Update Python packages

ci: lfs pointers survive gc (#2066 )
* ci: lfs pointers survive gc * comma got gc'ed * format
2026-10-20 20:23:43 +08:00 · 2026-10-19 19:46:25 +00:00 · 2026-10-18 22:41:23 -07:00 · 2026-10-18 19:25:14 -07:00 · 2026-10-18 19:07:32 -07:00 · 2026-10-18 16:16:49 -07:00
588 changed files with 27537 additions and 17411 deletions
@@ -1,8 +1,10 @@
-* text=auto
+* text=auto eol=lf

 # to move existing files into LFS:
 # git add --renormalize .
 *.onnx filter=lfs diff=lfs merge=lfs -text
+openpilot/selfdrive/modeld/models/big_*_tinygrad.pkl filter=lfs diff=lfs merge=lfs -text
+openpilot/sunnypilot/modeld_v2/models/*.pkl filter=lfs diff=lfs merge=lfs -text
 *.svg filter=lfs diff=lfs merge=lfs -text
 *.png filter=lfs diff=lfs merge=lfs -text
 *.gif filter=lfs diff=lfs merge=lfs -text
@@ -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
@@ -1,43 +0,0 @@
-exclude-labels:
-  - 'no-changelog'
-categories:
-  - title: '🚀 Features'
-    labels:
-      - 'feature'
-      - 'enhancement'
-  - title: '🐛 Bug Fixes'
-    collapse-after: 5
-    labels:
-      - 'fix'
-      - 'bugfix'
-      - 'bug'
-  - title: '🧰 Maintenance'
-    collapse-after: 5
-    label: 'chore'
-change-template: '- $TITLE @$AUTHOR (#$NUMBER)'
-change-title-escapes: '\<*_&'
-replacers:
-  - search: '/[Ss][Uu][Nn][Nn][Yy][Pp][Ii][Ll][Oo][Tt]/g'
-    replace: 'sunnypilot'
-  - search: '/\b[Ss][Pp]\b/g'
-    replace: 'SP'
-version-resolver:
-  major:
-    labels:
-      - 'major'
-  minor:
-    labels:
-      - 'minor'
-  patch:
-    labels:
-      - 'patch'
-  default: patch
-name-template: 'v$RESOLVED_VERSION 🚀'
-tag-template: 'v$RESOLVED_VERSION'
-version-template: "0.$MAJOR.$MINOR.$PATCH" # The day OP becomes v1, we need to bump this
-tag-prefix: "v0." # The day OP becomes v1, we need to bump this
-prerelease-identifier: "staging"
-template: |
-  ## Changes
-
-  $CHANGES
@@ -8,18 +8,23 @@ on:
        required: true
        type: string
      target_hardware:
-        description: 'Hardware target to compile for (qcom or usbgpu)'
+        description: 'Hardware target to compile for (qcom or chestnut)'
        required: true
        type: choice
        default: 'qcom'
        options:
          - qcom
-          - usbgpu
+          - chestnut
      hf_repo:
        description: 'Hugging Face dataset repository'
        required: false
        type: string
        default: 'sunnypilot/sunnypilot_models_v1'
+      docs_repo:
+        description: 'GitHub repo holding the driving_models JSON on its gh-pages branch'
+        required: false
+        type: string
+        default: 'sunnypilot/sunnypilot-models'

 jobs:
  setup:
@@ -34,9 +39,9 @@ jobs:
      - name: Checkout sunnypilot repo
        uses: actions/checkout@v4
        with:
-          repository: sunnypilot/sunnypilot
          path: sunnypilot
          submodules: recursive
+          fetch-depth: 1

      - name: Get tinygrad_repo ref
        id: get-tinygrad-ref
@@ -47,19 +52,20 @@ jobs:
          echo "tinygrad_ref=$ref" >> $GITHUB_OUTPUT
          echo "tinygrad_ref is $ref"

-      - name: Checkout docs repo (sunnypilot-models, gh-pages)
+      - name: Checkout docs repo (gh-pages)
        uses: actions/checkout@v4
        with:
-          repository: sunnypilot/sunnypilot-models
+          repository: ${{ inputs.docs_repo }}
          ref: gh-pages
          path: docs
          ssh-key: ${{ secrets.CI_SUNNYPILOT_DOCS_PRIVATE_KEY }}
+          fetch-depth: 1

