slashes") {
-    REQUIRE(util::create_directories(dir + "/", 0755));
-  }
-  SECTION("empty") {
-    REQUIRE(util::create_directories("", 0755) == false);
-  }
-}

common/transformations/.gitignore

@@ -1,2 +0,0 @@
-transformations
-transformations.cpp

common/transformations/SConscript

@@ -1,5 +0,0 @@
-Import('env', 'envCython')
-
-transformations = env.Library('transformations', ['orientation.cc', 'coordinates.cc'])
-transformations_python = envCython.Program('transformations.so', 'transformations.pyx')
-Export('transformations', 'transformations_python')

common/transformations/transformations.pxd

@@ -1,72 +0,0 @@
-# cython: language_level=3
-from libcpp cimport bool
-
-cdef extern from "orientation.cc":
-  pass
-
-cdef extern from "orientation.hpp":
-  cdef cppclass Quaternion "Eigen::Quaterniond":
-    Quaternion()
-    Quaternion(double, double, double, double)
-    double w()
-    double x()
-    double y()
-    double z()
-
-  cdef cppclass Vector3 "Eigen::Vector3d":
-    Vector3()
-    Vector3(double, double, double)
-    double operator()(int)
-
-  cdef cppclass Matrix3 "Eigen::Matrix3d":
-    Matrix3()
-    Matrix3(double*)
-
-    double operator()(int, int)
-
-  Quaternion euler2quat(const Vector3 &)
-  Vector3 quat2euler(const Quaternion &)
-  Matrix3 quat2rot(const Quaternion &)
-  Quaternion rot2quat(const Matrix3 &)
-  Vector3 rot2euler(const Matrix3 &)
-  Matrix3 euler2rot(const Vector3 &)
-  Matrix3 rot_matrix(double, double, double)
-  Vector3 ecef_euler_from_ned(const ECEF &, const Vector3 &)
-  Vector3 ned_euler_from_ecef(const ECEF &, const Vector3 &)
-
-
-cdef extern from "coordinates.cc":
-  cdef struct ECEF:
-    double x
-    double y
-    double z
-
-  cdef struct NED:
-    double n
-    double e
-    double d
-
-  cdef struct Geodetic:
-    double lat
-    double lon
-    double alt
-    bool radians
-
-  ECEF geodetic2ecef(const Geodetic &)
-  Geodetic ecef2geodetic(const ECEF &)
-
-  cdef cppclass LocalCoord_c "LocalCoord":
-    Matrix3 ned2ecef_matrix
-    Matrix3 ecef2ned_matrix
-
-    LocalCoord_c(const Geodetic &, const ECEF &)
-    LocalCoord_c(const Geodetic &)
-    LocalCoord_c(const ECEF &)
-
-    NED ecef2ned(const ECEF &)
-    ECEF ned2ecef(const NED &)
-    NED geodetic2ned(const Geodetic &)
-    Geodetic ned2geodetic(const NED &)
-
-cdef extern from "coordinates.hpp":
-  pass

common/transformations/transformations.pyx

@@ -1,173 +0,0 @@
-# distutils: language = c++
-# cython: language_level = 3
-from openpilot.common.transformations.transformations cimport Matrix3, Vector3, Quaternion
-from openpilot.common.transformations.transformations cimport ECEF, NED, Geodetic
-
-from openpilot.common.transformations.transformations cimport euler2quat as euler2quat_c
-from openpilot.common.transformations.transformations cimport quat2euler as quat2euler_c
-from openpilot.common.transformations.transformations cimport quat2rot as quat2rot_c
-from openpilot.common.transformations.transformations cimport rot2quat as rot2quat_c
-from openpilot.common.transformations.transformations cimport euler2rot as euler2rot_c
-from openpilot.common.transformations.transformations cimport rot2euler as rot2euler_c
-from openpilot.common.transformations.transformations cimport rot_matrix as rot_matrix_c
-from openpilot.common.transformations.transformations cimport ecef_euler_from_ned as ecef_euler_from_ned_c
-from openpilot.common.transformations.transformations cimport ned_euler_from_ecef as ned_euler_from_ecef_c
-from openpilot.common.transformations.transformations cimport geodetic2ecef as geodetic2ecef_c
-from openpilot.common.transformations.transformations cimport ecef2geodetic as ecef2geodetic_c
-from openpilot.common.transformations.transformations cimport LocalCoord_c
-
-
-import numpy as np
-cimport numpy as np
-
-cdef np.ndarray[double, ndim=2] matrix2numpy(Matrix3 m):
-    return np.array([
-        [m(0, 0), m(0, 1), m(0, 2)],
-        [m(1, 0), m(1, 1), m(1, 2)],
-        [m(2, 0), m(2, 1), m(2, 2)],
-    ])
-
-cdef Matrix3 numpy2matrix(np.ndarray[double, ndim=2, mode="fortran"] m):
-    assert m.shape[0] == 3
-    assert m.shape[1] == 3
-    return Matrix3(<double*>m.data)
-
-cdef ECEF list2ecef(ecef):
-    cdef ECEF e
-    e.x = ecef[0]
-    e.y = ecef[1]
-    e.z = ecef[2]
-    return e
-
-cdef NED list2ned(ned):
-    cdef NED n
-    n.n = ned[0]
-    n.e = ned[1]
-    n.d = ned[2]
-    return n
-
-cdef Geodetic list2geodetic(geodetic):
-    cdef Geodetic g
-    g.lat = geodetic[0]
-    g.lon = geodetic[1]
-    g.alt = geodetic[2]
-    return g
-
-def euler2quat_single(euler):
-    cdef Vector3 e = Vector3(euler[0], euler[1], euler[2])
-    cdef Quaternion q = euler2quat_c(e)
-    return [q.w(), q.x(), q.y(), q.z()]
-
-def quat2euler_single(quat):
-    cdef Quaternion q = Quaternion(quat[0], quat[1], quat[2], quat[3])
-    cdef Vector3 e = quat2euler_c(q)
-    return [e(0), e(1), e(2)]
-
-def quat2rot_single(quat):
-    cdef Quaternion q = Quaternion(quat[0], quat[1], quat[2], quat[3])
-    cdef Matrix3 r = quat2rot_c(q)
-    return matrix2numpy(r)
-
-def rot2quat_single(rot):
-    cdef Matrix3 r = numpy2matrix(np.asfortranarray(rot, dtype=np.double))
-    cdef Quaternion q = rot2quat_c(r)
-    return [q.w(), q.x(), q.y(), q.z()]
-
-def euler2rot_single(euler):
-    cdef Vector3 e = Vector3(euler[0], euler[1], euler[2])
-    cdef Matrix3 r = euler2rot_c(e)
-    return matrix2numpy(r)
-
-def rot2euler_single(rot):
-    cdef Matrix3 r = numpy2matrix(np.asfortranarray(rot, dtype=np.double))
-    cdef Vector3 e = rot2euler_c(r)
-    return [e(0), e(1), e(2)]
-
-def rot_matrix(roll, pitch, yaw):
-    return matrix2numpy(rot_matrix_c(roll, pitch, yaw))
-
-def ecef_euler_from_ned_single(ecef_init, ned_pose):
-    cdef ECEF init = list2ecef(ecef_init)
-    cdef Vector3 pose = Vector3(ned_pose[0], ned_pose[1], ned_pose[2])
-
-    cdef Vector3 e = ecef_euler_from_ned_c(init, pose)
-    return [e(0), e(1), e(2)]
-
-def ned_euler_from_ecef_single(ecef_init, ecef_pose):
-    cdef ECEF init = list2ecef(ecef_init)
-    cdef Vector3 pose = Vector3(ecef_pose[0], ecef_pose[1], ecef_pose[2])
-
-    cdef Vector3 e = ned_euler_from_ecef_c(init, pose)
-    return [e(0), e(1), e(2)]
-
-def geodetic2ecef_single(geodetic):
-    cdef Geodetic g = list2geodetic(geodetic)
-    cdef ECEF e = geodetic2ecef_c(g)
-    return [e.x, e.y, e.z]
-
-def ecef2geodetic_single(ecef):
-    cdef ECEF e = list2ecef(ecef)
-    cdef Geodetic g = ecef2geodetic_c(e)
-    return [g.lat, g.lon, g.alt]
-
-
-cdef class LocalCoord:
-    cdef LocalCoord_c * lc
-
-    def __init__(self, geodetic=None, ecef=None):
-        assert (geodetic is not None) or (ecef is not None)
-        if geodetic is not None:
-            self.lc = new LocalCoord_c(list2geodetic(geodetic))
-        elif ecef is not None:
-            self.lc = new LocalCoord_c(list2ecef(ecef))
-
-    @property
-    def ned2ecef_matrix(self):
-        return matrix2numpy(self.lc.ned2ecef_matrix)
-
-    @property
-    def ecef2ned_matrix(self):
-        return matrix2numpy(self.lc.ecef2ned_matrix)
-
-    @property
-    def ned_from_ecef_matrix(self):
-        return self.ecef2ned_matrix
-
-    @property
-    def ecef_from_ned_matrix(self):
-        return self.ned2ecef_matrix
-
-    @classmethod
-    def from_geodetic(cls, geodetic):
-        return cls(geodetic=geodetic)
-
-    @classmethod
-    def from_ecef(cls, ecef):
-        return cls(ecef=ecef)
-
-    def ecef2ned_single(self, ecef):
-        assert self.lc
-        cdef ECEF e = list2ecef(ecef)
-        cdef NED n = self.lc.ecef2ned(e)
-        return [n.n, n.e, n.d]
-
-    def ned2ecef_single(self, ned):
-        assert self.lc
-        cdef NED n = list2ned(ned)
-        cdef ECEF e = self.lc.ned2ecef(n)
-        return [e.x, e.y, e.z]
-
-    def geodetic2ned_single(self, geodetic):
-        assert self.lc
-        cdef Geodetic g = list2geodetic(geodetic)
-        cdef NED n = self.lc.geodetic2ned(g)
-        return [n.n, n.e, n.d]
-
-    def ned2geodetic_single(self, ned):
-        assert self.lc
-        cdef NED n = list2ned(ned)
-        cdef Geodetic g = self.lc.ned2geodetic(n)
-        return [g.lat, g.lon, g.alt]
-
-    def __dealloc__(self):
-        del self.lc

common/util.py

@@ -1,46 +0,0 @@
-import os
-import subprocess
-
-def sudo_write(val: str, path: str) -> None:
-  try:
-    with open(path, 'w') as f:
-      f.write(str(val))
-  except PermissionError:
-    os.system(f"sudo chmod a+w {path}")
-    try:
-      with open(path, 'w') as f:
-        f.write(str(val))
-    except PermissionError:
-      # fallback for debugfs files
-      os.system(f"sudo su -c 'echo {val} > {path}'")
-
-def sudo_read(path: str) -> str:
-  try:
-    return subprocess.check_output(f"sudo cat {path}", shell=True, encoding='utf8').strip()
-  except Exception:
-    return ""
-
-class MovingAverage:
-  def __init__(self, window_size: int):
-    self.window_size: int = window_size
-    self.buffer: list[float] = [0.0] * window_size
-    self.index: int = 0
-    self.count: int = 0
-    self.sum: float = 0.0
-
-  def add_value(self, new_value: float):
-    # Update the sum: subtract the value being replaced and add the new value
-    self.sum -= self.buffer[self.index]
-    self.buffer[self.index] = new_value
-    self.sum += new_value
-
-    # Update the index in a circular manner
-    self.index = (self.index + 1) % self.window_size
-
-    # Track the number of added values (for partial windows)
-    self.count = min(self.count + 1, self.window_size)
-
-  def get_average(self) -> float:
-    if self.count == 0:
-      return float('nan')
-    return self.sum / self.count

common/utils.py

@@ -1,118 +0,0 @@
-import io
-import os
-import tempfile
-import contextlib
-import subprocess
-import time
-import functools
-from subprocess import Popen, PIPE, TimeoutExpired
-import zstandard as zstd
-from openpilot.common.swaglog import cloudlog
-
-LOG_COMPRESSION_LEVEL = 10  # little benefit up to level 15. level ~17 is a small step change
-
-
-class CallbackReader:
-  """Wraps a file, but overrides the read method to also
-  call a callback function with the number of bytes read so far."""
-  def __init__(self, f, callback, *args):
-    self.f = f
-    self.callback = callback
-    self.cb_args = args
-    self.total_read = 0
-
-  def __getattr__(self, attr):
-    return getattr(self.f, attr)
-
-  def read(self, *args, **kwargs):
-    chunk = self.f.read(*args, **kwargs)
-    self.total_read += len(chunk)
-    self.callback(*self.cb_args, self.total_read)
-    return chunk
-
-
-@contextlib.contextmanager
-def atomic_write(path: str, mode: str = 'w', buffering: int = -1, encoding: str | None = None, newline: str | None = None,
-                 overwrite: bool = False):
-  """Write to a file atomically using a temporary file in the same directory as the destination file."""
-  dir_name = os.path.dirname(path)
-
-  if not overwrite and os.path.exists(path):
-    raise FileExistsError(f"File '{path}' already exists. To overwrite it, set 'overwrite' to True.")
-
-  with tempfile.NamedTemporaryFile(mode=mode, buffering=buffering, encoding=encoding, newline=newline, dir=dir_name, delete=False) as tmp_file:
-    yield tmp_file
-    tmp_file_name = tmp_file.name
-  os.replace(tmp_file_name, path)
-
-
-def get_upload_stream(filepath: str, should_compress: bool) -> tuple[io.BufferedIOBase, int]:
-  if not should_compress:
-    file_size = os.path.getsize(filepath)
-    file_stream = open(filepath, "rb")
-    return file_stream, file_size
-
-  # Compress the file on the fly
-  compressed_stream = io.BytesIO()
-  compressor = zstd.ZstdCompressor(level=LOG_COMPRESSION_LEVEL)
-
-  with open(filepath, "rb") as f:
-    compressor.copy_stream(f, compressed_stream)
-    compressed_size = compressed_stream.tell()
-    compressed_stream.seek(0)
-    return compressed_stream, compressed_size
-
-
-# remove all keys that end in DEPRECATED
-def strip_deprecated_keys(d):
-  for k in list(d.keys()):
-    if isinstance(k, str):
-      if k.endswith('DEPRECATED'):
-        d.pop(k)
-      elif isinstance(d[k], dict):
-        strip_deprecated_keys(d[k])
-  return d
-
-
-def run_cmd(cmd: list[str], cwd=None, env=None) -> str:
-  return subprocess.check_output(cmd, encoding='utf8', cwd=cwd, env=env).strip()
-
-
-def run_cmd_default(cmd: list[str], default: str = "", cwd=None, env=None) -> str:
-  try:
-    return run_cmd(cmd, cwd=cwd, env=env)
-  except subprocess.CalledProcessError:
-    return default
-
-
-@contextlib.contextmanager
-def managed_proc(cmd: list[str], env: dict[str, str]):
-  proc = Popen(cmd, env=env, stdout=PIPE, stderr=PIPE)
-  try:
-    yield proc
-  finally:
-    if proc.poll() is None:
-      proc.terminate()
-    try:
-      proc.wait(timeout=5)
-    except TimeoutExpired:
-      proc.kill()
-
-
-def retry(attempts=3, delay=1.0, ignore_failure=False):
-  def decorator(func):
-    @functools.wraps(func)
-    def wrapper(*args, **kwargs):
-      for _ in range(attempts):
-        try:
-          return func(*args, **kwargs)
-        except Exception:
-          cloudlog.exception(f"{func.__name__} failed, trying again")
-          time.sleep(delay)
-
-      if ignore_failure:
-        cloudlog.error(f"{func.__name__} failed after retry")
-      else:
-        raise Exception(f"{func.__name__} failed after retry")
-    return wrapper
-  return decorator

common/version.h

@@ -1 +0,0 @@
-#define COMMA_VERSION "0.10.3"