      - name: Get next JSON version to use (from GitHub docs repo)
        id: get-json
        run: |
          cd docs/docs
-          PREFIX="driving_models_${{ inputs.target_hardware == 'usbgpu' && 'usbgpu_' || '' }}v"
+          PREFIX="driving_models_${{ inputs.target_hardware == 'chestnut' && 'chestnut_' || '' }}v"
          latest=$(ls ${PREFIX}*.json | sed -E "s/${PREFIX}([0-9]+)\.json/\1/" | sort -n | tail -1)
          next=$((latest+1))
          json_file="${PREFIX}${next}.json"
@@ -78,6 +84,7 @@ jobs:
      - name: Get next recompiled dir number
        id: create-recompiled-dir
        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
          HF_REPO: ${{ github.event.inputs.hf_repo }}
        run: |
          pip install huggingface_hub
@@ -117,6 +124,7 @@ jobs:
      json_version: ${{ needs.setup.outputs.json_version }}
      target_hardware: ${{ github.event.inputs.target_hardware }}
      hf_repo: ${{ github.event.inputs.hf_repo }}
+      docs_repo: ${{ inputs.docs_repo }}
      set_min_version: ${{ github.event.inputs.set_min_version }}
      tinygrad_ref: ${{ needs.setup.outputs.tinygrad_ref }}
    secrets: inherit
@@ -161,6 +169,7 @@ jobs:
      target_hardware: ${{ github.event.inputs.target_hardware }}
      artifact_suffix: -retry
      hf_repo: ${{ github.event.inputs.hf_repo }}
+      docs_repo: ${{ inputs.docs_repo }}
      set_min_version: ${{ github.event.inputs.set_min_version }}
      tinygrad_ref: ${{ needs.setup.outputs.tinygrad_ref }}
    secrets: inherit
@@ -1,83 +0,0 @@
-name: Build default big model
-
-on:
-  workflow_dispatch:
-
-env:
-  HF_REPO: sunnypilot/sunnypilot_models_v1
-  HF_DEFAULTS_PATH: models/defaults/big
-
-jobs:
-  resolve_name:
-    runs-on: ubuntu-24.04
-    outputs:
-      model_name: ${{ steps.name.outputs.model_name }}
-      onnx_ref: ${{ steps.name.outputs.onnx_ref }}
-    steps:
-      - uses: actions/checkout@v4
-      - id: name
-        run: |
-          NAME=$(PYTHONPATH=${{ github.workspace }} python3 -c "from openpilot.sunnypilot.models.model_name import DEFAULT_BIG_MODEL; print(DEFAULT_BIG_MODEL)")
-          ONNX_REF=$(git log -1 --format='%H' -- openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx)
-          echo "model_name=${NAME}" >> $GITHUB_OUTPUT
-          echo "onnx_ref=$ONNX_REF" >> $GITHUB_OUTPUT
-
-  build_model:
-    needs: resolve_name
-    uses: ./.github/workflows/sunnypilot-build-model.yaml
-    with:
-      upstream_branch: ${{ needs.resolve_name.outputs.onnx_ref }}
-      custom_name: ${{ needs.resolve_name.outputs.model_name }}
-      target_hardware: usbgpu
-    secrets: inherit
-
-  upload_defaults:
-    needs: [ resolve_name, build_model ]
-    runs-on: ubuntu-24.04
-    permissions:
-      id-token: write
-      contents: write
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          submodules: recursive
-      - run: git lfs pull -I "openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx"
-
-      - name: Install huggingface_hub
-        run: pip install --upgrade "huggingface_hub>=0.22.0"
-
-      - name: Download artifact name
-        uses: actions/download-artifact@v4
-        with:
-          name: artifact-name-${{ needs.resolve_name.outputs.model_name }}
-          path: artifact_name
-
-      - name: Read artifact name
-        id: artifact
-        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: ${{ steps.artifact.outputs.artifact_name }}
-          path: output
-
-      - name: Upload to HF and update default_models.json
-        env:
-          HF_OIDC_RESOURCE: datasets/${{ env.HF_REPO }}
-          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 "${{ env.HF_REPO }}" \
-            --hf-defaults-path "${{ env.HF_DEFAULTS_PATH }}" \
-            --artifact-name "$ARTIFACT_NAME" \
-            --model-dir output \
-            --onnx-path "openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx" \
-            --onnx-ref "${{ needs.resolve_name.outputs.onnx_ref }}" \
-            --model-name "${{ needs.resolve_name.outputs.model_name }}" \
-            --tinygrad-ref "$(python3 openpilot/sunnypilot/models/tinygrad_ref.py)" \
-            --run-number "${{ github.run_number }}"
@@ -0,0 +1,493 @@
+name: Build default models
+
+on:
+  workflow_dispatch:
+    inputs:
+      target:
+        description: 'Model target to build'
+        required: true
+        type: choice
+        options:
+          - small
+          - big
+          - dm
+  workflow_call:
+    inputs:
+      target:
+        description: 'Model target to build (small, big, or dm)'
+        required: true
+        type: string
+
+concurrency:
+  group: build-default-models-${{ 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)")
+            HF_DEFAULTS_PATH="models/defaults/big"
+            ONNX_PATH="openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl"
+          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=""
+          [ -n "$ONNX_PATH" ] && ONNX_REF=$(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: ${{ inputs.target == 'small' }}
+    runs-on: [self-hosted, tici]
+    env:
+      MODELS_DIR: openpilot/selfdrive/modeld/models
+      COMPILER: tinygrad_repo/examples/openpilot
+      SMALL_ONNX: openpilot/selfdrive/modeld/models/driving_supercombo.onnx
+      SMALL_PKL: openpilot/selfdrive/modeld/models/driving_tinygrad.pkl
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Pull small ONNX via LFS
+        run: git lfs pull -I "${{ 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 from ONNX
+        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"
+          env ${TG_FLAGS} python3 ${{ github.workspace }}/${{ env.COMPILER }}/compile_onnx.py \
+            ${{ github.workspace }}/${{ env.SMALL_ONNX }} \
+            ${{ github.workspace }}/${{ env.SMALL_PKL }} \
+            --out-of-band --benchmark-runs 1
+
+      - 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/${PKL_BASE}" "$OUTPUT_DIR/"
+
+          ONNX_SHA256=$(git cat-file blob "$(git ls-files -s "${{ github.workspace }}/${{ env.SMALL_ONNX }}" | awk '{print $2}')" | grep '^oid sha256:' | cut -d: -f2)
+
+          python3 "${{ 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 }}" \
+            --onnx-sha256 "$ONNX_SHA256"
+
+          echo "model-${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: ${{ inputs.target == 'big' }}
+    runs-on: [self-hosted, chestnut]
+    env:
+      MODELS_DIR: openpilot/selfdrive/modeld/models
+      COMPILER: tinygrad_repo/examples/openpilot
+      BIG_PKL: openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Pull big PKL via LFS
+        run: git lfs pull -I "${{ env.BIG_PKL }}"
+