conftest.py

@@ -1,112 +0,0 @@
-import contextlib
-import gc
-import os
-import pytest
-
-from openpilot.common.prefix import OpenpilotPrefix
-from openpilot.system.manager import manager
-from openpilot.system.hardware import TICI, HARDWARE
-
-# TODO: pytest-cpp doesn't support FAIL, and we need to create test translations in sessionstart
-# pending https://github.com/pytest-dev/pytest-cpp/pull/147
-collect_ignore = [
-  "selfdrive/ui/tests/test_translations",
-  "selfdrive/test/process_replay/test_processes.py",
-  "selfdrive/test/process_replay/test_regen.py",
-]
-collect_ignore_glob = [
-  "selfdrive/debug/*.py",
-  "selfdrive/modeld/*.py",
-  "sunnypilot/modeld*/*.py",
-]
-
-
-def pytest_sessionstart(session):
-  # TODO: fix tests and enable test order randomization
-  if session.config.pluginmanager.hasplugin('randomly'):
-    session.config.option.randomly_reorganize = False
-
-
-@pytest.hookimpl(hookwrapper=True, trylast=True)
-def pytest_runtest_call(item):
-  # ensure we run as a hook after capturemanager's
-  if item.get_closest_marker("nocapture") is not None:
-    capmanager = item.config.pluginmanager.getplugin("capturemanager")
-    with capmanager.global_and_fixture_disabled():
-      yield
-  else:
-    yield
-
-
-@contextlib.contextmanager
-def clean_env():
-  starting_env = dict(os.environ)
-  yield
-  os.environ.clear()
-  os.environ.update(starting_env)
-
-
-@pytest.fixture(scope="function", autouse=True)
-def openpilot_function_fixture(request):
-  with clean_env():
-    # setup a clean environment for each test
-    with OpenpilotPrefix(shared_download_cache=request.node.get_closest_marker("shared_download_cache") is not None) as prefix:
-      prefix = os.environ["OPENPILOT_PREFIX"]
-
-      yield
-
-      # ensure the test doesn't change the prefix
-      assert "OPENPILOT_PREFIX" in os.environ and prefix == os.environ["OPENPILOT_PREFIX"]
-
-    # cleanup any started processes
-    manager.manager_cleanup()
-
-    # some processes disable gc for performance, re-enable here
-    if not gc.isenabled():
-      gc.enable()
-      gc.collect()
-
-# If you use setUpClass, the environment variables won't be cleared properly,
-# so we need to hook both the function and class pytest fixtures
-@pytest.fixture(scope="class", autouse=True)
-def openpilot_class_fixture():
-  with clean_env():
-    yield
-
-
-@pytest.fixture(scope="function")
-def tici_setup_fixture(request, openpilot_function_fixture):
-  """Ensure a consistent state for tests on-device. Needs the openpilot function fixture to run first."""
-  if 'skip_tici_setup' in request.keywords:
-    return
-  HARDWARE.initialize_hardware()
-  HARDWARE.set_power_save(False)
-  os.system("pkill -9 -f athena")
-
-
-@pytest.hookimpl(tryfirst=True)
-def pytest_collection_modifyitems(config, items):
-  skipper = pytest.mark.skip(reason="Skipping tici test on PC")
-  for item in items:
-    if "tici" in item.keywords:
-      if not TICI:
-        item.add_marker(skipper)
-      else:
-        item.fixturenames.append('tici_setup_fixture')
-
-    if "xdist_group_class_property" in item.keywords:
-      class_property_name = item.get_closest_marker('xdist_group_class_property').args[0]
-      class_property_value = getattr(item.cls, class_property_name)
-      item.add_marker(pytest.mark.xdist_group(class_property_value))
-
-
-@pytest.hookimpl(trylast=True)
-def pytest_configure(config):
-  config_line = "xdist_group_class_property: group tests by a property of the class that contains them"
-  config.addinivalue_line("markers", config_line)
-
-  config_line = "nocapture: don't capture test output"
-  config.addinivalue_line("markers", config_line)
-
-  config_line = "shared_download_cache: share download cache between tests"
-  config.addinivalue_line("markers", config_line)

docs/AI_POLICY.md

@@ -0,0 +1,44 @@
+# AI policy
+
+## Why this exists
+
+We use AI tools ourselves, so this isn't an anti-AI stance. The problem is people submitting code, issues, or comments they don't actually understand. AI makes that very easy to do, and it creates real work for reviewers who have to figure out what you meant when you can't explain it yourself.
+
+If you're not going to put effort into understanding and verifying your submission, we're not going to put effort into reviewing it.
+
+## The rule
+
+You are responsible for everything you submit: code, PR descriptions, issues, bug reports, comments.
+
+1. Understand what you submit. If a reviewer asks why you did something, you answer from your own understanding, not by re-prompting. If you can't do that, don't submit it.
+
+2. Test your change. AI gets things wrong all the time. Run it, break it, confirm it actually works.
+
+3. Driving fixes need real evidence. Attach a dongle ID, upload logs, and include segments that show the fix working. A route hash by itself proves nothing.
+
+4. No AI-generated media (images, diagrams, videos) in issues or PRs.
+
+## Disclosure
+
+If AI tools helped you write something, say so. Add an `Assisted-by:` line in your commit message:
+
+```
+Assisted-by: GitHub Copilot
+Assisted-by: Claude
+```
+
+Disclosing won't count against your PR. It helps reviewers know where to look. Hiding it and getting caught will.
+
+## How we review
+
+Reviewers are looking at whether you understand your own change. Can you explain it? Can you respond to feedback without re-prompting? Does your PR description say why you made the change, not just list what changed?
+
+Good code from someone who used AI and understands what they wrote is fine. How you got there doesn't matter as long as you can stand behind it.
+
+## What happens
+
+Submissions that don't meet this bar get closed. If it keeps happening, you get blocked.
+
+## Maintainers
+
+Maintainers use AI at their discretion. They've earned that through sustained contribution and they know the codebase.

docs/CARS.md

@@ -1,31 +1,30 @@
-<!--- AUTOGENERATED FROM selfdrive/car/CARS_template.md, DO NOT EDIT. --->
+<!--- AUTOGENERATED FROM openpilot/selfdrive/car/CARS_template.md, DO NOT EDIT. --->
 
 # Supported Cars
 
 A supported vehicle is one that just works when you install a comma device. All supported cars provide a better experience than any stock system. Supported vehicles reference the US market unless otherwise specified.
 