+      - 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 warp
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH="${PYTHONPATH}:${{ github.workspace }}/tinygrad_repo:${{ github.workspace }}"
+
+          CHESTNUT_TG_FLAGS="DEBUG=1 DEV=USB+AMD:LLVM FRAME_DEV=CPU FLOAT16=1 JIT_BATCH_SIZE=0 GMMU=0 TC_OPT=2 TC_MIN_GLOBALS=32"
+          COMPILER="${{ github.workspace }}/tinygrad_repo/examples/openpilot"
+          MODELS_DIR="${{ github.workspace }}/openpilot/selfdrive/modeld/models"
+          MODEL_SIZE=$(python3 -c "from openpilot.common.transformations.model import MEDMODEL_INPUT_SIZE as s; print(f'{s[0]}x{s[1]}')")
+
+          for res in $(python3 -c "from openpilot.common.transformations.camera import _ar_ox_fisheye as a, _os_fisheye as o; print(f'{a.width}x{a.height} {o.width}x{o.height}')"); do
+            CAM_W=$(echo $res | cut -d x -f1)
+            CAM_H=$(echo $res | cut -d x -f2)
+            STRIDE_INFO=$(python3 -c "
+          import sys
+          from openpilot.system.camerad.cameras.nv12_info import get_nv12_info
+          s,y,u,sz = get_nv12_info(int(sys.argv[1]), int(sys.argv[2]))
+          print(f'{s},{y},{u},{sz}')
+          " $CAM_W $CAM_H)
+            WARP_PKL="${MODELS_DIR}/big_driving_warp_${res}_tinygrad.pkl"
+            env ${CHESTNUT_TG_FLAGS} python3 "${COMPILER}/compile_warp.py" \
+              --frame ${CAM_W},${CAM_H},${STRIDE_INFO} \
+              --warp-to ${MODEL_SIZE} \
+              --layout yuv420 \
+              --frames 2 \
+              --output "${WARP_PKL}"
+          done
+
+      - 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/${PKL_BASE}" "$OUTPUT_DIR/"
+
+          PKL_LFS_SHA256=$(git cat-file blob "$(git ls-files -s "${{ github.workspace }}/${{ env.BIG_PKL }}" | awk '{print $2}')" | grep '^oid sha256:' | cut -d: -f2)
+
+          python3 "${{ 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 }}" \
+            --onnx-sha256 "$PKL_LFS_SHA256"
+
+          cp "$MODELS_DIR"/big_driving_warp_* "$OUTPUT_DIR/" || true
+
+          echo "model-${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 LFS for resolved ONNX files
+        if: ${{ needs.resolve.outputs.onnx_path != '' }}
+        run: git lfs pull -I "${{ 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')
+          matches = sorted(dm_dir.glob('dmonitoring_*_tinygrad.pkl'))
+          assert len(matches) == 1, f'expected one DM pkl in {dm_dir}, found {matches}'
+          pkl_name = matches[0].name
+
+          digest = hashlib.sha256()
+          with open(dm_dir / pkl_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 }}',
+                  'tinygrad_ref': '${{ needs.resolve.outputs.tinygrad_ref }}',
+                  'runner': 'tinygrad',
+                  'build_time': datetime.now(UTC).strftime('%Y-%m-%dT%H:%M:%SZ'),
+                  'models': [{
+                      'type': 'chunked',
+                      'artifact': {
+                          'file_name': pkl_name,
+                          'download_uri': {'url': '', 'sha256': digest.hexdigest()}
+                      }
+                  }]
+              }]
+          }
+          with open(dm_dir / 'metadata.json', 'w') as f:
+              json.dump(metadata, f, indent=2)
+          print('Generated DM metadata.json')
+          "
+
+          python3 release/ci/upload_default_model.py \
+            --hf-repo "${{ 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/compile_onnx.py \
+            ${{ github.workspace }}/${{ env.DM_ONNX }} \
+            ${{ github.workspace }}/${{ env.DM_PKL }} \
+            --out-of-band --benchmark-runs 1
+
+      - 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"
+          COMPILER="${{ github.workspace }}/tinygrad_repo/examples/openpilot"
+          MODELS_DIR="${{ github.workspace }}/openpilot/selfdrive/modeld/models"
+          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 $(python3 -c "from openpilot.common.transformations.camera import _ar_ox_fisheye as a, _os_fisheye as o; print(f'{a.width}x{a.height} {o.width}x{o.height}')"); do
+            CAM_W=$(echo $res | cut -d x -f1)
+            CAM_H=$(echo $res | cut -d x -f2)
+            STRIDE_INFO=$(python3 -c "
+          import sys
+          from openpilot.system.camerad.cameras.nv12_info import get_nv12_info
+          s,y,u,sz = get_nv12_info(int(sys.argv[1]), int(sys.argv[2]))
+          print(f'{s},{y},{u},{sz}')
+          " $CAM_W $CAM_H)
+            WARP_PKL="${MODELS_DIR}/dm_warp_${res}_tinygrad.pkl"
+            taskset -c 7 env ${TG_FLAGS} python3 "${COMPILER}/compile_warp.py" \
+              --frame ${CAM_W},${CAM_H},${STRIDE_INFO} \
+              --warp-to ${DM_SIZE} \
+              --layout luma \
+              --border-fill 16 \
+              --transform-device NPY \
+              --output "${WARP_PKL}"
+          done
+
+      - name: Prepare DM output
+        run: |
+          mkdir -p dm_output
+          cp ${{ github.workspace }}/${{ env.DM_PKL }} 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 }}/ ${{ github.workspace }}/scripts/manage-powersave.py --enable
@@ -30,7 +30,7 @@ on:
        type: boolean
        default: true
      target_hardware:
-        description: 'Hardware target to compile for (qcom or usbgpu)'
+        description: 'Hardware target to compile for (qcom or chestnut)'
        required: false
        type: string
        default: 'qcom'
@@ -39,6 +39,11 @@ on:
        required: false
        type: string
        default: 'sunnypilot/sunnypilot_models_v1'
+      docs_repo:
+        description: 'GitHub repo holding the driving_models JSON on its gh-pages branch'
+        required: false
+        type: string
+        default: 'sunnypilot/sunnypilot-models'
      set_min_version:
        description: 'Minimum selector version'
        required: false
@@ -101,15 +106,20 @@ on:
        default: 'qcom'
        options:
          - qcom
-          - usbgpu
+          - chestnut
      hf_repo:
        description: 'Hugging Face dataset repository'
        required: false
        type: string
        default: 'sunnypilot/sunnypilot_models_v1'
+      docs_repo:
+        description: 'GitHub repo holding the driving_models JSON on its gh-pages branch'
+        required: false
+        type: string
+        default: 'sunnypilot/sunnypilot-models'
 env:
  RECOMPILED_DIR: recompiled${{ inputs.recompiled_dir }}
-  JSON_FILE: docs/docs/driving_models_${{ inputs.target_hardware == 'usbgpu' && 'usbgpu_v' || 'v' }}${{ inputs.json_version }}.json
+  JSON_FILE: docs/docs/driving_models_${{ inputs.target_hardware == 'chestnut' && 'chestnut_v' || 'v' }}${{ inputs.json_version }}.json