-# 341 Supported Cars
+# 345 Supported Cars
 
 |Make|Model|Supported Package|ACC|No ACC accel below|No ALC below|Steering Torque|Resume from stop|<a href="##"><img width=2000></a>Hardware Needed<br>&nbsp;|Video|Setup Video|
 |---|---|---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 |Acura|ILX 2016-18|Technology Plus Package or AcuraWatch Plus|openpilot|26 mph|25 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura ILX 2016-18">Buy Here</a></sub></details>|||
 |Acura|ILX 2019|All|openpilot|26 mph|25 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura ILX 2019">Buy Here</a></sub></details>|||
-|Acura|MDX 2025|All except Type S|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2025">Buy Here</a></sub></details>|||
+|Acura|MDX 2022-24|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|43 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2022-24">Buy Here</a></sub></details>|||
+|Acura|MDX 2025-26|All except Type S|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2025-26">Buy Here</a></sub></details>|||
 |Acura|RDX 2016-18|AcuraWatch Plus or Advance Package|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2016-18">Buy Here</a></sub></details>|||
-|Acura|RDX 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2019-21">Buy Here</a></sub></details>|||
+|Acura|RDX 2019-21|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2019-21">Buy Here</a></sub></details>|||
-|Acura|TLX 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2021">Buy Here</a></sub></details>|||
+|Acura|TLX 2021-22|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2021-22">Buy Here</a></sub></details>|||
-|Audi|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
+|Acura|TLX 2025|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2025">Buy Here</a></sub></details>|||
-|Audi|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
+|Audi[<sup>12</sup>](#footnotes)|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
-|Audi|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
+|Audi[<sup>12</sup>](#footnotes)|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
-|Audi|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
+|Audi[<sup>12</sup>](#footnotes)|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
-|Audi|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
+|Audi[<sup>12</sup>](#footnotes)|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
-|Audi|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
+|Audi[<sup>12</sup>](#footnotes)|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
-|Chevrolet|Bolt EUV 2022-23|Premier or Premier Redline Trim, without Super Cruise Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EUV 2022-23">Buy Here</a></sub></details>|<a href="https://youtu.be/xvwzGMUA210" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Audi[<sup>12</sup>](#footnotes)|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
+|Chevrolet|Bolt EUV 2022-23|Premier or Premier Redline Trim, without Super Cruise Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EUV 2022-23">Buy Here</a></sub></details>|<a href="https://youtu.be/xvwzGMUA210" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Chevrolet|Bolt EV 2022-23|2LT Trim with Adaptive Cruise Control Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV 2022-23">Buy Here</a></sub></details>|||
-|Chevrolet|Bolt EV Non-ACC 2017|Adaptive Cruise Control (ACC)|Stock|24 mph|7 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV Non-ACC 2017">Buy Here</a></sub></details>|||
-|Chevrolet|Bolt EV Non-ACC 2018-21|Adaptive Cruise Control (ACC)|Stock|24 mph|7 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV Non-ACC 2018-21">Buy Here</a></sub></details>|||
 |Chevrolet|Equinox 2019-22|Adaptive Cruise Control (ACC)|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Equinox 2019-22">Buy Here</a></sub></details>|||
-|Chevrolet|Malibu Non-ACC 2016-23|Adaptive Cruise Control (ACC)|Stock|24 mph|7 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Malibu Non-ACC 2016-23">Buy Here</a></sub></details>|||
 |Chevrolet|Silverado 1500 2020-21|Safety Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Silverado 1500 2020-21">Buy Here</a></sub></details>|||
 |Chevrolet|Trailblazer 2021-22|Adaptive Cruise Control (ACC)|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Trailblazer 2021-22">Buy Here</a></sub></details>|||
 |Chrysler|Pacifica 2017-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica 2017-18">Buy Here</a></sub></details>|||
@@ -33,34 +32,35 @@ A supported vehicle is one that just works when you install a comma device. All
 |Chrysler|Pacifica 2021-23|All|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica 2021-23">Buy Here</a></sub></details>|||
 |Chrysler|Pacifica Hybrid 2017-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica Hybrid 2017-18">Buy Here</a></sub></details>|||
 |Chrysler|Pacifica Hybrid 2019-25|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica Hybrid 2019-25">Buy Here</a></sub></details>|||
-|comma|body|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|None|<a href="https://youtu.be/VT-i3yRsX2s?t=2736" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|comma|body|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|None|<a href="https://youtu.be/VT-i3yRsX2s?t=2736" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|CUPRA|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
+|CUPRA[<sup>12</sup>](#footnotes)|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
+|CUPRA[<sup>12</sup>](#footnotes)|Born 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot[<sup>16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Born 2021-23">Buy Here</a></sub></details>|||
 |Dodge|Durango 2020-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Dodge Durango 2020-21">Buy Here</a></sub></details>|||
 |Ford|Bronco Sport 2021-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Bronco Sport 2021-24">Buy Here</a></sub></details>|||
 |Ford|Escape 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Escape Hybrid 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Escape Plug-in Hybrid 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape Plug-in Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape Plug-in Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
-|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Explorer 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer 2020-24">Buy Here</a></sub></details>|||
 |Ford|Explorer Hybrid 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer Hybrid 2020-24">Buy Here</a></sub></details>|||
-|Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
-|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
-|Ford|Focus 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018">Buy Here</a></sub></details>|||
+|Ford|Focus 2018-22[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018-22">Buy Here</a></sub></details>|||
-|Ford|Focus Hybrid 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018">Buy Here</a></sub></details>|||
+|Ford|Focus Hybrid 2018-22[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018-22">Buy Here</a></sub></details>|||
 |Ford|Kuga 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga 2020-23">Buy Here</a></sub></details>|||
 |Ford|Kuga Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2020-23">Buy Here</a></sub></details>|||
-|Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Kuga Plug-in Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2020-23">Buy Here</a></sub></details>|||
-|Ford|Kuga Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Kuga Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Maverick 2022|LARIAT Luxury|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick 2022">Buy Here</a></sub></details>|||
 |Ford|Maverick 2023-24|Co-Pilot360 Assist|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick 2023-24">Buy Here</a></sub></details>|||
 |Ford|Maverick Hybrid 2022|LARIAT Luxury|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick Hybrid 2022">Buy Here</a></sub></details>|||
 |Ford|Maverick Hybrid 2023-24|Co-Pilot360 Assist|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick Hybrid 2023-24">Buy Here</a></sub></details>|||
-|Ford|Mustang Mach-E 2021-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Mustang Mach-E 2021-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Mustang Mach-E 2021-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Mustang Mach-E 2021-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
-|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Genesis|G70 2018|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2018">Buy Here</a></sub></details>|||
 |Genesis|G70 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2019-21">Buy Here</a></sub></details>|||
 |Genesis|G70 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2022-23">Buy Here</a></sub></details>|||
@@ -75,37 +75,38 @@ A supported vehicle is one that just works when you install a comma device. All
 |Genesis|GV70 Electrified (Australia Only) 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis GV70 Electrified (Australia Only) 2022">Buy Here</a></sub></details>|||
 |Genesis|GV70 Electrified (with HDA II) 2023-24|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis GV70 Electrified (with HDA II) 2023-24">Buy Here</a></sub></details>|||
 |Genesis|GV80 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai M connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis GV80 2023">Buy Here</a></sub></details>|||
-|GMC|Sierra 1500 2020-21|Driver Alert Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=GMC Sierra 1500 2020-21">Buy Here</a></sub></details>|<a href="https://youtu.be/5HbNoBLzRwE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|GMC|Sierra 1500 2020-21|Driver Alert Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=GMC Sierra 1500 2020-21">Buy Here</a></sub></details>|<a href="https://youtu.be/5HbNoBLzRwE" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Accord 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2018-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=mrUwlj3Mi58" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Accord 2018-22|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2018-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=mrUwlj3Mi58" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Honda|Accord 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2023-25">Buy Here</a></sub></details>|||
-|Honda|Accord Hybrid 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2018-22">Buy Here</a></sub></details>|||
+|Honda|Accord Hybrid 2018-22|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2018-22">Buy Here</a></sub></details>|||
-|Honda|Accord Hybrid 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2023-25">Buy Here</a></sub></details>|||
+|Honda|Accord Hybrid 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2023-26">Buy Here</a></sub></details>|||
-|Honda|City (Brazil only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|14 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda City (Brazil only) 2023">Buy Here</a></sub></details>|||
+|Honda|City (Brazil only) 2023-25|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|14 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda City (Brazil only) 2023-25">Buy Here</a></sub></details>|||
-|Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Civic 2019-21|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Civic 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Civic 2022-26|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2022-26">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Civic Hatchback 2017-18|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2017-18">Buy Here</a></sub></details>|||
+|Honda|Civic Hatchback 2017-18|Honda Sensing|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2017-18">Buy Here</a></sub></details>|||
-|Honda|Civic Hatchback 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2019-21">Buy Here</a></sub></details>|||
+|Honda|Civic Hatchback 2019-21|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2019-21">Buy Here</a></sub></details>|||
-|Honda|Civic Hatchback 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Civic Hatchback 2022-24|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Civic Hatchback Hybrid 2025-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid 2025-26">Buy Here</a></sub></details>|||
+|Honda|Civic Hatchback Hybrid 2025-26|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid 2025-26">Buy Here</a></sub></details>|||
-|Honda|Civic Hatchback Hybrid (Europe only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid (Europe only) 2023">Buy Here</a></sub></details>|||
+|Honda|Civic Hatchback Hybrid (Europe only) 2023|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid (Europe only) 2023">Buy Here</a></sub></details>|||
-|Honda|Civic Hybrid 2025-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hybrid 2025-26">Buy Here</a></sub></details>|||
+|Honda|Civic Hybrid 2025-26|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hybrid 2025-26">Buy Here</a></sub></details>|||
-|Honda|Clarity 2018-21|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector + Honda Clarity Proxy Board<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://shop.retropilot.org/product/honda-clarity-proxy-board-kit">Buy Here</a></sub></details>|||
 |Honda|CR-V 2015-16|Touring Trim|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2015-16">Buy Here</a></sub></details>|||
-|Honda|CR-V 2017-22|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|15 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2017-22">Buy Here</a></sub></details>|||
+|Honda|CR-V 2017-22|Honda Sensing|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|15 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2017-22">Buy Here</a></sub></details>|||
 |Honda|CR-V 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2023-26">Buy Here</a></sub></details>|||
-|Honda|CR-V Hybrid 2017-22|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2017-22">Buy Here</a></sub></details>|||
+|Honda|CR-V Hybrid 2017-22|Honda Sensing|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2017-22">Buy Here</a></sub></details>|||
-|Honda|CR-V Hybrid 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2023-25">Buy Here</a></sub></details>|||
+|Honda|CR-V Hybrid 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2023-26">Buy Here</a></sub></details>|||
-|Honda|e 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda e 2020">Buy Here</a></sub></details>|||
+|Honda|e 2020|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda e 2020">Buy Here</a></sub></details>|||
 |Honda|Fit 2018-20|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Fit 2018-20">Buy Here</a></sub></details>|||
 |Honda|Freed 2020|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Freed 2020">Buy Here</a></sub></details>|||
 |Honda|HR-V 2019-22|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda HR-V 2019-22">Buy Here</a></sub></details>|||
-|Honda|HR-V 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda HR-V 2023-25">Buy Here</a></sub></details>|||
+|Honda|HR-V 2023-25|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda HR-V 2023-25">Buy Here</a></sub></details>|||
-|Honda|Insight 2019-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Insight 2019-22">Buy Here</a></sub></details>|||
+|Honda|Insight 2019-22|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Insight 2019-22">Buy Here</a></sub></details>|||
-|Honda|Inspire 2018|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Inspire 2018">Buy Here</a></sub></details>|||
+|Honda|Inspire 2018|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Inspire 2018">Buy Here</a></sub></details>|||
-|Honda|N-Box 2018|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|11 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda N-Box 2018">Buy Here</a></sub></details>|||
+|Honda|N-Box 2018|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|11 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda N-Box 2018">Buy Here</a></sub></details>|||
 |Honda|Odyssey 2018-20|Honda Sensing|openpilot|26 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey 2018-20">Buy Here</a></sub></details>|||
-|Honda|Odyssey 2021-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|43 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey 2021-26">Buy Here</a></sub></details>|||
+|Honda|Odyssey 2021-26|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|43 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey 2021-26">Buy Here</a></sub></details>|||
+|Honda|Odyssey (Singapore) 2021|Honda Sensing|openpilot|19 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey (Singapore) 2021">Buy Here</a></sub></details>|||
+|Honda|Odyssey (Taiwan) 2018-19|Honda Sensing|openpilot|19 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey (Taiwan) 2018-19">Buy Here</a></sub></details>|||
 |Honda|Passport 2019-25|All|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Passport 2019-25">Buy Here</a></sub></details>|||
 |Honda|Passport 2026|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Passport 2026">Buy Here</a></sub></details>|||
 |Honda|Pilot 2016-22|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Pilot 2016-22">Buy Here</a></sub></details>|||
@@ -117,16 +118,16 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Custin 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Custin 2023">Buy Here</a></sub></details>|||
 |Hyundai|Elantra 2017-18|Smart Cruise Control (SCC)|Stock|19 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2017-18">Buy Here</a></sub></details>|||
 |Hyundai|Elantra 2019|Smart Cruise Control (SCC)|Stock|19 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2019">Buy Here</a></sub></details>|||
-|Hyundai|Elantra 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Elantra 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Elantra GT 2017-20|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra GT 2017-20">Buy Here</a></sub></details>|||
-|Hyundai|Elantra Hybrid 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra Hybrid 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Elantra Hybrid 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra Hybrid 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Hyundai|Elantra Non-SCC 2022|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra Non-SCC 2022">Buy Here</a></sub></details>|||
 |Hyundai|Genesis 2015-16|Smart Cruise Control (SCC)|Stock|19 mph|37 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai J connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Genesis 2015-16">Buy Here</a></sub></details>|||
 |Hyundai|i30 2017-19|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai i30 2017-19">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq 5 (Southeast Asia and Europe only) 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 5 (Southeast Asia and Europe only) 2022-24">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq 5 (with HDA II) 2022-24|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 5 (with HDA II) 2022-24">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq 5 (without HDA II) 2022-24|Highway Driving Assist|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 5 (without HDA II) 2022-24">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq 6 (with HDA II) 2023-24|Highway Driving Assist II|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai P connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 6 (with HDA II) 2023-24">Buy Here</a></sub></details>|||
+|Hyundai|Ioniq 6 (without HDA II) 2023-24|Highway Driving Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 6 (without HDA II) 2023-24">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq Electric 2019|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq Electric 2019">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq Electric 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq Electric 2020">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq Hybrid 2017-19|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq Hybrid 2017-19">Buy Here</a></sub></details>|||
@@ -137,19 +138,17 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Kona 2022-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai O connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona 2022-23">Buy Here</a></sub></details>|||
 |Hyundai|Kona Electric 2018-21|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric 2018-21">Buy Here</a></sub></details>|||
 |Hyundai|Kona Electric 2022-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai O connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric 2022-23">Buy Here</a></sub></details>|||
-|Hyundai|Kona Electric (with HDA II, Korea only) 2023|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric (with HDA II, Korea only) 2023">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=U2fOCmcQ8hw" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Kona Electric (with HDA II, Korea only) 2023|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric (with HDA II, Korea only) 2023">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=U2fOCmcQ8hw" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Hyundai|Kona Electric Non-SCC 2019|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric Non-SCC 2019">Buy Here</a></sub></details>|||
 |Hyundai|Kona Hybrid 2020|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai I connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Hybrid 2020">Buy Here</a></sub></details>|||
-|Hyundai|Kona Non-SCC 2019|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Non-SCC 2019">Buy Here</a></sub></details>|||
 |Hyundai|Nexo 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Nexo 2021">Buy Here</a></sub></details>|||
-|Hyundai|Palisade 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Palisade 2020-22">Buy Here</a></sub></details>|<a href="https://youtu.be/TAnDqjF4fDY?t=456" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Palisade 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Palisade 2020-22">Buy Here</a></sub></details>|<a href="https://youtu.be/TAnDqjF4fDY?t=456" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Santa Cruz 2022-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Cruz 2022-24">Buy Here</a></sub></details>|||
-|Hyundai|Santa Fe 2019-20|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe 2019-20">Buy Here</a></sub></details>|<a href="https://youtu.be/bjDR0YjM__s" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Santa Fe 2019-20|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe 2019-20">Buy Here</a></sub></details>|<a href="https://youtu.be/bjDR0YjM__s" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Hyundai|Santa Fe 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/VnHzSTygTS4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Santa Fe 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/VnHzSTygTS4" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Santa Fe Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe Hybrid 2022-23">Buy Here</a></sub></details>|||
 |Hyundai|Santa Fe Plug-in Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe Plug-in Hybrid 2022-23">Buy Here</a></sub></details>|||
 |Hyundai|Sonata 2018-19|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Sonata 2018-19">Buy Here</a></sub></details>|||
-|Hyundai|Sonata 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Sonata 2020-23">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=ix63r9kE3Fw" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Sonata 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Sonata 2020-23">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=ix63r9kE3Fw" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Sonata Hybrid 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Sonata Hybrid 2020-23">Buy Here</a></sub></details>|||
 |Hyundai|Staria 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Staria 2023">Buy Here</a></sub></details>|||
 |Hyundai|Tucson 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Tucson 2021">Buy Here</a></sub></details>|||
@@ -159,58 +158,58 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Tucson Hybrid 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Tucson Hybrid 2022-24">Buy Here</a></sub></details>|||
 |Hyundai|Tucson Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Tucson Plug-in Hybrid 2024">Buy Here</a></sub></details>|||
 |Hyundai|Veloster 2019-20|Smart Cruise Control (SCC)|Stock|5 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Veloster 2019-20">Buy Here</a></sub></details>|||
-|Jeep|Grand Cherokee 2016-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Jeep Grand Cherokee 2016-18">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=eLR9o2JkuRk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Jeep|Grand Cherokee 2016-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Jeep Grand Cherokee 2016-18">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=eLR9o2JkuRk" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Jeep|Grand Cherokee 2019-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Jeep Grand Cherokee 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=jBe4lWnRSu4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Jeep|Grand Cherokee 2019-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Jeep Grand Cherokee 2019-21">Buy Here</a></sub></details>|||
 |Kia|Carnival 2022-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Carnival 2022-24">Buy Here</a></sub></details>|||
 |Kia|Carnival (China only) 2023|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Carnival (China only) 2023">Buy Here</a></sub></details>|||
 |Kia|Ceed 2019-21|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Ceed 2019-21">Buy Here</a></sub></details>|||
-|Kia|Ceed Plug-in Hybrid Non-SCC 2022|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai I connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Ceed Plug-in Hybrid Non-SCC 2022">Buy Here</a></sub></details>|||
 |Kia|EV6 (Southeast Asia only) 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai P connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia EV6 (Southeast Asia only) 2022-24">Buy Here</a></sub></details>|||
 |Kia|EV6 (with HDA II) 2022-24|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai P connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia EV6 (with HDA II) 2022-24">Buy Here</a></sub></details>|||
 |Kia|EV6 (without HDA II) 2022-24|Highway Driving Assist|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia EV6 (without HDA II) 2022-24">Buy Here</a></sub></details>|||
 |Kia|Forte 2019-21|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|6 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Forte 2019-21">Buy Here</a></sub></details>|||
 |Kia|Forte 2022-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Forte 2022-23">Buy Here</a></sub></details>|||
-|Kia|Forte Non-SCC 2019|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Forte Non-SCC 2019">Buy Here</a></sub></details>|||
 |Kia|K5 2021-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K5 2021-24">Buy Here</a></sub></details>|||
 |Kia|K5 Hybrid 2020-22|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K5 Hybrid 2020-22">Buy Here</a></sub></details>|||
+|Kia|K7 2017|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K7 2017">Buy Here</a></sub></details>|||
 |Kia|K8 Hybrid (with HDA II) 2023|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K8 Hybrid (with HDA II) 2023">Buy Here</a></sub></details>|||
-|Kia|Niro EV 2019|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Niro EV 2019|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Kia|Niro EV 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2020">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Niro EV 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2020">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Kia|Niro EV 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2021">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Niro EV 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2021">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Kia|Niro EV 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2022">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Niro EV 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2022">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Kia|Niro EV (with HDA II) 2025|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV (with HDA II) 2025">Buy Here</a></sub></details>|||
+|Kia|Niro EV (with HDA II) 2024-25|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV (with HDA II) 2024-25">Buy Here</a></sub></details>|||
 |Kia|Niro EV (without HDA II) 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV (without HDA II) 2023-25">Buy Here</a></sub></details>|||
 |Kia|Niro Hybrid 2018|Smart Cruise Control (SCC)|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2018">Buy Here</a></sub></details>|||
 |Kia|Niro Hybrid 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2021">Buy Here</a></sub></details>|||
 |Kia|Niro Hybrid 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2022">Buy Here</a></sub></details>|||
-|Kia|Niro Hybrid 2023|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2023">Buy Here</a></sub></details>|||
+|Kia|Niro Hybrid 2023-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2023-24">Buy Here</a></sub></details>|||
 |Kia|Niro Plug-in Hybrid 2018-19|All|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Plug-in Hybrid 2018-19">Buy Here</a></sub></details>|||
 |Kia|Niro Plug-in Hybrid 2020|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Plug-in Hybrid 2020">Buy Here</a></sub></details>|||
 |Kia|Niro Plug-in Hybrid 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Plug-in Hybrid 2021">Buy Here</a></sub></details>|||
 |Kia|Niro Plug-in Hybrid 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Plug-in Hybrid 2022">Buy Here</a></sub></details>|||
 |Kia|Optima 2017|Advanced Smart Cruise Control|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Optima 2017">Buy Here</a></sub></details>|||
 |Kia|Optima 2019-20|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Optima 2019-20">Buy Here</a></sub></details>|||
-|Kia|Optima Hybrid 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Optima Hybrid 2019">Buy Here</a></sub></details>|||
+|Kia|Optima Hybrid 2019|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Optima Hybrid 2019">Buy Here</a></sub></details>|||
 |Kia|Seltos 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Seltos 2021">Buy Here</a></sub></details>|||
-|Kia|Sorento 2018|Advanced Smart Cruise Control & LKAS|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2018">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Sorento 2018|Advanced Smart Cruise Control & LKAS|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2018">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Kia|Sorento 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Sorento 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Kia|Sorento 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2021-23">Buy Here</a></sub></details>|||
 |Kia|Sorento Hybrid 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento Hybrid 2021-23">Buy Here</a></sub></details>|||
 |Kia|Sorento Plug-in Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento Plug-in Hybrid 2022-23">Buy Here</a></sub></details>|||
 |Kia|Sportage 2023-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sportage 2023-24">Buy Here</a></sub></details>|||
 |Kia|Sportage Hybrid 2023|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sportage Hybrid 2023">Buy Here</a></sub></details>|||
-|Kia|Stinger 2018-20|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=MJ94qoofYw0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Stinger 2018-20|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=MJ94qoofYw0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Kia|Stinger 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2022-23">Buy Here</a></sub></details>|||
 |Kia|Telluride 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Telluride 2020-22">Buy Here</a></sub></details>|||
 |Lexus|CT Hybrid 2017-18|Lexus Safety System+|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus CT Hybrid 2017-18">Buy Here</a></sub></details>|||
 |Lexus|ES 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2017-18">Buy Here</a></sub></details>|||
 |Lexus|ES 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2019-25">Buy Here</a></sub></details>|||
 |Lexus|ES Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2017-18">Buy Here</a></sub></details>|||
-|Lexus|ES Hybrid 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2019-25">Buy Here</a></sub></details>|<a href="https://youtu.be/BZ29osRVJeg?t=12" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Lexus|ES Hybrid 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2019-25">Buy Here</a></sub></details>|<a href="https://youtu.be/BZ29osRVJeg?t=12" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Lexus|GS F 2016|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus GS F 2016">Buy Here</a></sub></details>|||
 |Lexus|IS 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2017-19">Buy Here</a></sub></details>|||
 |Lexus|IS 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2022-24">Buy Here</a></sub></details>|||
 |Lexus|LC 2024-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus LC 2024-25">Buy Here</a></sub></details>|||
+|Lexus|LS 2018|All except Lexus Safety System+ A|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus LS 2018">Buy Here</a></sub></details>|||
 |Lexus|NX 2018-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2018-19">Buy Here</a></sub></details>|||
 |Lexus|NX 2020-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2020-21">Buy Here</a></sub></details>|||
 |Lexus|NX Hybrid 2018-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX Hybrid 2018-19">Buy Here</a></sub></details>|||
@@ -226,48 +225,51 @@ A supported vehicle is one that just works when you install a comma device. All
 |Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus UX Hybrid 2019-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator 2020-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator Plug-in Hybrid 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>|||
-|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN[<sup>12</sup>](#footnotes)|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|MAN|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN[<sup>12</sup>](#footnotes)|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Mazda|CX-5 2022-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-5 2022-25">Buy Here</a></sub></details>|||
-|Mazda|CX-9 2021-23|All|Stock|0 mph|28 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-9 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/dA3duO4a0O4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Mazda|CX-9 2021-23|All|Stock|0 mph|28 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-9 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/dA3duO4a0O4" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Nissan[<sup>5</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
+|Nissan[<sup>6</sup>](#footnotes)|Altima 2019-24|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-24">Buy Here</a></sub></details>|||
-|Nissan[<sup>5</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Nissan[<sup>6</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Nissan[<sup>5</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Rogue 2018-20">Buy Here</a></sub></details>|||
+|Nissan[<sup>6</sup>](#footnotes)|Leaf IC 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf IC 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Nissan[<sup>5</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
+|Nissan[<sup>6</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Rogue 2018-20">Buy Here</a></sub></details>|||
+|Nissan[<sup>6</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
 |Ram|1500 2019-24|Adaptive Cruise Control (ACC)|Stock|32 mph|1 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 1500 2019-24">Buy Here</a></sub></details>|||
 |Ram|2500 2020-24|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 2500 2020-24">Buy Here</a></sub></details>|||
 |Ram|3500 2019-22|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 3500 2019-22">Buy Here</a></sub></details>|||
-|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/dflSSGQwYNc" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
-|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Rivian|R1S 2025|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2025">Buy Here</a></sub></details>|||
-|SEAT|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
+|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/dflSSGQwYNc" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
-|SEAT|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
+|Rivian|R1T 2025|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2025">Buy Here</a></sub></details>|||
-|Subaru|Ascent 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|SEAT[<sup>12</sup>](#footnotes)|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
-|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|SEAT[<sup>12</sup>](#footnotes)|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
-|Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Ascent 2019-21|All[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Forester 2017-18|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2017-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Subaru|Forester 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Impreza 2017-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Forester 2017-18|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2017-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Forester 2019-21|All[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Legacy 2015-18|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2015-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Impreza 2017-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Legacy 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Outback 2015-17|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2015-17">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Legacy 2015-18|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2015-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Outback 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Legacy 2020-22|All[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Outback 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Outback 2015-17|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2015-17">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Subaru|Outback 2018-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Outback 2020-22|All[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Škoda|Fabia 2022-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Škoda|Kamiq 2021-23[<sup>11,13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Škoda|Karoq 2019-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Karoq 2019-23">Buy Here</a></sub></details>|||
+|Škoda|Fabia 2022-23[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Škoda|Kodiaq 2017-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
+|Škoda|Kamiq 2021-23[<sup>13,15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Škoda|Octavia 2015-19[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia 2015-19">Buy Here</a></sub></details>|||
+|Škoda[<sup>12</sup>](#footnotes)|Karoq 2019-23[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Karoq 2019-23">Buy Here</a></sub></details>|||
-|Škoda|Octavia RS 2016[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia RS 2016">Buy Here</a></sub></details>|||
+|Škoda[<sup>12</sup>](#footnotes)|Kodiaq 2017-23[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
-|Škoda|Octavia Scout 2017-19[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia Scout 2017-19">Buy Here</a></sub></details>|||
+|Škoda[<sup>12</sup>](#footnotes)|Octavia 2015-19[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia 2015-19">Buy Here</a></sub></details>|||
-|Škoda|Scala 2020-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Škoda[<sup>12</sup>](#footnotes)|Octavia RS 2016[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia RS 2016">Buy Here</a></sub></details>|||
-|Škoda|Superb 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
+|Škoda[<sup>12</sup>](#footnotes)|Octavia Scout 2017-19[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia Scout 2017-19">Buy Here</a></sub></details>|||
-|Tesla[<sup>9</sup>](#footnotes)|Model 3 (with HW3) 2019-23[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>|||
+|Škoda|Scala 2020-23[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Tesla[<sup>9</sup>](#footnotes)|Model 3 (with HW4) 2024-25[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW4) 2024-25">Buy Here</a></sub></details>|||
+|Škoda[<sup>12</sup>](#footnotes)|Superb 2015-22[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
-|Tesla[<sup>9</sup>](#footnotes)|Model Y (with HW3) 2020-23[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW3) 2020-23">Buy Here</a></sub></details>|||
+|Tesla[<sup>10</sup>](#footnotes)|Model 3 (with HW3) 2019-23[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>|||
-|Tesla[<sup>9</sup>](#footnotes)|Model Y (with HW4) 2024-25[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
+|Tesla[<sup>10</sup>](#footnotes)|Model 3 (with HW4) 2024-25[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW4) 2024-25">Buy Here</a></sub></details>|||
+|Tesla[<sup>10</sup>](#footnotes)|Model Y (with HW3) 2020-23[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW3) 2020-23">Buy Here</a></sub></details>|||
+|Tesla[<sup>10</sup>](#footnotes)|Model Y (with HW4) 2024-25[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
 |Toyota|Alphard 2019-20|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Alphard 2019-20">Buy Here</a></sub></details>|||
 |Toyota|Alphard Hybrid 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Alphard Hybrid 2021">Buy Here</a></sub></details>|||
 |Toyota|Avalon 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2016">Buy Here</a></sub></details>|||
@@ -280,92 +282,96 @@ A supported vehicle is one that just works when you install a comma device. All
 |Toyota|C-HR 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR 2021">Buy Here</a></sub></details>|||
 |Toyota|C-HR Hybrid 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR Hybrid 2017-20">Buy Here</a></sub></details>|||
 |Toyota|C-HR Hybrid 2021-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR Hybrid 2021-22">Buy Here</a></sub></details>|||
-|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>11</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2021-24">Buy Here</a></sub></details>|||
+|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>11</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2021-24">Buy Here</a></sub></details>|||
-|Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Camry Hybrid 2021-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2021-24">Buy Here</a></sub></details>|||
 |Toyota|Corolla 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2017-19">Buy Here</a></sub></details>|||
-|Toyota|Corolla 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2020-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Corolla 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2020-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Corolla Cross (Non-US only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Cross (Non-US only) 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Corolla Cross Hybrid (Non-US only) 2020-22|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Cross Hybrid (Non-US only) 2020-22">Buy Here</a></sub></details>|||
-|Toyota|Corolla Hatchback 2019-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hatchback 2019-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Corolla Hatchback 2019-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hatchback 2019-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Corolla Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hybrid 2020-22">Buy Here</a></sub></details>|||
 |Toyota|Corolla Hybrid (South America only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hybrid (South America only) 2020-23">Buy Here</a></sub></details>|||
-|Toyota|Highlander 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Highlander 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Highlander 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Highlander Hybrid 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2017-19">Buy Here</a></sub></details>|||
 |Toyota|Highlander Hybrid 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Mirai 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Mirai 2021">Buy Here</a></sub></details>|||
-|Toyota|Prius 2016|Toyota Safety Sense P|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius 2016|Toyota Safety Sense P|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|Prius 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|Prius 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|Prius Prime 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius Prime 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|Prius Prime 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius Prime 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Prius v 2017|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius v 2017">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2016">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2017-18">Buy Here</a></sub></details>|||
-|Toyota|RAV4 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=wJxjDd42gGA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=wJxjDd42gGA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|RAV4 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2022">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2023-25">Buy Here</a></sub></details>|||
-|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|RAV4 Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|RAV4 Hybrid 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2019-21">Buy Here</a></sub></details>|||
-|Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|RAV4 Hybrid 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|Sienna 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Sienna 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>12</sup>](#footnotes)|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>12</sup>](#footnotes)|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>12</sup>](#footnotes)|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>12</sup>](#footnotes)|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
-|Volkswagen|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
-|Volkswagen|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>12</sup>](#footnotes)|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>12</sup>](#footnotes)|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>12</sup>](#footnotes)|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
-|Volkswagen|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>12</sup>](#footnotes)|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen|Jetta 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|ID.4 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot[<sup>16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen ID.4 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|ID.4 2024-25|Adaptive Cruise Control (ACC) & Lane Assist|openpilot[<sup>16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen ID.4 2024-25">Buy Here</a></sub></details>|||
-|Volkswagen|Passat 2015-22[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Jetta 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2019-23">Buy Here</a></sub></details>|||
-|Volkswagen|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat Alltrack 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen|Passat 2015-22[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat Alltrack 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Volkswagen|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Roc 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Volkswagen|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
+|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Volkswagen|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont 2018-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Roc 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont Cross Sport 2021-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont X 2021-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont 2018-22">Buy Here</a></sub></details>|||
-|Volkswagen|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan 2018-24">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont Cross Sport 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan eHybrid 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont X 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan 2018-24">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan eHybrid 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>12</sup>](#footnotes)|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
 
 ### Footnotes
-<sup>1</sup>openpilot Longitudinal Control (Alpha) is available behind a toggle; the toggle is only available in non-release branches such as `devel` or `nightly-dev`. <br />
+<sup>1</sup>openpilot Longitudinal Control (Alpha) is available behind a toggle; the toggle is only available in non-release branches such as `nightly-dev`. <br />
 <sup>2</sup>Refers only to the Focus Mk4 (C519) available in Europe/China/Taiwan/Australasia, not the Focus Mk3 (C346) in North and South America/Southeast Asia. <br />
 <sup>3</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/gm" target="_blank">GM</a>. <br />
 <sup>4</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <br />
-<sup>5</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
+<sup>5</sup>Enabling longitudinal control (alpha) will disable all CMBS functionality, including AEB and FCW. <br />
-<sup>6</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
+<sup>6</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
-<sup>7</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
+<sup>7</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
-<sup>8</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
+<sup>8</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
-<sup>9</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
+<sup>9</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
-<sup>10</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
+<sup>10</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
-<sup>11</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
+<sup>11</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
-<sup>12</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
+<sup>12</sup>The J533 harness plugs in at the CAN gateway under the dashboard, just above the steering column. More information can be found at <a href="https://docs.howtocomma.com/docs/j533-harness-install" target="_blank">this guide</a>. <br />
-<sup>13</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
+<sup>13</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
-<sup>14</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
+<sup>14</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
-<sup>15</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
+<sup>15</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
+<sup>16</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
+<sup>17</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
 
 ## Community Maintained Cars
 Although they're not upstream, the community has openpilot running on other makes and models. See the 'Community Supported Models' section of each make [on our wiki](https://wiki.comma.ai/).

docs/CONTRIBUTING.md

@@ -1,3 +1,5 @@
+> sunnypilot follows [commaai/openpilot](https://github.com/commaai/openpilot)'s contributing guidelines. The following applies to all contributions here.
+
 # How to contribute
 
 Our software is open source so you can solve your own problems without needing help from others. And if you solve a problem and are so kind, you can upstream it for the rest of the world to use. Check out our [post about externalization](https://blog.comma.ai/a-2020-theme-externalization/).
@@ -13,13 +15,13 @@ Development is coordinated through [Discord](https://discord.comma.ai) and GitHu
 ## What contributions are we looking for?
 
 **openpilot's priorities are [safety](SAFETY.md), stability, quality, and features, in that order.**
-openpilot is part of comma's mission to *solve self-driving cars while delivering shippable intermediaries*, and all development is towards that goal. 
+openpilot is part of comma's mission to *solve self-driving cars while delivering shippable intermediaries*, and all development is towards that goal.
 
 ### What gets merged?
 
 The probability of a pull request being merged is a function of its value to the project and the effort it will take us to get it merged.
 If a PR offers *some* value but will take lots of time to get merged, it will be closed.
-Simple, well-tested bug fixes are the easiest to merge, and new features are the hardest to get merged. 
+Simple, well-tested bug fixes are the easiest to merge, and new features are the hardest to get merged.
 
 All of these are examples of good PRs:
 * typo fix: https://github.com/commaai/openpilot/pull/30678
@@ -29,17 +31,18 @@ All of these are examples of good PRs:
 
 ### What doesn't get merged?
 
-* **style changes**: code is art, and it's up to the author to make it beautiful 
+* **style changes**: code is art, and it's up to the author to make it beautiful
 * **500+ line PRs**: clean it up, break it up into smaller PRs, or both
 * **PRs without a clear goal**: every PR must have a singular and clear goal
 * **UI design**: we do not have a good review process for this yet
 * **New features**: We believe openpilot is mostly feature-complete, and the rest is a matter of refinement and fixing bugs. As a result of this, most feature PRs will be immediately closed, however the beauty of open source is that forks can and do offer features that upstream openpilot doesn't.
-* **Negative expected value**: This a class of PRs that makes an improvement, but the risk or validation costs more than the improvement. The risk can be mitigated by first getting a failing test merged.
+* **Negative expected value**: This is a class of PRs that makes an improvement, but the risk or validation costs more than the improvement. The risk can be mitigated by first getting a failing test merged.
+* **AI-generated contributions**: see our [AI policy](AI_POLICY.md)
 
 ### First contribution
 
 [Projects / openpilot bounties](https://github.com/orgs/commaai/projects/26/views/1?pane=info) is the best place to get started and goes in-depth on what's expected when working on a bounty.
-There's lot of bounties that don't require a comma 3X or a car.
+There are a lot of bounties that don't require a comma four or a car.
 
 ## Pull Requests
 
@@ -58,7 +61,7 @@ A good pull request has all of the following:
 
 * Report bugs in GitHub issues.
 * Report driving issues in the `#driving-feedback` Discord channel.
-* Consider opting into driver camera uploads to improve the driver monitoring model.
+* Consider opting into cabin camera uploads to improve the driver monitoring model.
 * Connect your device to Wi-Fi regularly, so that we can pull data for training better driving models.
 * Run the `nightly` branch and report issues. This branch is like `master` but it's built just like a release.
 * Annotate images in the [comma10k dataset](https://github.com/commaai/comma10k).
@@ -68,6 +71,6 @@ A good pull request has all of the following:
 ### A guide for forks
 
 In order for your fork's data to be eligible for the training set:
-* **Your cereal messaging structs must be [compatible](../cereal#custom-forks)**
+* **Your cereal messaging structs must be [compatible](../openpilot/cereal#custom-forks)**
 * **The definitions of all the stock messaging structs must not change**: Do not change how any of the fields are set, including everything from `selfdriveState.enabled` to `carState.steeringAngleDeg`. Instead, create your own structs and set them however you'd like.
 * **Do not include cars that are not supported in upstream platforms**: Instead, create new opendbc platforms for cars that you'd like to support outside of upstream, even if it's just a trim-level difference.

docs/LIMITATIONS.md

@@ -52,7 +52,7 @@ Many factors can impact the performance of openpilot DM, causing it to be unable
 
 * Low light conditions, such as driving at night or in dark tunnels.
 * Bright light (due to oncoming headlights, direct sunlight, etc.).
-* The driver's face is partially or completely outside field of view of the driver facing camera.
+* The driver's face is partially or completely outside field of view of the cabin camera.
-* The driver facing camera is obstructed, covered, or damaged.
+* The cabin camera is obstructed, covered, or damaged.
 
 The list above does not represent an exhaustive list of situations that may interfere with proper operation of openpilot components. A driver should not rely on openpilot DM to assess their level of attention.

docs/README.md

@@ -1,26 +1,14 @@
-# openpilot docs
+# Docs development
 
-This is the source for [docs.comma.ai](https://docs.comma.ai).
+The `docs/` tree is the source for [docs.comma.ai](https://docs.comma.ai).
 The site is updated on pushes to master by this [workflow](../.github/workflows/docs.yaml).
 
-## Development
+**1. Build the site**
-NOTE: Those commands must be run in the root directory of openpilot, **not /docs**
-
-**1. Install the docs dependencies**
 ``` bash
-pip install .[docs]
+python docs/serve.py --build
 ```
 
-**2. Build the new site**
+**2. Run the site locally** (rebuilds on change)
 ``` bash
-mkdocs build
+python docs/serve.py
 ```
-
-**3. Run the new site locally**
-``` bash
-mkdocs serve
-```
-
-References:
-* https://www.mkdocs.org/getting-started/
-* https://github.com/ntno/mkdocs-terminal

docs/SAFETY.md

@@ -4,8 +4,8 @@ openpilot is an Adaptive Cruise Control (ACC) and Automated Lane Centering (ALC)
 Like other ACC and ALC systems, openpilot is a failsafe passive system and it requires the
 driver to be alert and to pay attention at all times.
 
-In order to enforce driver alertness, openpilot includes a driver monitoring feature
+To assist the driver in maintaining alertness, openpilot includes a driver monitoring feature
-that alerts the driver when distracted.
+that alerts when it detects driver distraction.
 
 However, even with an attentive driver, we must make further efforts for the system to be
 safe. We repeat, **driver alertness is necessary, but not sufficient, for openpilot to be
@@ -35,8 +35,8 @@ For additional safety implementation details, refer to [panda safety model](http
 
 ### Forks of openpilot
 
-* Do not disable or nerf [driver monitoring](https://github.com/commaai/openpilot/tree/master/selfdrive/monitoring)
+* Do not disable or nerf [driver monitoring](https://github.com/commaai/openpilot/tree/master/openpilot/selfdrive/monitoring)
-* Do not disable or nerf [excessive actuation checks](https://github.com/commaai/openpilot/tree/master/selfdrive/selfdrived/helpers.py)
+* Do not disable or nerf [excessive actuation checks](https://github.com/commaai/openpilot/tree/master/openpilot/selfdrive/selfdrived/helpers.py)
 * If your fork modifies any of the code in `opendbc/safety/`:
    * your fork cannot use the openpilot trademark
    * your fork must preserve the full [safety test suite](https://github.com/commaai/opendbc/tree/master/opendbc/safety/tests) and all tests must pass, including any new coverage required by the fork's changes

docs/assets/comma-logo.png

@@ -0,0 +1 @@
+../../openpilot/selfdrive/assets/icons_mici/settings/comma_icon.png

docs/assets/favicon.svg

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e019ed5af500e8820d05934d47e0380728e1b30e01a179f786dc4edb1eccbd7
+size 349

docs/car-porting/brand-port.md

@@ -1,5 +0,0 @@
-# Developing a car brand port
-
-A brand port is a port of openpilot to a substantially new car brand or platform within a brand.
-
-Here's an example of one: https://github.com/commaai/openpilot/pull/23331.

docs/car-porting/car-state-signals.md

@@ -1,65 +0,0 @@
-# CarState signals
-
-## Required for basic lateral control
-
-* `brakePressed`
-* `cruiseState`
-* `doorOpen`
-* `espDisabled`
-* `gasPressed`
-* `gearShifter`
-* `leftBlinker` / `rightBlinker`
-* `seatbeltUnlatched`
-* `standstill`
-* `steeringAngleDeg`
-* `steeringPressed`
-* `steeringTorque`
-* `steerFaultPermanent`
-* `steerFaultTemporary`
-* `vCruise`
-* `wheelSpeeds.[fl|fr|rl|rr]`: Speed of each of the car's four wheels, in m/s. The car's CAN bus often broadcasts the
-speed in kph, so the helper function `parse_wheel_speeds` performs this conversion by default.
-
-## Recommended / Required for openpilot longitudinal control
-
-* `accFaulted`
-* `espActive`
-* `parkingBrake`
-
-## Application Dependent
-
-* `blockPcmEnable`
-* `buttonEnable`
-* `brakeHoldActive`
-* `carFaultedNonCritical`
-* `invalidLkasSetting`
-* `lowSpeedAlert`
-* `regenBraking`
-* `steeringAngleOffsetDeg`
-* `steeringDisengage`
-* `steeringTorqueEps`
-* `stockLkas`
-* `vCruiseCluster`
-* `vEgoCluster`
-* `vehicleSensorsInvalid`
-
-## Automatically populated
-
-* `buttonEvents`
-
-These values are populated automatically by `parse_wheel_speeds`:
-
-* `aEgo`: Acceleration of the ego vehicle, Kalman filtered derivative of `vEgo`.
-* `vEgo`: Speed of the ego vehicle, Kalman filtered from `vEgoRaw`.
-* `vEgoRaw`: Speed of the ego vehicle, based on the average of all four wheel speeds, unfiltered.
-
-## Optional
-
-* `brake`
-* `charging`
-* `fuelGauge`
-* `leftBlindspot` / `rightBlindspot`
-* `steeringRateDeg`
-* `stockAeb`
-* `stockFcw`
-* `yawRate`

docs/car-porting/model-port.md

@@ -1,5 +0,0 @@
-# Developing a car model port
-
-A model port is a port of openpilot to a new car model within an already supported brand. Model ports are easier than brand ports because the car's existing APIs are already known.
-
-Here's an example of one: https://github.com/commaai/openpilot/pull/30672/.