 jobs:
  build_model:
@@ -124,19 +134,17 @@ jobs:

  publish_model:
    if: ${{ !cancelled() && needs.build_model.result == 'success' }}
-    concurrency:
-      group: hf-push-${{ inputs.recompiled_dir }}
-      cancel-in-progress: false
    needs: build_model
    runs-on: ubuntu-latest
    permissions:
+      actions: read
      id-token: write
      contents: write
    steps:
      - name: Checkout docs repo
        uses: actions/checkout@v4
        with:
-          repository: sunnypilot/sunnypilot-models
+          repository: ${{ inputs.docs_repo }}
          ref: gh-pages
          path: docs
          ssh-key: ${{ secrets.CI_SUNNYPILOT_DOCS_PRIVATE_KEY }}
@@ -146,7 +154,7 @@ jobs:

      - name: Validate hf_repo and JSON version
        env:
-          HF_OIDC_RESOURCE: datasets/${{ inputs.hf_repo }}
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
        run: |
          if [ ! -f "$JSON_FILE" ]; then
            echo "JSON file $JSON_FILE does not exist!"
@@ -155,13 +163,8 @@ jobs:
          python3 -c "
          import sys
          from huggingface_hub import HfApi
-          try:
-              api = HfApi()
-              api.repo_info(repo_id=sys.argv[1], repo_type='dataset')
-              print(f'Success: Repo {sys.argv[1]} exists.')
-          except Exception as e:
-              print('HF validation failed:', e)
-              sys.exit(1)
+          HfApi().repo_info(repo_id=sys.argv[1], repo_type='dataset')
+          print(f'Success: Repo {sys.argv[1]} exists.')
          " "${{ inputs.hf_repo }}"

      - name: Download artifact name file
@@ -177,22 +180,25 @@ jobs:
          echo "artifact_name=$ARTIFACT_NAME" >> $GITHUB_OUTPUT

      - name: Download and extract model artifact
-        uses: actions/download-artifact@v4
-        with:
-          name: ${{ steps.read-artifact-name.outputs.artifact_name }}
-          path: output
+        env:
+          GH_TOKEN: ${{ github.token }}
+          ARTIFACT_NAME: ${{ steps.read-artifact-name.outputs.artifact_name }}
+        run: |
+          id=$(gh api -X GET "repos/$GITHUB_REPOSITORY/actions/runs/$GITHUB_RUN_ID/artifacts" -f name="$ARTIFACT_NAME" --jq '.artifacts[0].id')
+          url=$(curl -sf -o /dev/null -w '%{redirect_url}' -H "Authorization: Bearer $GH_TOKEN" "https://api.github.com/repos/$GITHUB_REPOSITORY/actions/artifacts/$id/zip")
+          sudo apt-get install -y -qq aria2 > /dev/null
+          aria2c -q -x16 -s16 -k8M --max-tries=5 --file-allocation=none -o model.zip "$url" && unzip -q model.zip -d output && rm model.zip

      - name: Create models folder
        env:
          ARTIFACT_NAME: ${{ steps.read-artifact-name.outputs.artifact_name }}
        run: |
          mkdir -p "local_models/${RECOMPILED_DIR}/${ARTIFACT_NAME}"
-          cp -r output/* "local_models/${RECOMPILED_DIR}/${ARTIFACT_NAME}/"
-          rm -f "local_models/${RECOMPILED_DIR}/${ARTIFACT_NAME}/artifact_name.txt"
+          cp output/metadata.json "local_models/${RECOMPILED_DIR}/${ARTIFACT_NAME}/"

      - name: Upload to Hugging Face
        env:
-          HF_OIDC_RESOURCE: datasets/${{ inputs.hf_repo }}
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
          ARTIFACT_NAME: ${{ steps.read-artifact-name.outputs.artifact_name }}
        run: |
          hf upload ${{ inputs.hf_repo }} \
@@ -200,13 +206,12 @@ jobs:
            "models/${RECOMPILED_DIR}/${ARTIFACT_NAME}/" \
            --repo-type=dataset

-      - name: Pull gh-pages
+      - name: Update and push JSON to docs repo
        run: |
          cd docs
-          git pull origin gh-pages
+          git config --global user.name "GitHub Action"
+          git config --global user.email "action@github.com"

-      - name: Run json_parser.py to update JSON
-        run: |
          FOLDER="${{ inputs.model_folder }}"
          if [ "$FOLDER" = "Other" ]; then
            FOLDER="${{ inputs.custom_model_folder }}"
@@ -219,18 +224,27 @@ jobs:
          [ -n "${{ 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 "$JSON_FILE" \
-            --recompiled-dir "local_models/$RECOMPILED_DIR" \
-            --sort-by-date \
-            $ARGS

-      - name: Push updated JSON to GitHub docs repo
-        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
+          for attempt in $(seq 1 10); do
+            git fetch origin gh-pages
+            git reset --hard origin/gh-pages
+
+            eval python3 json_parser.py \
+              --json-path "docs/$(basename $JSON_FILE)" \
+              --recompiled-dir "../local_models/$RECOMPILED_DIR" \
+              --sort-by-date \
+              $ARGS
+
+            git add docs/"$(basename $JSON_FILE)"
+            git commit -m "Update $(basename $JSON_FILE) after recompiling model" || { echo "No changes to commit"; exit 0; }
+
+            if git push origin gh-pages; then
+              echo "Push succeeded on attempt $attempt"
+              exit 0
+            fi
+
+            echo "Push failed (attempt $attempt/10), retrying after backoff..."
+            sleep $((RANDOM % 10 + 3))
+          done
+          echo "All 10 push attempts failed"
+          exit 1
@@ -0,0 +1,80 @@
+name: Compile warp for sunnypilot modeld
+
+on:
+  workflow_dispatch:
+
+jobs:
+  compile_warps:
+    runs-on: [self-hosted, chestnut]
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Set environment variables
+        run: |
+          source /etc/profile
+          export UV_PROJECT_ENVIRONMENT=${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 Warp Kernels
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          export PYTHONPATH="${PYTHONPATH}:${{ github.workspace }}/tinygrad_repo:${{ github.workspace }}"
+          mkdir -p openpilot/sunnypilot/modeld_v2/models/
+          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}')")
+          echo "Model size: $MODEL_SIZE"
+          echo "Camera resolutions: $CAMERA_RES"
+
+          for res in $CAMERA_RES; do
+            FRAME_PARAM=$(python3 -c "from openpilot.system.camerad.cameras.nv12_info import get_nv12_info; w, h = map(int, '${res}'.split('x')); stride, y_h, uv_h, _ = get_nv12_info(w, h); print(f'{w},{h},{stride},{y_h},{uv_h},{stride * (y_h + uv_h)}')")
+
+            WARP_PKL="openpilot/sunnypilot/modeld_v2/models/driving_warp_${res}_tinygrad.pkl"
+            echo "Compiling $WARP_PKL on QCOM"
+            taskset -c 7 env DEV=QCOM IMAGE=1 FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1 python3 openpilot/sunnypilot/modeld_v2/compile_warp.py \
+              --frame ${FRAME_PARAM} --warp-to ${MODEL_SIZE} --output "${WARP_PKL}"
+
+            BIG_WARP_PKL="openpilot/sunnypilot/modeld_v2/models/big_driving_warp_${res}_tinygrad.pkl"
+            echo "Compiling $BIG_WARP_PKL on AMD"
+            taskset -c 7 env DEV=USB+AMD:LLVM FRAME_DEV=CPU FLOAT16=1 JIT_BATCH_SIZE=0 GMMU=0 TC_OPT=2 TC_MIN_GLOBALS=32 python3 openpilot/sunnypilot/modeld_v2/compile_warp.py \
+              --frame ${FRAME_PARAM} --warp-to ${MODEL_SIZE} --output "${BIG_WARP_PKL}"
+          done
+
+      - name: Re-enable powersave
+        if: always()
+        run: |
+          source ${UV_PROJECT_ENVIRONMENT}/bin/activate
+          PYTHONPATH=$PYTHONPATH:${{ github.workspace }}/ ${{ github.workspace }}/scripts/manage-powersave.py --enable
+
+      - name: Create Pull Request
+        uses: peter-evans/create-pull-request@9153d834b60caba6d51c9b9510b087acf9f33f83
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          GIT_CONFIG_COUNT: 1
+          GIT_CONFIG_KEY_0: credential.https://huggingface.co.helper
+          GIT_CONFIG_VALUE_0: '!f() { test "$1" = get && echo username=user && echo "password=$HF_TOKEN"; }; f'
+        with:
+          author: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
+          token: ${{ secrets.GITHUB_TOKEN }}
+          commit-message: "[bot] Update warp pkl for modeld_v2"
+          title: "[bot] Update modeld_v2 Warp"
+          branch: "auto/compile-warp-kernels"
+          base: "master"
+          delete-branch: true
+          labels: bot
+          add-paths: |
+            openpilot/sunnypilot/modeld_v2/models/*.pkl
+
+      - name: Reset lfs access
+        if: always()
+        run: git config --local --unset-all "lfs.$(git config -f .lfsconfig lfs.url).access" || true
@@ -18,24 +18,25 @@ concurrency:
 env:
  GIT_CONFIG_COUNT: 1
  GIT_CONFIG_KEY_0: lfs.fetchexclude
-  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
+  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl

 jobs:
  docs:
    name: build docs
-    runs-on: ubuntu-24.04
+    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"]')
+      || fromJSON('["ubuntu-24.04"]') }}
    steps:
    - uses: commaai/timeout@v1
-
    - uses: actions/checkout@v7
-      with:
-        submodules: true
+    - run: ./tools/op.sh setup