docs/car-porting/reverse-engineering.md

@@ -1,85 +0,0 @@
-# Stimulus-Response Tests
-
-These are example test drives that can help identify the CAN bus messaging necessary for ADAS control. Each scripted
-test should be done in a separate route (ignition cycle). These tests are a guide, not necessarily exhaustive.
-
-While testing, constant power to the comma device is highly recommended, using [comma power](https://comma.ai/shop/comma-power) if
-necessary to make sure all test activity is fully captured and for ease of uploading. If constant power isn't
-available, keep the ignition on for at least one minute after your test to make sure power loss doesn't result
-in loss of the last minute of testing data.
-
-## Stationary ignition-only tests, part 1
-
-1. Ignition on, but don't start engine, remain in Park
-2. Open and close each door in a defined order: driver, passenger, rear left, rear right
-3. Re-enter the vehicle, close the driver's door, and fasten the driver's seatbelt
-4. Slowly press and release the accelerator pedal 3 times
-5. Slowly press and release the brake pedal 3 times
-6. Hold the brake and move the gearshift to reverse, then neutral, then drive, then sport/eco/etc if applicable
-7. Return to Park, ignition off
-
-Brake-pressed information may show up in several messages and signals, both as on/off states and as a percentage or
-pressure. It may reflect a switch on the driver's brake pedal, or a pressure-threshold state, or signals to turn on
-the rear brake lights. Start by identifying all the potential signals, and confirm while driving with ACC later.
-
-Locate signals for all four door states if possible, but some cars only expose the driver's door state on the ADAS bus.
-Driver/passenger door signals may or may not change positions for LHD vs RHD cars. For cars where only the driver's
-door signal is available, the same signal may follow the driver.
-
-## Stationary ignition-only tests, part 2
-
-1. Ignition on, but don't start engine, remain in Park
-2. Press each ACC button in a defined order: main switch on/off, set, resume, cancel, accel, decel, gap adjust
-3. Set the left turn signal for about five seconds
-4. Operate the left turn signal one time in its touch-to-pass mode
-5. Set the right turn signal for about five seconds
-6. Operate the right turn signal one time in its touch-to-pass mode
-7. Set the hazard / emergency indicator switch for about five seconds
-8. Ignition off
-
-Your vehicle may have a momentary-press main ACC switch or a physical toggle that remains set. Actual ACC engagement
-isn't necessary for purposes of detecting the ACC button presses.
-
-## Steering angle and steering torque tests
-
-Power steering should be available. On ICE cars, engine RPM may be present.
-
-1. Ignition on, start engine if applicable, remain in Park
-2. Rotate the steering wheel as follows, with a few seconds pause between each step
-   * Start as close to exact center as possible
-   * Turn to 45 degrees right and hold
-   * Turn to 90 degrees right and hold
-   * Turn to 180 degrees right and hold
-   * Turn to full lock right and hold, with firm pressure against lock
-   * Release the wheel and allow it to bounce back slightly from lock
-   * Turn to 180 degrees left and hold
-   * Return to center and release
-3. Ignition off
-
-Performing the full test to the right, followed by an abbreviated test to the left, helps give additional confirmation
-of signal scale, and sign/direction for both the steering wheel angle and driver input torque signals.
-
-## Low speed / parking lot driving tests
-
-Before this test, drive to a place like an empty parking lot where you are free to drive in a series of curves.
-
-1. Ignition on, start engine if applicable, prepare to drive
-2. Slowly (10-20mph at most) drive a figure-8 if possible, or at least one sharp left and one sharp right.
-3. Come to a complete stop
-4. When and where safe, drive in reverse for a short distance (10-15 feet)
-5. Park the car in a safe place, ignition off
-
-## High speed / highway driving tests
-
-Select a place and time where you can safely set cruise control at normal travel speeds with little interference from
-traffic ahead, and safely test the response of your factory lane guidance system.
-
-1. Ignition on, start engine if applicable, prepare to drive
-2. When safely able, engage adaptive cruise control below 50 mph
-3. When safely able, use the ACC buttons to accelerate to 50mph, then 55mph, then 60mph
-4. Disengage adaptive cruise
-5. When safely able, allow your factory lane guidance to prevent lane departures, 2-3 times on both the left and right
-
-The series of setpoints can be adjusted to local traffic regulations, and of course metric units. The specific cruise
-setpoints are useful for locating the ACC HUD signals later, and confirming their precise scaling. When the car reaches
-and holds the setpoint, that can also provide additional confirmation of wheel speed scaling.

docs/concepts/glossary.md

@@ -1,9 +0,0 @@
-# openpilot glossary
-
-* **onroad**: openpilot's system state while ignition is on
-* **offroad**: openpilot's system state while ignition is off
-* **route**: a route is a recording of an onroad session
-* **segment**: routes are split into one minute chunks called segments.
-* **comma connect**: the web viewer for all your routes; check it out at [connect.comma.ai](https://connect.comma.ai).
-* **panda**: this is the secondary processor on the device that implements the functional safety and directly talks to the car over CAN. See the [panda repo](https://github.com/commaai/panda).
-* **comma 3X**: the latest hardware by comma.ai for running openpilot. more info at [comma.ai/shop](https://comma.ai/shop).

docs/concepts/logs.md

@@ -2,28 +2,26 @@
 
 openpilot records routes in one minute chunks called segments. A route starts on the rising edge of ignition and ends on the falling edge.
 
-Check out our [Python library](https://github.com/commaai/openpilot/blob/master/tools/lib/logreader.py) for reading openpilot logs. Also checkout our [tools](https://github.com/commaai/openpilot/tree/master/tools) to replay and view your data. These are the same tools we use to debug and develop openpilot.
+Check out our [Python library](https://github.com/commaai/openpilot/blob/master/openpilot/tools/lib/logreader.py) for reading openpilot logs. Also checkout our [tools](https://github.com/commaai/openpilot/tree/master/openpilot/tools) to replay and view your data. These are the same tools we use to debug and develop openpilot.
 
 For each segment, openpilot records the following log types:
 
-## rlog.bz2
+## rlog.zst
 
-rlogs contain all the messages passed amongst openpilot's processes. See [cereal/services.py](https://github.com/commaai/cereal/blob/master/services.py) for a list of all the logged services. They're a bzip2 archive of the serialized capnproto messages.
+rlogs contain all the messages passed amongst openpilot's processes. See [openpilot/cereal/services.py](https://github.com/commaai/openpilot/blob/master/openpilot/cereal/services.py) for a list of all the logged services. They're a zstd archive of the serialized [Cap’n Proto](https://capnproto.org/) messages.
 
-## {f,e,d}camera.hevc
+## camera video files
 
 Each camera stream is H.265 encoded and written to its respective file.
 
-* `fcamera.hevc` is the road camera
+* `fcamera.hevc` is the narrow road camera (the main forward camera)
 * `ecamera.hevc` is the wide road camera
-* `dcamera.hevc` is the driver camera
+* `dcamera.hevc` is the cabin camera
 
-## qlog.bz2 & qcamera.ts
+## qlog.zst & qcamera.ts
-
-qlogs are a decimated subset of the rlogs. Check out [cereal/services.py](https://github.com/commaai/cereal/blob/master/services.py) for the decimation.
 
+qlogs are a decimated subset of the rlogs. Check out [openpilot/cereal/services.py](https://github.com/commaai/openpilot/blob/master/openpilot/cereal/services.py) for the decimation.
 
 qcameras are H.264 encoded, lower res versions of the fcamera.hevc. The video shown in [comma connect](https://connect.comma.ai/) is from the qcameras.
 
-
+qlogs and qcameras are designed to be small enough to upload instantly on slow internet, yet useful enough for most analysis and debugging.
-qlogs and qcameras are designed to be small enough to upload instantly on slow internet and store forever, yet useful enough for most analysis and debugging.

docs/contributing/feedback.md

@@ -0,0 +1,36 @@
+# How to Give Feedback
+
+Feedback is one of the highest leverage ways to contribute to openpilot as a user.
+
+## Driving
+
+Got feedback about how your car drives?
+Join the community Discord, then use the form in `#submit-feedback`.
+
+Before posting feedback, please ensure:
+
+- **openpilot is up to date** you should be on the latest openpilot release or nightly
+- **both road-facing cameras have a clear view** your windshield is clean, lenses are clean, etc.
+- **your device is mounted properly** your device must be mounted horizontally center and relatively high on the windshield
+
+## Driver Monitoring
+
+If you find DM annoying while being perfectly attentive, these are likely false positives and we want to fix them!
+In general, driver monitoring feedback is very actionable, and we can fix your complaint within a release cycle.
+
+To post your feedback:
+
+1. Join the [community Discord](https://discord.comma.ai).
+2. If cabin camera recording is toggled off, temporarily enable cabin camera recording in the settings until you reproduce the issue.
+3. Using comma connect, identify the relevant segment and upload the segment's logs and cabin camera.
+4. Post the segment in the `#openpilot-experience` channel on Discord with a good description.
+
+Before posting feedback, please ensure:
+
+- **openpilot is up to date** you should be on the latest openpilot release or nightly
+- **the cabin camera has a clear view of the driver** ensure nothing blocks view of the driver (e.g. a cable), the lens is clean, etc.
+- **your device is mounted properly** your device must be mounted horizontally center and relatively high on the windshield
+
+## Other bugs
+
+Got an issue with something else? Open an issue on our [GitHub issue tracker](https://github.com/commaai/openpilot/issues/new/choose).

docs/contributing/roadmap.md

@@ -7,25 +7,11 @@ This is the roadmap for the next major openpilot releases. Also check out
 * [Bounties](https://comma.ai/bounties) for paid individual issues
 * [#current-projects](https://discord.com/channels/469524606043160576/1249579909739708446) in Discord for discussion on work-in-progress projects
 
-## openpilot 0.10
-
-openpilot 0.10 will be the first release with a driving policy trained in
-a [learned simulator](https://youtu.be/EqQNZXqzFSI).
-
-* Driving model trained in a learned simulator
-* Always-on driver monitoring (behind a toggle)
-* GPS removed from the driving stack
-* 100KB qlogs
-* `nightly` pushed after 1000 hours of hardware-in-the-loop testing
-* Car interface code moved into [opendbc](https://github.com/commaai/opendbc)
-* openpilot on PC for Linux x86, Linux arm64, and Mac (Apple Silicon)
-
 ## openpilot 1.0
 
 openpilot 1.0 will feature a fully end-to-end driving policy.
 
 * End-to-end longitudinal control in Chill mode
-* Automatic Emergency Braking (AEB)
 * Driver monitoring with sleep detection
 * Rolling updates/releases pushed out by CI
 * [panda safety 1.0](https://github.com/orgs/commaai/projects/27)

docs/css/tooltip.css

@@ -1,44 +0,0 @@
-[data-tooltip] {
-  position: relative;
-  display: inline-block;
-  border-bottom: 1px dotted black;
-}
-
-[data-tooltip] .tooltip-content {
-  width: max-content;
-  max-width: 25em;
-  position: absolute;
-  top: 100%;
-  left: 50%;
-  transform: translateX(-50%);
-  background-color: white;
-  color: #404040;
-  box-shadow: 0 4px 14px 0 rgba(0,0,0,.2), 0 0 0 1px rgba(0,0,0,.05);
-  padding: 10px;
-  font: 14px/1.5 Lato, proxima-nova, Helvetica Neue, Arial, sans-serif;
-  text-decoration: none;
-  opacity: 0;
-  visibility: hidden;
-  transition: opacity 0.1s, visibility 0s;
-  z-index: 1000;
-  pointer-events: none; /* Prevent accidental interaction */
-}
-
-[data-tooltip]:hover .tooltip-content {
-  opacity: 1;
-  visibility: visible;
-  pointer-events: auto; /* Allow interaction when visible */
-}
-
-.tooltip-content .tooltip-glossary-link {
-  display: inline-block;
-  margin-top: 8px;
-  font-size: 12px;
-  color: #007bff;
-  text-decoration: none;
-}
-
-.tooltip-content .tooltip-glossary-link:hover {
-  color: #0056b3;
-  text-decoration: underline;
-}

docs/ford_model_action_candidate.md

@@ -0,0 +1,153 @@
+# Offline Ford selected-action candidate
+
+This document and `ford_model_action_validation.json` record the offline
+stage committed as `7ca3c6e3b`. The candidate is now available behind a
+separate default-off Sunnylink toggle; see
+[drive-test setup and validation](ford_model_action_drive_test.md).
+The counts, source hashes and selector status below describe that earlier
+stage, not the subsequent wiring change.
+
+The decision is `C0 = current model y(7 m)`,
+`C1 = max(7 m, speed × 1 s) × selected upstream-limited desiredCurvature`,
+with C2=C3=0. The 7 m station and one-second scale are engineering choices,
+not identified PSCM gains. `calibration_approved=false`.
+
+`openpilot/selfdrive/controls/lib/ford_model_action.py` contains the core
+and a separate adapter compatible with the existing controlsd call.
+At that stage, the production selector, v8 implementation, settings, opendbc
+submodule and Panda safety remained unchanged. Tests injected the adapter
+offline; there was no production setting. No hardware or CAN transmission
+occurs in the lab tools.
+
+## Construction and integration
+
+Only the unquantized C0 and C1 slew positions persist in the core.
+Each field is clipped independently (±5.11 m / ±0.5 rad), slewed independently
+(4 m/s / 0.5 rad/s), then packed using the existing Float32/sign-negation
+rounding contract (0.01 m / 0.0005 rad). Heading overflow is not transferred
+to C0. No yaw integral, blend, additional curvature contribution, reference
+filter, turn modes, or 10 m C1 cap is introduced.
+
+The selected standalone implementation from worktree 3548 is the provenance
+for this law. Its two-state packer has been moved into the library core so
+the controller does not depend on experimental lab code. Invalid numeric
+types, overflowing arc geometry and malformed paths reset the core instead
+of throwing or retaining a command.
+
+Arc stations use cumulative model x/y distance, not forward x. As in the
+reviewed standalone core, a path ending before 7 m holds its available
+endpoint instead of extrapolating. This matters: route95 contains 44 active
+cycles with 5.45–6.94 m of path at 2.78–3.46 m/s. A tested strict 7 m
+coverage gate would have introduced disengagements and was removed. There
+is no speed-dependent C0 horizon beyond this existing endpoint behavior.
+
+The adapter retains the existing input age allowance (−5 to +150 ms),
+speed domain (0.3–55 m/s), yaw sanity bound (±3 rad/s), selected curvature
+sanity bound (±1/m), and control interval (2–100 ms). It rejects backward
+model/measurement timestamps and invalid services. Repeated timestamps may
+continue slew, but geometry is validated again on each tick. Disengagement,
+invalid inputs and timing faults clear all command and adapter timing state.
+The first valid tick after reset uses 10 ms, as v8 does.
+
+controlsd still owns reference selection, upstream curvature limiting,
+service health and engagement. Tests execute its actual source-selection
+and limiter code, its Ford call, Float32 publication in ControlsExt, conversion
+to CarControlSP, and the pinned Ford CarController's in-memory CAN builder.
+Both model-action and maneuver-planner selection are covered, including
+disabling latActive after invalid output. Only the test chooses the adapter.
+
+Yaw is not an input to the control law. The adapter checks it solely for the
+inherited invalid-input policy. Driver override and optional PSCM status
+do not modify the candidate base; existing engagement and downstream driver
+arbitration remain responsible for authorization, as with v8's base request.
+
+## Offline evidence
+
+The checked-in `ford_model_action_validation.json` records the completed
+checks and source hashes. Full arrays and detailed reports are generated
+locally under `.cache/ford_model_action/`; original route files are read-only.
+
+Completed validation: **264 Ford tests and 150 subtests pass**, including
+120 new core/adapter/replay-validator cases. The candidate module has 100%
+statement and branch coverage (78 statements, 24 branches). Ruff and Ty pass.
+The 200,000-cycle numerical stress test also checks 200,000 mirrored core
+updates and 18,138 field-boundary cases. Across route and stress runs,
+485,238 Float32/CAN round trips pass. Eight deliberately injected faults
+(heading gain/cap, erased C0, wrong C0 slew, retained invalid state, stale
+model acceptance, model clock rollback and reversed C0 sign) are all caught
+by the tests. Mutation runs replace code only inside isolated Python
+processes; production source files are never modified by those probes.
+
+Independent Standards and Spec reviews reported zero findings. The full
+suite's Params setting test uses an existing local native library from
+worktree 3548 after checking relevant source files are byte-identical;
+its hash and provenance are in the manifest. That library is an ignored
+test dependency, not part of this change. This is the full relevant Ford
+suite, not the hardware-dependent test suite for every openpilot subsystem.
+
+The replay has two separate passes:
+
+* Core compatibility uses the archived eligibility mask and requires exact
+  equality with the independently implemented `action_heading` commands.
+* Adapter reconstruction derives eligibility from recorded service streams
+  independently of the archived output mask. It retains original timestamps,
+  gaps and consumed model frames. Controls publication time proxies the
+  unlogged computation clock, and complete SubMaster health is unavailable.
+
+All 54,738 route95 and 78,812 route90 core cycles match exactly, including
+37,614 and 73,055 active cycles. The adapter preserves those active counts.
+Its 59 / 19 changed commands arise solely from the fresh 10 ms engagement
+tick instead of the archived harness's preceding publication interval;
+the replay checks that attribution on every cycle. Maximum differences are
+0.01 m / 0.001 rad (95) and 0.02 m / 0.002 rad (90).
+
+Every core and adapter replay output is round-tripped through Float32 and
+the real CAN packer/parser, including zero C2/C3, signs, mode and counter.
+Continuous field slew and quantization allowance are checked separately
+from immediate invalid-command resets. The original driver-clean cohorts,
+speed strata and command RMS are reproduced without redoing the encoder search.
+
+The numerical stress harness uses analytic rotated paths, scalar slew
+arithmetic, mirrored requests, irregular intervals and invalid-input resets.
+It also sweeps every representable host field value and the Float32 values
+immediately below, at and above every half-quantum boundary. Direct CAN
+packing of the continuous state must agree with the host's quantized output.
+The unit tests cover releases, reversals, clipping, service freshness,
+clock resets, malformed inputs, endpoint fallback and actual integration.
+
+## Limits of the result
+
+On turns at ≥15 m/s, candidate C0 RMS is 79%/81% below v8 on routes95/90,
+while C1 is 33%/41% higher. Those are command changes, not evidence of
+equivalent steering authority. The PSCM's independent C0/C1 response remains
+unknown. Replay cannot establish physical model following, strong turns,
+centering, overshoot, oscillation or closed-loop stability.
+
+The release probe is intentionally explicit: a model bend can increase
+while selected curvature decreases. At 20 m/s, one synthetic probe changes
+C0/C1 from 0.24 m / 0.10 rad to 0.49 m / 0.08 rad. Zero selected curvature
+sets the C1 target to zero but does not erase a nonzero current model C0.
+Removing a yaw-integral tail does not prove that physical overshoot is solved.
+No additional release policy or unsupported plant model is added to hide
+that uncertainty.
+
+## Reproduce
+
+From this worktree, use the logged construction dependency explicitly:
+
+```sh
+export PYTHONDONTWRITEBYTECODE=1
+export PYTHONPATH=.:/Users/ibpersonal/.codex/worktrees/b926/sunnypilot/opendbc_repo
+PY=/Users/ibpersonal/dev/sunnypilot/.venv/bin/python
+EVIDENCE=/Users/ibpersonal/.codex/worktrees/3548/sunnypilot/analysis/controller_search_20260904
+$PY -m pytest -q -p no:cacheprovider openpilot/selfdrive/controls/tests/test_ford_*.py tools/ford_pscm_lab openpilot/selfdrive/car/tests/test_ford_pscm_status.py
+$PY -m tools.ford_pscm_lab.model_action_replay "$EVIDENCE/route95" --output .cache/ford_model_action/route95
+$PY -m tools.ford_pscm_lab.model_action_replay "$EVIDENCE/route90" --output .cache/ford_model_action/route90
+$PY -m tools.ford_pscm_lab.stress_model_action --cycles 200000 --seed 20260907 --output .cache/ford_model_action/stress.json
+```
+
+The route replay refuses an opendbc revision other than
+`72a775d35e54c21ff5c5798acef22016eedcc0a7`. Stress defaults to this pin and
+also accepts an explicitly required commit with `--opendbc-revision` for
+deployment checks. A mismatch still fails. This historical pin reproduces
+logged construction; it does not change the merge's submodule pointer.