    # Build
    - name: Build docs
-      run: |
-        git lfs pull
-        python docs/serve.py --build
+      run: ./tools/op.sh docs --build

    # Push to docs.comma.ai
    - uses: actions/checkout@v7
@@ -0,0 +1,89 @@
+name: Download HF model
+description: Resolve and download models 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
+  tinygrad_ref:
+    description: 'Tinygrad ref to match bundle against'
+    required: false
+    default: ''
+
+runs:
+  using: composite
+  steps:
+    - name: Download models
+      shell: bash
+      env:
+        HF_REPO: ${{ inputs.hf_repo }}
+        MODELS_JSON: ${{ inputs.models }}
+        DEST_DIR: ${{ inputs.dest_dir }}
+        TINYGRAD_REF: ${{ inputs.tinygrad_ref }}
+      run: |
+        set -eo pipefail
+        DOWNLOAD_LIST=$(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/${HF_PATH}/default_models.json"
+          local DEFAULTS BUNDLE ARTIFACT FILE_URL BASE_URL
+          DEFAULTS=$(curl -fsSL "$JSON_URL")
+          if [ -n "$TINYGRAD_REF" ]; then
+            BUNDLE=$(echo "$DEFAULTS" | jq --arg hash "$ONNX_HASH" --arg tg "$TINYGRAD_REF" '
+              . as $root | [.bundles[] | select(.onnx_sha256 == $hash and (.tinygrad_ref == $tg or (.tinygrad_ref == null and $root.tinygrad_ref == $tg)))] | .[0] // empty
+            ')
+          else
+            BUNDLE=$(echo "$DEFAULTS" | jq --arg hash "$ONNX_HASH" '
+              [.bundles[] | select(.onnx_sha256 == $hash)] | .[0] // empty
+            ')
+          fi
+
+          if [ -z "$BUNDLE" ] || [ "$BUNDLE" = "null" ]; then
+            echo "::error::No model bundle found matching ONNX hash $ONNX_HASH (tinygrad ref: $TINYGRAD_REF) in $HF_PATH"
+            return 1
+          fi
+
+          ARTIFACT=$(echo "$BUNDLE" | jq -r '.models[0].artifact')
+          FILE_URL=$(echo "$ARTIFACT" | jq -r '.download_uri.url')
+          BASE_URL=$(echo "$FILE_URL" | sed 's|/[^/]*$||')
+
+          mkdir -p "$DEST_DIR"
+          ENCODED_URL=$(python3 -c "import urllib.parse; print(urllib.parse.quote('${FILE_URL}', safe=':/'))")
+          printf '%s\t%s\n' "$ENCODED_URL" "${DEST_DIR}/${CANONICAL}" >> "$DOWNLOAD_LIST"
+
+          if [ "$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}" >> "$DOWNLOAD_LIST"
+            done
+          elif [ "$CANONICAL" = "big_driving_tinygrad.pkl" ]; then
+            for warp in big_driving_warp_1928x1208_tinygrad.pkl big_driving_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 $TOTAL files with 8 parallel connections..."
+        xargs -P8 -d'\n' -I{} bash -c '
+          URL="${1%%	*}"
+          DEST="${1#*	}"
+          echo "Downloading $(basename "$DEST")"
+          curl -fsSL --retry 3 --retry-delay 5 -o "$DEST" "$URL"
+        ' _ {} < "$DOWNLOAD_LIST"
+        rm -f "$DOWNLOAD_LIST"
@@ -1,8 +1,8 @@
 name: Sync comma's LFS

 env:
-  LFS_URL: 'https://gitlab.com/sunnypilot/public/sunnypilot-new-lfs.git/info/lfs'
-  LFS_PUSH_URL: 'ssh://git@gitlab.com/sunnypilot/public/sunnypilot-new-lfs.git'
+  LFS_URL: 'https://huggingface.co/sunnypilot/sunnypilot-lfs.git/info/lfs'
+  LFS_PUSH_URL: 'https://huggingface.co/sunnypilot/sunnypilot-lfs.git/info/lfs'

 on:
  schedule:
@@ -33,21 +33,19 @@ jobs:

      - name: LFS Fetch
        run: |
-          git lfs fetch
+          git lfs fetch || echo "::warning::some objects are missing on commaai/openpilot-lfs; mirroring the rest"

      - name: Set up Git
        run: |
          git config --global user.name 'GitHub Action'
          git config --global user.email 'action@github.com'

-      - name: Set up SSH
-        uses: webfactory/ssh-agent@v0.9.0
-        with:
-          ssh-private-key: ${{ secrets.SSH_PRIVATE_KEY }}
-
-      - name: Add GitLab public keys
+      - name: Setup hf
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
        run: |
-          ssh-keyscan -H gitlab.com >> ~/.ssh/known_hosts
+          git config --global credential.helper store
+          echo "https://user:${HF_TOKEN}@huggingface.co" > ~/.git-credentials

      - name: Ensure branch
        run: |
@@ -70,6 +68,7 @@ jobs:
          git config lfs.activitytimeout 300
          git config lfs.transfer.maxretries 5
          git config lfs.concurrenttransfers 4
+          git config lfs.allowincompletepush true

      - name: Push LFS
        id: sync-and-commit
@@ -83,3 +82,80 @@ jobs:
          done
          echo "All push attempts failed"
          exit 1
+
+      - name: Checkout sunnypilot
+        uses: actions/checkout@v4
+        with:
+          repository: 'sunnypilot/sunnypilot'
+          path: sunnypilot
+          fetch-depth: 0
+          filter: blob:limit=1k
+          lfs: false
+
+      - name: Reference objects on sunnypilot-lfs
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+        run: |
+          set -euo pipefail
+          GIT_LFS_SKIP_SMUDGE=1 git clone --quiet https://huggingface.co/sunnypilot/sunnypilot-lfs hf-lfs
+          mkdir -p hf-lfs/all
+          cat > scan_pointers.py <<'EOF'
+          import re, subprocess, sys, threading
+          repo = sys.argv[1]
+          chk = subprocess.run(["git", "-C", repo, "cat-file", "--batch-all-objects",
+                                "--batch-check=%(objectname) %(objecttype) %(objectsize)"],
+                               capture_output=True, text=True, check=True).stdout
+          small = [f[0] for f in (l.split() for l in chk.splitlines()) if f[1] == "blob" and int(f[2]) < 1024]
+          p = subprocess.Popen(["git", "-C", repo, "cat-file", "--batch=%(objectsize)"],
+                               stdin=subprocess.PIPE, stdout=subprocess.PIPE)
+          def feed():
+            for sha in small:
+              p.stdin.write(sha.encode() + b"\n")
+            p.stdin.close()
+          threading.Thread(target=feed, daemon=True).start()
+          rx = re.compile(rb"^version https://git-lfs\.github\.com/spec/v1\noid sha256:([0-9a-f]{64})\nsize ([0-9]+)\n")
+          seen = {}
+          for _ in small:
+            n = int(p.stdout.readline()); body = p.stdout.read(n); p.stdout.read(1)
+            m = rx.match(body)
+            if m:
+              seen.setdefault(m.group(1).decode(), m.group(2).decode())
+          for oid, size in sorted(seen.items()):
+            print(oid, size)
+          EOF
+          for repo in . sunnypilot; do
+            python3 scan_pointers.py "$repo"
+          done | sort -u | while read -r oid size; do
+            [ -e "hf-lfs/all/$oid" ] && continue
+            printf 'version https://git-lfs.github.com/spec/v1\noid sha256:%s\nsize %s\n' "$oid" "$size" > "hf-lfs/all/$oid"
+            echo "$oid"
+          done > new_oids.txt
+          echo "new pointer files: $(wc -l < new_oids.txt)"
+
+          dropped=0
+          while mapfile -t -n 100 chunk && ((${#chunk[@]})); do
+            body=$(for oid in "${chunk[@]}"; do
+                     size=$(awk '/^size /{print $2}' "hf-lfs/all/$oid")
+                     printf '{"oid":"%s","size":%s}\n' "$oid" "$size"
+                   done | jq -s '{operation:"download",transfers:["basic"],objects:.}')
+            for attempt in 1 2 3 4 5; do
+              resp=$(curl -sS -u "user:${HF_TOKEN}" -w '\n%{http_code}' \
+                       -H 'Accept: application/vnd.git-lfs+json' -H 'Content-Type: application/vnd.git-lfs+json' \
+                       --data "$body" "${LFS_URL}/objects/batch") && [ "$(tail -n1 <<<"$resp")" = 200 ] && break
+              echo "batch check attempt $attempt failed ($(tail -n1 <<<"$resp")), retrying in 60s"; sleep 60
+            done
+            [ "$(tail -n1 <<<"$resp")" = 200 ] || { echo "batch check failed"; exit 1; }
+            for oid in $(sed '$d' <<<"$resp" | jq -r '.objects[] | select(.error) | .oid'); do
+              rm -f "hf-lfs/all/$oid"; dropped=$((dropped+1))
+            done
+          done < new_oids.txt
+          echo "dropped (not on HF): $dropped"
+
+          cd hf-lfs
+          git add -A all
+          if git diff --cached --quiet; then
+            echo "nothing new to reference"
+            exit 0
+          fi
+          git commit -q -m "Reference $(git diff --cached --name-only | wc -l | tr -d ' ') new LFS objects"
+          git push origin HEAD:main
@@ -1,28 +0,0 @@
-name: Release Drafter
-
-on:
-  push:
-    branches:
-      - master
-    tags:
-      - 'v*'
-  pull_request_target:
-    types: [opened, reopened, synchronize]
-  workflow_dispatch:
-
-permissions:
-  contents: read
-
-jobs:
-  update_release_draft:
-    permissions:
-      contents: write
-      pull-requests: write
-    runs-on: ubuntu-latest
-    steps:
-      - uses: release-drafter/release-drafter@v6
-        with:
-          config-name: release-drafter.yml
-          prerelease: ${{ !startsWith(github.ref, 'refs/tags/v') }}
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -7,7 +7,7 @@ on:
 env:
  GIT_CONFIG_COUNT: 1
  GIT_CONFIG_KEY_0: lfs.fetchexclude
-  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
+  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl

 jobs:
  build___nightly:
@@ -34,3 +34,7 @@ jobs:
    - run: ./tools/op.sh setup
    - name: Push __nightly
      run: BRANCH=__nightly tools/release/build_stripped.sh
+    - name: Push chestnut nightly
+      run: |
+        git lfs pull --exclude=''
+        INCLUDE_BIG_MODEL=1 BRANCH=__nightly-chestnut tools/release/build_stripped.sh
@@ -11,7 +11,7 @@ env:
  PYTHONPATH: ${{ github.workspace }}
  GIT_CONFIG_COUNT: 1
  GIT_CONFIG_KEY_0: lfs.fetchexclude
-  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
+  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl

 jobs:
  package_updates:
@@ -31,7 +31,7 @@ on:
        type: string
        default: ''
      target_hardware:
-        description: 'Hardware target to compile for (qcom or usbgpu)'
+        description: 'Hardware target to compile for (qcom or chestnut)'
        required: false
        type: string
        default: 'qcom'
@@ -57,7 +57,7 @@ on:
        type: choice
        options:
          - qcom
-          - usbgpu
+          - chestnut
        default: 'qcom'