docs/ford_model_action_damping.md

@@ -0,0 +1,88 @@
+# Experimental Ford offset damping, v2
+
+This document and its validation counts describe the archived v2 source. The
+[current v4 experiment](ford_model_action_full_prediction.md) uses full path prediction.
+
+Segment 10 of the supplied route9b recording shows measured turning persisting
+as requested right curvature falls. At about 643.0 s, before strong driver
+intervention, device-gyro curvature is approximately 0.01786/m against a
+0.01172/m request. Around 643.9 s, heading demand has reversed slightly but
+C0 still requests approximately +0.12 m into the turn. Strong column input
+starts around 643.852 s; later motion cannot establish autonomous recovery.
+Earlier light driver input also exists.
+
+The outgoing CAN commands match preceding publications. All 70,937 decoded
+frames have zero C2/C3 and valid checksums. Focused exit diagnostics have fresh
+model/carState inputs and targets within normal quantization of the outputs.
+This supports trying less residual C0; it does not identify PSCM dynamics or
+prove C0 alone caused the physical oversteer.
+
+## Change
+
+C0 starts from the clipped current model offset at 7 m. When C0 and measured
+host yaw point in the same direction, compute:
+
+```
+requested_yaw = max(0, sign(C0) * speed * desiredCurvature)
+excess = max(0, sign(C0) * yaw - requested_yaw - 0.02 rad/s)
+reduction = 7 m * 0.2 s * excess
+target = sign(C0) * max(0, abs(C0) - reduction)
+```
+
+Opposing centering demand is unchanged. The correction cannot increase the
+target's magnitude or reverse its sign. Opposite-direction planned curvature
+cannot amplify a small yaw bias into a correction. Existing 4 m/s C0 slew still
+applies; this target bound is not a claim that every stateful output is smaller than a
+separate v1 controller after arbitrary direction reversals. C1 construction,
+clipping and slew are unchanged; C2=C3=0. Only C0/C1 slew states persist.
+There is no integral, model-history filter, turn state machine or fitted plant.
+
+Host yaw is `-carState.yawRate`, as in the existing Ford call path. The
+0.02 rad/s deadband exceeds the approximately 0.008 rad/s offset measured
+against the device gyro on quiet straights. The 0.2 s scale is an initial
+engineering choice, not an identified delay or gain. Both remain physically
+unvalidated. Large biased or noisy yaw within the existing sanity gate can
+still attenuate useful centering; fixed-input replay cannot establish stability.
+
+## Offline evidence
+
+The complete 12-rlog route is replayed at original controls publication times,
+with exact consumed model geometry, causal carState, and carControl matched
+within 5 ms. These times proxy computation; full SubMaster health is unavailable.
+V1 reconstruction is within one field quantum of all 64,701 paired active
+publications. V2 has identical eligibility and exactly identical C1.
+
+On 381.78 seconds of driver-clean low requests above 8 m/s, only 3 of 37,937 cycles
+change C0, each by one 0.01 m quantum. Across the 642.7–643.852 s exit window,
+C0 changes on all 115 cycles, averaging 0.080 m reduction. Entry/peak C0
+maximum stays 2.80 m; some entry-window samples decrease by up to 0.05 m.
+These are command comparisons on recorded inputs, not predicted tracking.
+Low request means requested lateral acceleration below 0.15 m/s²; it is a
+proxy for straight driving and does not establish a physically straight path.
+
+The original routes90/95 also run through v2. Their zero-yaw baseline pass
+checks archived v1 compatibility; the measured-yaw adapter pass checks current
+construction, eligibility, field limits and packing. It is not an exact match
+to v1 or v8. Randomized testing checks the damping against an independent
+piecewise oracle, mirror symmetry, resets and slew, with real Float32/CAN
+round trips. See `ford_model_action_damping_validation.json` for counts and hashes.
+
+Final validation passes 325 tests and 26 subtests, with 100% controller
+statement/branch coverage, 204,946 original route cycles and 628,030 CAN round
+trips. The module is 166 total lines, including 107 code lines excluding
+comments, blanks and docstrings. Standards and Spec reviews have no remaining findings.
+
+## Reproduce
+
+Use the dependency setup and suite command in the [drive-test guide](ford_model_action_drive_test.md).
+The new route replay requires the deployment opendbc pin recorded there:
+
+```sh
+python -m tools.ford_pscm_lab.damping_replay /path/to/complete/rlogs --baseline v1 --candidate v2 --window segment10_entry_peak 637 640 --window segment10_exit_before_strong_input 642.7 643.852 --output /path/to/separate/results
+python -m tools.ford_pscm_lab.stress_model_action --cycles 200000 --seed 20260907 --opendbc-revision c21a9013700734dd20b09e05aa68329ad8cc20f9 --output /path/to/stress.json
+```
+
+At the v2 revision, the same default-off Sunnylink toggle selects v2; no additional setting is
+introduced. Updating an installation with the toggle already enabled selects
+v2 at the next controlsd startup. `calibration_approved=false` remains explicit.
+No physical fix, hardware build or device boot is established by these checks.

docs/ford_model_action_damping_validation.json

@@ -0,0 +1,164 @@
+{
+  "date": "2026-09-07",
+  "baseline_commit": "5fc16abc7662020706e29f57d31a6d5e2bc1293a",
+  "deployment_target": {
+    "repository": "sunnypilot/sunnypilot",
+    "branch": "hiimisaac-dev"
+  },
+  "hypothesis": "model-action-c0-c1-yaw-damping-v2",
+  "scope": "Experimental bounded offset damping; fixed-input offline evidence only.",
+  "calibration_approved": false,
+  "hardware_build_and_device_boot": "not performed",
+  "controller_size": {
+    "total_lines": 166,
+    "code_lines_excluding_blanks_comments_docstrings": 107,
+    "core_persistent_values": 2,
+    "adapter_timestamps": 3
+  },
+  "checks": {
+    "combined_ford_params_sunnylink_suite": "325 passed, 26 subtests passed; no skips",
+    "suite_log_sha256": "69cb8ab40e93e00a9ff7b6ea1933e4c3554336746860efb53dad3b29f94fc9d3",
+    "coverage": {
+      "statements": 98,
+      "branches": 28,
+      "percent": 100.0
+    },
+    "ruff": "pass",
+    "ty_controller_and_lab": "pass",
+    "settings_compiler_check": "pass",
+    "standards_review_remaining_findings": 0,
+    "spec_review_remaining_findings": 0,
+    "review_resolutions": [
+      "Prevent opposite-direction planned curvature amplifying small yaw bias; eight new cases failed before the fix and passed after it.",
+      "Relabel requested-acceleration cohort as low request; it does not establish physically straight driving."
+    ],
+    "mutation_probe": "Disabling damping fails all four mirrored recorded-exit cases."
+  },
+  "stress": {
+    "random_cycles": 200000,
+    "mirrored_core_updates": 200000,
+    "field_boundary_cases": 18138,
+    "float32_can_round_trips": 218138,
+    "bounded_excess_yaw_damping_checked": true,
+    "opendbc_import_head": "c21a9013700734dd20b09e05aa68329ad8cc20f9"
+  },
+  "routes": {
+    "route90": {
+      "cycles": 78812,
+      "core_exact_archived_match": true,
+      "adapter_active_cycles": 73055,
+      "adapter_matches_current_core_with_yaw_and_fresh_engagement_dt": true,
+      "adapter_validity_differs_from_archive_cycles": 0,
+      "adapter_command_differs_from_archive_cycles": 2280,
+      "adapter_max_absolute_command_difference_c0_c1": [
+        0.1900000000000004,
+        0.0020000000000000018
+      ],
+      "float32_can_round_trips": 157624,
+      "opendbc_import_head": "72a775d35e54c21ff5c5798acef22016eedcc0a7"
+    },
+    "route95": {
+      "cycles": 54738,
+      "core_exact_archived_match": true,
+      "adapter_active_cycles": 37614,
+      "adapter_matches_current_core_with_yaw_and_fresh_engagement_dt": true,
+      "adapter_validity_differs_from_archive_cycles": 0,
+      "adapter_command_differs_from_archive_cycles": 2051,
+      "adapter_max_absolute_command_difference_c0_c1": [
+        0.22999999999999998,
+        0.0010000000000000009
+      ],
+      "float32_can_round_trips": 109476,
+      "opendbc_import_head": "72a775d35e54c21ff5c5798acef22016eedcc0a7"
+    },
+    "route9b": {
+      "cycles": 71396,
+      "eligible_cycles": 64701,
+      "same_validity": true,
+      "c1_exactly_unchanged": true,
+      "field_slew_zero_c2_c3_pass": true,
+      "float32_can_round_trips": 142792,
+      "v1_reconstruction_vs_recorded": {
+        "paired_cycles": 64701,
+        "within_one_quantum_cycles": 64701,
+        "maximum_absolute_error_c0_c1": [
+          0.010000114440917862,
+          0.0005000143051147043
+        ]
+      },
+      "timing": "Publication-time proxy, causal carState, exact consumed model; full SubMaster health unavailable.",
+      "baseline": "Current adapter with zero yaw retains v1 targets and actual-yaw sanity gate.",
+      "opendbc_head": "c21a9013700734dd20b09e05aa68329ad8cc20f9",
+      "cohorts": {
+        "driver_clean_low_request_above_8mps": {
+          "cycles": 37937,
+          "seconds": 381.77672216900055,
+          "changed_c0_cycles": 3,
+          "mean_absolute_c0_change_m": 8.419774473786704e-07,
+          "max_absolute_c0_change_m": 0.009999999999999787,
+          "v1_peak_absolute_c0_m": 0.08999999999999986,
+          "v2_peak_absolute_c0_m": 0.08999999999999986
+        },
+        "segment10_entry_peak": {
+          "cycles": 298,
+          "seconds": 2.9932484459999387,
+          "changed_c0_cycles": 100,
+          "mean_absolute_c0_change_m": 0.007564164795694466,
+          "max_absolute_c0_change_m": 0.04999999999999982,
+          "v1_peak_absolute_c0_m": 2.8000000000000003,
+          "v2_peak_absolute_c0_m": 2.8000000000000003
+        },
+        "segment10_exit_before_strong_input": {
+          "cycles": 115,
+          "seconds": 1.156770048999988,
+          "changed_c0_cycles": 115,
+          "mean_absolute_c0_change_m": 0.0799313220721162,
+          "max_absolute_c0_change_m": 0.1200000000000001,
+          "v1_peak_absolute_c0_m": 0.75,
+          "v2_peak_absolute_c0_m": 0.7000000000000002
+        }
+      },
+      "exit_c0_strictly_lower_on_all_115_cycles": true,
+      "rlog_sha256_by_segment": {
+        "0": "22746f7119109b73ed7f2c26ce8c99f87136e9124fb7fc14c9554409a28a7c3f",
+        "1": "4c2e1d7083c31a2b37d0f8dd3be4d330898511b7e02c26f7d40ca9bc2779397d",
+        "2": "62f3e049e220cd3681fadf386f2969537bd571998ae2f6ba2d08479428b5a28f",
+        "3": "83bf0131b2d36b2ba7e5ba050bbc13c0a3350feb5c9b89dc9c87d3a37abebfb3",
+        "4": "430985a80dd6e10f7abeb89457a17022e6bb6978617f415c905f584b1647603e",
+        "5": "8c0c5ae6323ec33b3e14f84ca834f70cb56f6b29f471a350f1e3efc06b6ba553",
+        "6": "db53dfa8156b9d66792c3eff0b2ce5d31b71ad41cc580dec85f528845593c184",
+        "7": "91b0b3be10cb7d7d7f7dd2024d8f9ee99d1e9fd2204203a3a9a2f2f1c6e3fa03",
+        "8": "687dbbfc49837efbfe8fa6bc091e40f7fad2908832234d7884f4616d1bc9ccff",
+        "9": "a88ec4d25b04cdbf5844686fc77f6b28dca920c9b164e37ebf69844a3ae398fc",
+        "10": "fe6b29580a6c94e1c236d13e18db4cd9f31cc1b25d52e1e6e19a5021125c9932",
+        "11": "150d31b1944d7a1b8c562f3aee20b66cefa6c4e8d02660ec889907d835142f45"
+      }
+    }
+  },
+  "total_original_route_cycles": 204946,
+  "total_float32_can_round_trips": 628030,
+  "source_sha256": {
+    "docs/ford_model_action_damping.md": "1aca8ca8e78d953beeda5b0c9803161a1d7c58556b1966040c71f809c3960bf8",
+    "docs/ford_model_action_drive_test.md": "3ce8bf6cb511a4461fa7abf194f47020af7ef5a6c90fcae7ed09571d1f750846",
+    "openpilot/selfdrive/controls/lib/ford_model_action.py": "59d66297a017557f3d4f28b115be3f6220b800566c11935e2284b3814783fb7e",
+    "openpilot/selfdrive/controls/tests/test_ford_controlsd_logging.py": "318742bd707ae526d0f5181bf7f081660c2c55de4bdf28518ccdf50d60e88080",
+    "openpilot/selfdrive/controls/tests/test_ford_model_action_adapter.py": "de6f8524347f7c4a339941bc8565ccaa131cb93aa0418c75006ce08ab7edeb99",
+    "openpilot/selfdrive/controls/tests/test_ford_model_action_damping.py": "76466997ab4fef435f44339a6cb2d06303d5f0ab8717d487f27655297bd429d1",
+    "openpilot/sunnypilot/sunnylink/settings_ui.json": "dbb78c98f57eef532f0dff0cb0b38396442882876e6d115f0d3c36159f64baf5",
+    "openpilot/sunnypilot/sunnylink/settings_ui_src/pages/vehicle.yaml": "b92b55e23467e74227988fb39fff13a4ebba3c960fb90e34a6b341411699fc95",
+    "tools/ford_pscm_lab/damping_replay.py": "2f52fef12116ce87c0a1f465cf13d6af5e9fd76ce05d4318d72e34b70bc6a11f",
+    "tools/ford_pscm_lab/model_action_replay.py": "05a658dfcaf81693bf0d92184c0edff0172802f351a61a9e866a7967e74ae46d",
+    "tools/ford_pscm_lab/stress_model_action.py": "3e308733f4af0101ad0c414fbd724f6a99f56269ed8e791f0e15526d8bfd8f17"
+  },
+  "artifact_sha256": {
+    "route9b/report.json": "1b9317850c1724f433269c6a58349d0a0ee4eb6c9a03d6ec5858fa17713796c5",
+    "route9b/commands.npz": "d9f553a5384c84416a27c52b5dda0e751dda25edc5d6620fc311977f34a7a946",
+    "route90/report.json": "e37f71dc032e375b1c9b0beb4d6e0c915257bf72e59b0785ac0ca49c2472d2c2",
+    "route95/report.json": "d42d5a080fef8a1f0b3c7ae2cabcad20c88ce01d91be07ab33770ff5948c06b6",
+    "stress.json": "06e69a23340e3f5ed174e8e0b2e5791b320686dce7df963233d50a9982dca17b",
+    "coverage.json": "8f7915b9bd884abedfdbc2e0c18ef4474737e27225a714414384242535cc396f",
+    "mutation.txt": "67a76549fd7bb71e7092a155d4d0c3459be7b04dc2ca36eef9b54fbb574ad83d",
+    "bias_regression_red.txt": "8903c5a967e8c376050db85f7cf5f73abf71ee972f6025b25eb874479f94c62c",
+    "segment10_damping.png": "7d60cf9aabdcca9000fcf49bd14bd6130418aa6ab1b57af2678b171498ee9505"
+  }
+}

docs/ford_model_action_drive_test.md

@@ -0,0 +1,84 @@
+# Ford selected-action drive-test branch
+
+The candidate is selectable on the **Ford CAN FD F-150 Lightning** behind
+its own persistent, default-off Sunnylink toggle. Version 4 uses
+[full geometric path prediction](ford_model_action_full_prediction.md) while retaining
+[excess-yaw offset damping](ford_model_action_damping.md). Input gates are unchanged.
+`calibration_approved=false`: offline checks do not establish physical tracking,
+turn-exit behavior or closed-loop stability.
+
+## Select and restore
+
+1. Install branch `hiimisaac-dev` from
+   `sunnypilot/sunnypilot` on the device using your normal branch-switch process.
+   Allow its build to finish before changing the setting.
+2. While offroad, open Sunnylink device settings → Vehicle → Ford and enable
+   **Selected-Action Path Tracking (Experimental)** (`FordModelActionController`).
+3. Complete a real offroad-to-onroad cycle. Selection occurs when `controlsd`
+   starts; changing a stored toggle or disengaging alone cannot swap an active
+   controller. Initial physical evaluation remains controlled testing.
+
+The startup log event `Ford path controller selected` should report
+`FordModelActionController`. Periodic `Ford C2-free path tracking` events
+identify `hypothesis=model-action-c0-c1-prediction-v4` and report host yaw and the command tuple.
+
+Turning the new toggle off and completing another offroad-to-onroad cycle
+restores **PSCM Coefficient Observer** if selected, otherwise the original
+Ford path controller. The stored observer selection is preserved. The candidate
+takes priority on the supported vehicle, independently of EPS firmware query
+results. Other vehicles retain their existing selection.
+
+The v8 implementation, its Sunnylink toggle and its dedicated tests are removed.
+A leftover `FordVirtualAngleController=1` file cannot enable the new controller.
+The shared Float32/CAN rounding helper now lives in `ford_model_action.py`;
+unused v8 PSCM-feedback plumbing is removed. Historical v8 route evidence remains
+in Git history and the archived validation documents.
+
+## Wiring and validation
+
+`Controls.__init__` selects the candidate once at startup. It shares the
+existing Ford call path, selected upstream-limited curvature, service gates,
+invalid-output disengagement, Float32 publication and downstream CAN builder.
+C2 and C3 stay zero. No opendbc pointer or Panda safety change is included.
+
+Sunnylink publishes the toggle through its generated settings schema and
+writes the registered Boolean through the existing parameter endpoint. The
+offroad UI rule and `needs_onroad_cycle` metadata describe when it can be
+changed and when it takes effect. An onroad backend write changes storage
+only; the controller continues using its startup selection.
+
+Native validation also exposed a pre-existing `params_keys_by_flag` bug:
+every returned buffer referenced the same reusable string. Sunnylink backup
+key enumeration could therefore return corrupted names. The bridge now
+returns separate strings owned by the parameter handle. Regression tests
+check distinct registered keys across flags, and toggle tests check its
+persistence and backup registration using the rebuilt native library.
+
+The current validation record is `ford_model_action_full_prediction_validation.json`;
+the [full-prediction notes](ford_model_action_full_prediction.md) explain cap removal
+and remaining physical uncertainty. `ford_model_action_prediction_validation.json`
+archives the capped v3 evaluation. `ford_model_action_damping_validation.json`
+archives the preceding v2 checks at their recorded source hashes.
+`ford_model_action_drive_test_validation.json` archives v1 wiring validation
+at the recorded source hashes, including 284 tests and 26 subtests. Its counts
+and 145-line controller size describe v1. The 469-line v8 module remains removed.
+
+The original 133,550-cycle route reconstruction, 485,238 packing round trips
+and mutation probes remain recorded separately in
+`ford_model_action_validation.json` at the offline-stage source hashes.
+
+## Reproduce deployment checks
+
+Initialize the branch's exact opendbc submodule (`c21a9013700734dd20b09e05aa68329ad8cc20f9`)
+and build the native Params library from this branch before testing.
+
+```sh
+export PYTHONDONTWRITEBYTECODE=1
+export PYTHONPATH=.:opendbc_repo
+python -m pytest -q -p no:cacheprovider openpilot/selfdrive/controls/tests/test_ford_*.py tools/ford_pscm_lab openpilot/selfdrive/car/tests/test_ford_pscm_status.py openpilot/sunnypilot/sunnylink/tests openpilot/common/tests/test_params.py opendbc_repo/opendbc/car/ford/tests/test_ford.py
+python -m tools.ford_pscm_lab.stress_model_action --cycles 200000 --seed 20260907 --opendbc-revision c21a9013700734dd20b09e05aa68329ad8cc20f9 --output .cache/ford_model_action_drive_test/stress.json
+```
+
+The full hardware build and device boot are not performed by these offline
+tests. Installing the branch and enabling the toggle are separate actions;
+pushing the branch does not change a device's selected software or settings.

docs/ford_model_action_drive_test_validation.json

@@ -0,0 +1,145 @@
+{
+  "date": "2026-09-07",
+  "baseline_commit": "7ca3c6e3b3e659c6f446039501c5826bbd14092e",
+  "branch": "codex/ford-model-action-drive-test",
+  "scope": "Default-off Sunnylink selection and v8 retirement; offline validation only. No device installation or physical performance validation.",
+  "calibration_approved": false,
+  "production_selector_changed": true,
+  "toggle": "FordModelActionController",
+  "default_enabled": false,
+  "v8_removed": true,
+  "panda_safety_changed": false,
+  "opendbc_submodule_changed": false,
+  "deployment_opendbc_head": "c21a9013700734dd20b09e05aa68329ad8cc20f9",
+  "controller_size": {
+    "total_lines": 145,
+    "code_lines_excluding_blanks_comments_docstrings": 95,
+    "core_persistent_values": 2,
+    "adapter_timestamps": 3,
+    "removed_v8_module_lines": 469
+  },
+  "tests": {
+    "combined_ford_params_sunnylink_suite": "284 passed, 26 subtests passed in 2.63s",
+    "suite_log_sha256": "2e223a507f0630481cf6f83b9f8893d226f3f4273a79a09fc35905aa875b1d2c",
+    "coverage": {
+      "covered_lines": 87,
+      "num_statements": 87,
+      "percent_covered": 100.0,
+      "percent_covered_display": "100",
+      "missing_lines": 0,
+      "excluded_lines": 0,
+      "percent_statements_covered": 100.0,
+      "percent_statements_covered_display": "100",
+      "num_branches": 26,
+      "num_partial_branches": 0,
+      "covered_branches": 26,
+      "missing_branches": 0,
+      "percent_branches_covered": 100.0,
+      "percent_branches_covered_display": "100"
+    },
+    "ruff": "pass",
+    "ty_controller_and_lab": "pass",
+    "settings_compiler_check": "pass",
+    "standards_review_remaining_findings": 0,
+    "spec_review_remaining_findings": 0,
+    "resolved_review_finding": "Updated YAML authoring source and regenerated settings JSON before final compiler/schema suite."
+  },
+  "routes": {
+    "route95": {
+      "cycles": 54738,
+      "core_active_cycles": 37614,
+      "core_exact_archived_match": true,
+      "cohorts_reproduced": true,
+      "adapter_active_cycles": 37614,
+      "adapter_exact_match_with_fresh_engagement_dt": true,
+      "adapter_validity_differs_from_archive_cycles": 0,
+      "adapter_command_differs_from_archive_cycles": 59,
+      "adapter_max_absolute_command_difference_c0_c1": [
+        0.010000000000000675,
+        0.0010000000000000009
+      ],
+      "field_slew_zero_c2_c3_pass": true,
+      "float32_can_round_trips": 109476,
+      "opendbc_import_head": "72a775d35e54c21ff5c5798acef22016eedcc0a7",
+      "report_sha256": "72fab710dc81c8c7d9b75d371b97fec32402d3b01fa05517dfa814d8daff3134"
+    },
+    "route90": {
+      "cycles": 78812,
+      "core_active_cycles": 73055,
+      "core_exact_archived_match": true,
+      "cohorts_reproduced": true,
+      "adapter_active_cycles": 73055,
+      "adapter_exact_match_with_fresh_engagement_dt": true,
+      "adapter_validity_differs_from_archive_cycles": 0,
+      "adapter_command_differs_from_archive_cycles": 19,
+      "adapter_max_absolute_command_difference_c0_c1": [
+        0.020000000000000462,
+        0.0020000000000000018
+      ],
+      "field_slew_zero_c2_c3_pass": true,
+      "float32_can_round_trips": 157624,
+      "opendbc_import_head": "72a775d35e54c21ff5c5798acef22016eedcc0a7",
+      "report_sha256": "cc2224bae597a341697a7681560a077cb209d77e4d060c0850997691c57d32fb"
+    }
+  },
+  "stress": {
+    "seed": 20260907,
+    "random_cycles": 200000,
+    "mirrored_core_updates": 200000,
+    "invalid_or_inactive_resets": 3537,
+    "field_boundary_cases": 18138,
+    "float32_can_round_trips": 218138,
+    "analytic_targets_scalar_slew_and_mirror_checks_pass": true,
+    "direct_raw_float32_packing_matches_host_output": true,
+    "max_continuous_step_c0_c1": [
+      0.40000000000000147,
+      0.05000000000000002
+    ],
+    "calibration_approved": false,
+    "scope": "Numerical construction only; no PSCM response or closed-loop performance claims.",
+    "opendbc_import_head": "c21a9013700734dd20b09e05aa68329ad8cc20f9"
+  },
+  "total_float32_can_round_trips": 485238,
+  "native_params": {
+    "source": "Rebuilt locally from this branch with clang++ and generated Capnp headers; ignored test dependency, not committed binary.",
+    "library_sha256": "270bf43241cf7c02cc432cf78ec9411a62d7653ca445695efe785ae82241aa09",
+    "sources_sha256": {
+      "openpilot/common/params_c.cc": "57e3bcc7eba939bc91aadafb4ed1248b8123a8fe5c48fd8530298d966ea4db63",
+      "openpilot/common/params.cc": "a5adacb1d47cb3bf6e0d87d44ce158b41982d7eaf2e8114e32c48d3a6631304c",
+      "openpilot/common/params.h": "ed03d137e126ecd6f1608016020af18c0339fb987e27d0a2aa6830bba396970c",
+      "openpilot/common/params_keys.h": "39d36465f66405843b926ba18473fb6aee81c0f1c7bea87246aa08ffe3f67c58",
+      "openpilot/common/util.cc": "4479ecf72465e8f453d8af78447f7715f02d9397c58a49048f2bbc87a96d6b8a",
+      "openpilot/common/swaglog.cc": "9c2f88a2f1c3c4253b73defb264cc367a13ade23e02928e1d469b5c5833df176"
+    }
+  },
+  "test_dependency_notes": {
+    "python": "/Users/ibpersonal/dev/sunnypilot/.venv/bin/python",
+    "pyyaml": "6.0.3 from local uv cache",
+    "jsonschema": "Local cached package appended after venv to run schema validator without skips",
+    "hardware_build_and_device_boot": "not performed"
+  },
+  "source_sha256": {
+    "docs/ford_model_action_candidate.md": "c968132348d20891a9396f6e69db1315d570505796e19e09ffbb2da748e6e687",
+    "docs/ford_virtual_angle_experiment.md": "da6322f3c3d2d81463e44c50cc6cad1a962f97008ff9425c314da333ebe47a87",
+    "openpilot/common/params_c.cc": "57e3bcc7eba939bc91aadafb4ed1248b8123a8fe5c48fd8530298d966ea4db63",
+    "openpilot/common/params_keys.h": "39d36465f66405843b926ba18473fb6aee81c0f1c7bea87246aa08ffe3f67c58",
+    "openpilot/common/tests/test_params.py": "557a1f616af5fd9f5e623fbee0fd6f44cb059a30c290c68ce2b57e9bcceed081",
+    "openpilot/selfdrive/controls/controlsd.py": "102b383e5beff43b8dd7c219178bef62e8a4b54443ebe682694606862bcd4e7f",
+    "openpilot/selfdrive/controls/lib/ford_model_action.py": "8f3bc5d68e0051776f614a2ccffae84a88f7898dc95bdc12c23dcfe10dfe676a",
+    "openpilot/selfdrive/controls/tests/test_ford_controlsd_logging.py": "1c9448d88d8021e5d34a5dccd14a17c6c1bc64b5531342bfc6d15574d9d3e710",
+    "openpilot/selfdrive/controls/tests/test_ford_model_action_adapter.py": "2c5b14f814e84e59d749f61a43ef1dcfe06253f6e185443fa123c37525ac8466",
+    "openpilot/sunnypilot/sunnylink/settings_ui.json": "9974df3ac4cc58ae78d47848cd18ef4aca1bcbb00edb257f28b4220d92890528",
+    "openpilot/sunnypilot/sunnylink/settings_ui_src/pages/vehicle.yaml": "7a3fa18e562d5a03a5b85c72ee3f3ebeb836c497285dcd9aaad24f8fb4dd6942",
+    "openpilot/sunnypilot/sunnylink/tests/test_settings_schema.py": "3db566612381fd87d3655a3ccff470be7da998c4ea7f6365f53e58cdb9c0ffb7",
+    "tools/ford_pscm_lab/model_action_replay.py": "827a6dc488d554bdf6e87438c6a2a985b3195bf6d01ab09002bfd6049d22a868",
+    "tools/ford_pscm_lab/stress_model_action.py": "2d5c72cc4b8ae214f2f5a19a050fe138f5c2ab0294d92d24e2481af5f8185613",
+    "tools/ford_pscm_lab/test_model_action_replay.py": "ebf6bcd9260745100311521f8e11e85b7aebdd5561ab0876bfc2e802429d6896",
+    "openpilot/selfdrive/controls/tests/test_ford_model_action_selection.py": "f826c6328f0abac2a61f1a0a6f8d119fdbab858e363cb466d84ba9a7783059cd",
+    "docs/ford_model_action_drive_test.md": "d825b177cd099efd797fe89b7041695d6d41e4b9e8bba6bcaeb32aece164262b"
+  },
+  "deployment_target": {
+    "repository": "sunnypilot/sunnypilot",
+    "branch": "hiimisaac-dev",
+    "validated_code_commit": "ea1ed70c718d32539ef6b9a89b89c0e297c92e06"
+  }
+}

docs/ford_model_action_full_prediction.md

@@ -0,0 +1,83 @@
+# Experimental Ford full path prediction, v4
+
+V4 removes the extra 15 cm / 25% limit on the geometric prediction introduced
+in [v3](ford_model_action_prediction.md). Those numbers were hand-chosen tuning
+bounds, not identified Ford response limits. The current user request is to
+remove that restriction; the existing default-off Sunnylink toggle remains.
+
+The controller now uses the full predicted offset from the same model path,
+assuming 150 ms of motion along the selected, upstream-limited curvature. The
+150 ms horizon remains an engineering assumption. Available model geometry
+still limits the prediction distance, with endpoint hold for short paths and
+fallback to the valid base offset if prediction arithmetic is nonfinite.
+
+The existing total command limits (C0 ±5.11 m, C1 ±0.5 rad), independent slew
+rates (4 m/s, 0.5 rad/s), quantization, yaw damping, input/service gates and
+zero C2/C3 remain unchanged. Only two control states persist. No integrator,
+model history, extra toggle or PSCM feedback loop is added.
+
+Removing the adjustment cap also permits the predicted C0 to oppose the
+original offset or become nonzero from a zero original offset. For example,
+a straight path with a nonzero selected turn request can have an opposing
+future-frame offset. Tests cover that behavior, mirrored turn releases,
+return to zero, and unchanged slew; sign preservation of the original C0 is
+no longer claimed. The yaw damper still cannot reverse its input target.
+
+## Evidence and interpretation
+
+The PSCM reports a generic `LimitReached` state. It does not tell us whether
+an incoming target is geometrically correct or well timed. Its internal
+limits cannot establish the tracking performance of this predictor. Removal
+is an experiment supported by command comparisons, not by an assumption that
+the PSCM will correct an excessive or mistimed request.
+
+Compared with capped v3 on identical recorded inputs:
+
+| Interval | Effect of removing the extra cap |
+| --- | --- |
+| Latest tight-left entry, 173–175.4 s | Mean C0 magnitude +0.032 m, maximum change 0.07 m |
+| Earlier right entry, 637–640 s | Mean magnitude +0.028 m, maximum change 0.10 m |
+| Earlier right exit, 642.7–643.852 s | All 115 commands unchanged |
+| Driver-clean low requests above 8 m/s, routes9b/9e | Mean absolute change 0.0018 / 0.0014 m; maximum 0.02 m |
+| All eligible samples on either recent route | Maximum absolute command change 0.13 m |
+
+C1 and command eligibility are exactly identical to v3 on both recent routes.
+Some command signs change near zero: this is an intended consequence of using
+the full transform, not proof those corrections improve driving. Entry windows
+include driver input, reported in the validation record. The magnitude changes
+above describe controller C0, not measured lateral vehicle displacement.
+
+The earlier v1 archive is also reproduced exactly on routes90/95, separately
+from the current controller pass. All replay uses original timestamps;
+publication times proxy computation, exact consumed model frames and causal
+carState are retained, and complete SubMaster health is unavailable. The
+recorded model and vehicle motion remain fixed. There is no measured physical
+improvement, stability result or new desired-versus-actual steering trajectory.
+
+Final validation passes 374 tests and 26 subtests with 100% controller statement
+and branch coverage, 299,604 original route cycles and 817,346 Float32/CAN
+round trips. The controller is 190 total lines / 122 code lines excluding
+blanks, comments and docstrings; two control states persist.
+
+See `ford_model_action_full_prediction_validation.json` for final test counts,
+coverage, dependency pins, source hashes and route/packing results. The initial
+uncapped variant was evaluated in a separate lab file before editing production;
+final route checks execute the production v4 source.
+
+## Reproduce and select
+
+Use the dependencies and combined suite command in the
+[drive-test guide](ford_model_action_drive_test.md). For the recent routes:
+
+```sh
+python -m tools.ford_pscm_lab.damping_replay /path/to/route9e/rlogs --baseline v3 --candidate current --window left_entry 173 175.4 --window left_peak 175.4 178.3 --window left_exit 178.3 180.5 --window reversal 728 734 --output /path/to/separate/route9e-results
+python -m tools.ford_pscm_lab.damping_replay /path/to/route9b/rlogs --baseline v3 --candidate current --window right_entry 637 640 --window right_exit 642.7 643.852 --output /path/to/separate/route9b-results
+python -m tools.ford_pscm_lab.stress_model_action --cycles 200000 --seed 20260907 --opendbc-revision c21a9013700734dd20b09e05aa68329ad8cc20f9 --output /path/to/stress.json
+```
+
+The same **Selected-Action Path Tracking (Experimental)** toggle selects v4
+on the CAN FD F-150 Lightning. An installation with the toggle already enabled
+selects v4 after updating and restarting controlsd. Diagnostics identify
+`model-action-c0-c1-prediction-v4`; `calibration_approved=false` remains explicit.
+Deployment branch: `sunnypilot/sunnypilot`, `hiimisaac-dev`. This work does not
+install software on the device or change its settings.

docs/ford_model_action_full_prediction_validation.json

@@ -0,0 +1,799 @@
+{
+  "date": "2026-09-07",
+  "baseline_commit": "01f8d51c82b3e863f1012d383b5994813ef01b81",
+  "hypothesis": "model-action-c0-c1-prediction-v4",
+  "scope": "Removal of only the extra prediction adjustment cap; no physical tracking or stability claim.",
+  "deployment_target": {
+    "repository": "sunnypilot/sunnypilot",
+    "branch": "hiimisaac-dev"
+  },
+  "calibration_approved": false,
+  "hardware_build_and_device_boot": "not performed",
+  "controller_size": {
+    "total_lines": 190,
+    "code_lines_excluding_blanks_comments_docstrings": 122,
+    "core_persistent_values": 2,
+    "adapter_timestamps": 3
+  },
+  "checks": {
+    "combined_ford_params_sunnylink_suite": "374 passed, 26 subtests passed; no skips",
+    "coverage": {
+      "covered_lines": 113,
+      "num_statements": 113,
+      "percent_covered": 100.0,
+      "percent_covered_display": "100",
+      "missing_lines": 0,
+      "excluded_lines": 0,
+      "percent_statements_covered": 100.0,
+      "percent_statements_covered_display": "100",
+      "num_branches": 32,
+      "num_partial_branches": 0,
+      "covered_branches": 32,
+      "missing_branches": 0,
+      "percent_branches_covered": 100.0,
+      "percent_branches_covered_display": "100"
+    },
+    "ruff": "pass",
+    "ty_controller_and_lab": "pass",
+    "settings_compiler_check": "pass",
+    "cap_removal_red_probe": "11 tests fail with the v3 cap present; all 40 prediction tests pass after removal.",
+    "standards_review_remaining_findings": 0,
+    "spec_review_remaining_findings": 0,
+    "independent_review_verification": "Each reviewer passed 172 focused tests and verified source/artifact hashes and route/packing totals."
+  },
+  "stress": {
+    "seed": 20260907,
+    "random_cycles": 200000,
+    "mirrored_core_updates": 200000,
+    "invalid_or_inactive_resets": 3537,
+    "field_boundary_cases": 18138,
+    "float32_can_round_trips": 218138,
+    "analytic_targets_scalar_slew_and_mirror_checks_pass": true,
+    "bounded_excess_yaw_damping_checked": true,
+    "full_geometric_prediction_checked": true,
+    "direct_raw_float32_packing_matches_host_output": true,
+    "max_continuous_step_c0_c1": [
+      0.400000000000329,
+      0.05000000000000002
+    ],
+    "calibration_approved": false,
+    "scope": "Numerical construction only; no PSCM response or closed-loop performance claims.",
+    "opendbc_import_head": "c21a9013700734dd20b09e05aa68329ad8cc20f9",
+    "source_sha256": {
+      "/Users/ibpersonal/.codex/worktrees/1a1c/sunnypilot/tools/ford_pscm_lab/stress_model_action.py": "66adef6cba120a1a3d8e9730ea987ef49f8fe283023362dbb99608dee0e3229f",
+      "/Users/ibpersonal/.codex/worktrees/1a1c/sunnypilot/openpilot/selfdrive/controls/lib/ford_model_action.py": "7a226cf3cdf6dc8c3b15829078a7b93e486ba4722c4a1d93ceb55dd2e6c77b21",
+      "/Users/ibpersonal/.codex/worktrees/1a1c/sunnypilot/tools/ford_pscm_lab/model_action_replay.py": "7cddac7ce9e88cc32bc7afbec7f9df79b66bb4dfa2fa5f9b36654891fae23a19"
+    }
+  },
+  "routes": {
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+      "scope": "Command construction and adapter reconstruction only; no counterfactual closed-loop score.",
+      "calibration_approved": false,
+      "executes_live_selector": false,
+      "cycles": 78812,
+      "core_active_cycles": 73055,
+      "core_exact_archived_match": true,
+      "cohorts_reproduced": true,
+      "adapter_active_cycles": 73055,
+      "adapter_status_counts": {
+        "inactive": 5757,
+        "active": 73055
+      },
+      "adapter_matches_current_core_with_yaw_and_fresh_engagement_dt": true,
+      "core_active_path_shorter_than_7m_cycles": 0,
+      "adapter_validity_differs_from_archive_cycles": 0,
+      "adapter_command_differs_from_archive_cycles": 42170,
+      "adapter_max_absolute_command_difference_c0_c1": [
+        0.33999999999999986,
+        0.0020000000000000018
+      ],
+      "field_slew_zero_c2_c3_pass": true,
+      "float32_can_round_trips": 157624,
+      "timing": "Original controls publication timestamps proxy computation time; repeated frames and gaps retained. No identified delay.",
+      "eligibility": "Adapter checks recorded services independently; full SubMaster health is unavailable. Core uses archived validity.",
+      "reference": "Recorded controlsState.desiredCurvature, already selected/limited. These two routes have no maneuver publications.",
+      "host_yaw": "Extract cs.yaw equals -carState.yawRate; current adapter uses it for bounded damping.",
+      "archived_core_revision": "5fc16abc7662020706e29f57d31a6d5e2bc1293a",
+      "archived_core_source_sha256": "8f3bc5d68e0051776f614a2ccffae84a88f7898dc95bdc12c23dcfe10dfe676a",
+      "cohorts": {
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+          "core_c0_c1_rms": [
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+            0.0057692154738982855
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+            0.007060795713496332
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+          "adapter_c0_c1_rms": [
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+            0.0057692154738982855
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+            0.046449510236699354
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+            0.046449510236699354
+          ]
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+            0.014019080484620104
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+            0.21878942570759013
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+            2.155728831937131,
+            0.38375302254248855
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+          "adapter_c0_c1_rms": [
+            2.2977717861671105,
+            0.21878942570759013
+          ]
+        },
+        "small_speed_8_15": {
+          "seconds": 79.2599167590001,
+          "core_c0_c1_rms": [
+            0.02250905681378238,
+            0.005843904113223639
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+            0.005843904113223639
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+            0.20999999999999996,
+            0.04349999999999998
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+            0.25,
+            0.04050000011920929
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+          "adapter_eligible_seconds": 0.022264622000001566,
+          "adapter_c0_c1_rms": [
+            0.20999999999999996,
+            0.04349999999999998
+          ]
+        },
+        "small_speed_15_55": {
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+          "core_c0_c1_rms": [
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+            0.003925571829874466
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+          "adapter_c0_c1_rms": [
+            0.017138026451004092,
+            0.003925571829874466
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+            0.00422389167351435
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+      "opendbc_import_head": "72a775d35e54c21ff5c5798acef22016eedcc0a7",
+      "opendbc_import_path": "/Users/ibpersonal/.codex/worktrees/b926/sunnypilot/opendbc_repo",
+      "source_sha256": {
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+          "baseline_peak_absolute_c0_m": 0.21999999999999975,
+          "candidate_peak_absolute_c0_m": 0.21999999999999975
+        }
+      },
+      "baseline_commands_vs_recorded_publications": {
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+      "candidate_version": "current",
+      "candidate_revision": "working_tree",
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+        [
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+          "175.4"
+        ],
+        [
+          "left_peak",
+          "175.4",
+          "178.3"
+        ],
+        [
+          "left_exit",
+          "178.3",
+          "180.5"
+        ],
+        [
+          "reversal",
+          "728",
+          "734"
+        ]
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+      "source_sha256": {
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+      "opposed_nonzero_c0_commands": 24,
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+    "route9e": {
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+  }
+}

docs/ford_model_action_prediction.md

@@ -0,0 +1,126 @@
+# Experimental Ford path prediction, v3
+
+This document and its counts describe archived v3. The
+[current v4 experiment](ford_model_action_full_prediction.md) removes the extra
+15 cm / 25% prediction adjustment cap.
+
+The latest driven route9e used v1 (`5fc16abc7`), before the v2 yaw damping.
+It often follows the requested steering angle closely, but some tight turns
+fall behind after a reasonable initial turn-in. The requested angle is replanned
+from the car's changing position; a large late request may partly be a recovery
+request after arriving wide. It is not proof that the original turn required
+that much steering. The generic PSCM limit flag does not identify a torque,
+rate or mechanical limit, and the miss starts before our C1 cap in the clearest
+left turn.
+
+Short measured-motion integrations against earlier frozen model paths are
+consistent with a growing miss, but model uncertainty, reference timing and
+some driver input prevent a conclusive causal attribution. V3 tests a bounded
+change to initial path demand. No counterfactual physical tracking score is
+claimed from replaying fixed logs.
+
+## Change and bounds
+
+Start with the current model's lateral offset at 7 m of path arc length, as in
+v1/v2. Advance the reference pose by speed × 0.15 s along the **selected,
+upstream-limited curvature**, and read the same model path 7 m beyond that
+advance, expressed in the predicted ego frame. Bound the change from the
+original offset to both ±0.15 m and ±25% of its magnitude. Prediction cannot
+reverse that target or create C0 from a zero offset.
+
+For advance `d`, selected curvature `k`, rotation `theta = k*d`, and model
+point `(x, y)` at arc station `7+d`, the predicted lateral coordinate is:
+
+```
+y_predicted = cos(theta)*y - sin(theta)*x + (1-cos(theta))/k
+```
+
+The code evaluates the last term continuously at zero curvature without
+cancellation. Available path horizon limits `d`; prediction tapers to zero as
+the horizon approaches 7 m. Nonfinite prediction falls back to the validated
+current offset. The existing endpoint hold remains for paths shorter than 7 m.
+
+A matched constant-radius path retains essentially the same C0, subject to
+sample interpolation. Developing and flattening bends can move the target
+earlier. This is a geometric hypothesis assuming motion along selected
+curvature, not an identified 150 ms actuator delay or a calibrated plant model.
+Errors in that assumption can increase or reduce useful steering demand.
+
+The predicted offset passes through the existing ±5.11 m clip, v2 excess-yaw
+damping, independent 4 m/s slew and 0.01 m quantization. C1 construction, clip,
+slew and quantization are unchanged. C2=C3=0. Input sanity, freshness, service
+health and startup selection gates are unchanged. There are still only two
+control states (C0 and C1 slew positions), plus three adapter timestamps.
+The module is 193 total lines, including 125 code lines excluding blanks,
+comments and docstrings (18 more code lines than v2). No model history, integral
+or turn state machine is added. The bounds above
+apply to the prediction target, not arbitrary differences between separately
+slewed controllers after different histories.
+
+## Offline results and tradeoff
+
+All four supplied routes run at their original controls timestamps. Routes90/95
+also reproduce the archived v1 command construction exactly. The newer routes
+compare immutable v2 code with v3 using identical measured yaw, selected
+curvature, exact consumed model and causal carState. Publication times proxy
+computation time; complete SubMaster health is unavailable. Neither v2 nor v3
+was driven on these recordings. V2-versus-recorded error is therefore not a
+reconstruction accuracy measurement.
+
+| Recorded interval | Command change versus v2 |
+| --- | --- |
+| route9e left entry, 173–175.4 s | Mean C0 magnitude +0.143 m; same 2.0 m level reached 0.203 s earlier |
+| route9e left peak, 175.4–178.3 s | Mean magnitude +0.095 m; prediction also increases some late demand |
+| route9e reversal, 728–734 s | Peak C0 magnitude 0.24 → 0.22 m |
+| route9b right exit, 642.7–643.852 s | Mean C0 +0.024 m, partially offsetting v2 damping |
+| Driver-clean low requests above 8 m/s, routes9b/9e | Mean absolute C0 change ≈0.0015 m; maximum 0.02 m |
+
+The entry C0 crossings at 0.5, 1.0, 1.5, 2.0 and 2.4 m move earlier by 61, 64,
+367, 203 and 90 ms respectively. These are command-level crossing times,
+not measured improvements in wheel response. Several entry/peak windows
+contain driver input, quantified in the validation record.
+
+On all 115 earlier right-exit cycles before strong intervention, v3 remains
+below the driven v1 reconstruction: mean C0 is 0.370 m for v1, 0.290 m for v2,
+and 0.314 m for v3. This tradeoff is retained explicitly; v3 does not improve
+every exit command relative to v2. There is no evidence yet that it reduces
+the late model request or the physical miss.
+
+Route9b now includes full rlogs 12/13, added after the archived v2 evaluation.
+Its 14-rlog totals therefore differ from the historical 12-rlog report. The
+focused segment-10 comparison uses identical timestamps and data.
+
+Validation passes 372 tests and 26 subtests, including the real extracted
+controlsd selection/limiter/publication path and downstream CAN builder, with
+100% controller statement and branch coverage. Four routes cover 299,604
+original cycles. Randomized testing adds 200,000 core updates plus their
+mirrors against an independent analytic geometry/damping/slew oracle; boundary
+and route checks total 817,346 Float32/CAN round trips. These checks establish
+command construction and retained gates, not closed-loop vehicle behavior.
+See `ford_model_action_prediction_validation.json` for provenance and counts.
+
+## Reproduce and select
+
+To reproduce the archived suite and stress results, use v3 commit
+`01f8d51c82b3e863f1012d383b5994813ef01b81` with the native dependencies and
+suite command in the [drive-test guide](ford_model_action_drive_test.md).
+Current replay tooling can select the immutable v3 source explicitly. New-route comparisons use
+the deployment opendbc pin `c21a9013700734dd20b09e05aa68329ad8cc20f9`:
+
+```sh
+python -m tools.ford_pscm_lab.damping_replay /path/to/route9e/rlogs --baseline v2 --candidate v3 --window left_entry 173 175.4 --window left_peak 175.4 178.3 --window left_exit 178.3 180.5 --window reversal 728 734 --window final_entry 822 825.5 --output /path/to/separate/route9e-results
+python -m tools.ford_pscm_lab.damping_replay /path/to/route9b/rlogs --baseline v2 --candidate v3 --window right_entry 637 640 --window right_exit_before_strong_input 642.7 643.852 --output /path/to/separate/route9b-results
+python -m tools.ford_pscm_lab.stress_model_action --cycles 200000 --seed 20260907 --opendbc-revision c21a9013700734dd20b09e05aa68329ad8cc20f9 --output /path/to/stress.json
+```
+
+Historical replay loads trusted controller source from immutable local Git
+commits; those objects must exist in the checkout. The original replay tool
+still requires its explicit historical opendbc pin. Neither tool downloads
+code or drives the car.
+
+The existing default-off Sunnylink **Selected-Action Path Tracking
+(Experimental)** toggle selects v3 on the CAN FD F-150 Lightning. Updating
+with that toggle already enabled selects v3 at the next controlsd startup.
+Diagnostics identify `model-action-c0-c1-prediction-v3` and keep
+`calibration_approved=false`. No new device installation, hardware build,
+physical calibration or device boot is part of this offline validation.