@@ -100,28 +100,60 @@ jobs:
          commit_date=$(git log -1 --format=%cd --date=format:'%B %d, %Y')
          echo "model_date=${commit_date}" >> $GITHUB_OUTPUT
          cat $GITHUB_OUTPUT
-      - run: |
+
+      - name: Fetch Models
+        run: |
          cd ${{ github.workspace }}/openpilot/openpilot
-          if [ "${{ inputs.target_hardware }}" != "usbgpu" ]; 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
+          fetch_lfs() {
+            sudo apt-get install -y -qq aria2 > /dev/null # Parallel ranges because gh is flaky
+            LFS_URL=$(git config -f "$(git rev-parse --show-toplevel)/.lfsconfig" lfs.url)
+            for f in "$@"; do
+              grep -qs "^version https://git-lfs" "$f" || continue
+              OID=$(awk -F'sha256:' '/^oid/{print $2}' "$f"); SIZE=$(awk '/^size/{print $2}' "$f")
+              HREF=$(curl -fsSL --retry 3 -X POST -H "Accept: application/vnd.git-lfs+json" -H "Content-Type: application/vnd.git-lfs+json" "$LFS_URL/objects/batch" \
+                -d "{\"operation\":\"download\",\"transfer\":[\"basic\"],\"objects\":[{\"oid\":\"$OID\",\"size\":$SIZE}]}" | jq -r '.objects[0].actions.download.href')
+              aria2c -x 16 -s 16 -k 16M --max-tries=5 --retry-wait=5 --file-allocation=none --summary-interval=30 --allow-overwrite=true \
+                -d "$(dirname "$f")" -o "$(basename "$f")" "$HREF"
+              echo "$OID  $f" | sha256sum -c -
+            done
+          }
+          UPSTREAM_PKL=selfdrive/modeld/models/big_driving_tinygrad.pkl
+          if [ "${{ inputs.target_hardware }}" != "chestnut" ]; then
+            git lfs pull -X "**/selfdrive/modeld/models/big_*.onnx,**/selfdrive/modeld/models/dmonitoring_*.onnx,**/selfdrive/modeld/models/big_*.pkl,**/selfdrive/modeld/models/dmonitoring_*.pkl"
+            rm -f selfdrive/modeld/models/big_*.onnx selfdrive/modeld/models/dmonitoring_*.onnx selfdrive/modeld/models/big_*.pkl selfdrive/modeld/models/dmonitoring_*.pkl
+          elif compgen -G "selfdrive/modeld/models/big_*.onnx" > /dev/null; then
+            fetch_lfs selfdrive/modeld/models/big_*.onnx selfdrive/modeld/models/big_*.pkl
+            find selfdrive/modeld/models -type f \( -name "*.onnx" -o -name "*.pkl" \) ! -name "big_*.onnx" ! -name "big_*.pkl" -delete
+          elif [ -f "$UPSTREAM_PKL" ]; then
+            echo "No big model ONNX tracked: converting commaai's precompiled $UPSTREAM_PKL, with the tinygrad it was built with"
+            fetch_lfs "$UPSTREAM_PKL"
+            find selfdrive/modeld/models -type f \( -name "*.onnx" -o -name "*.pkl" \) ! -path "$UPSTREAM_PKL" -delete
+            GITMODULES="$(git rev-parse --show-toplevel)/.gitmodules"
+            TG_NAME=$(git config -f "$GITMODULES" --get-regexp '^submodule\..*\.path$' | awk '$2 == "tinygrad_repo" {sub(/^submodule\./, "", $1); sub(/\.path$/, "", $1); print $1}')
+            TG_URL=$(git config -f "$GITMODULES" "submodule.$TG_NAME.url" | sed 's|^\.\./\.\./|https://github.com/|')
+            echo "$TG_URL $(git rev-parse HEAD:tinygrad_repo) $(sha256sum "$UPSTREAM_PKL" | cut -d' ' -f1)" > selfdrive/modeld/models/upstream_pkl.txt
          else
-            git lfs pull -I "**/selfdrive/modeld/models/big_*.onnx" -X ""
-            find selfdrive/modeld/models -name "*.onnx" ! -name "big_*.onnx" -delete
+            echo "::error::no big model ONNX or precompiled big_driving_tinygrad.pkl at this ref"
+            exit 1
          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"
+
+          if grep -lIF "version https://git-lfs.github.com/spec/v1" selfdrive/modeld/models/*.onnx selfdrive/modeld/models/*.pkl 2>/dev/null; then
+            echo "::error::the ONNX or PKL 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/openpilot/selfdrive/modeld/models/*.onnx
+          compression-level: 0
+          path: |
+            ${{ github.workspace }}/openpilot/openpilot/selfdrive/modeld/models/*.onnx
+            ${{ github.workspace }}/openpilot/openpilot/selfdrive/modeld/models/*.pkl
+            ${{ github.workspace }}/openpilot/openpilot/selfdrive/modeld/models/upstream_pkl.txt
          if-no-files-found: error

  build_model:
-    runs-on: [self-hosted, usbgpu]
+    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 }})
@@ -132,7 +164,6 @@ jobs:
          fetch-depth: 1
          submodules: recursive

-
      - name: Set environment variables
        id: set-env
        run: |
@@ -144,9 +175,6 @@ jobs:
          export VIRTUAL_ENV=$UV_PROJECT_ENVIRONMENT
          uv sync --frozen
          printenv >> $GITHUB_ENV
-          if [[ "${{ runner.debug }}" == "1" ]]; then
-            cat $GITHUB_OUTPUT
-          fi

      - name: Setup build environment
        run: |
@@ -158,10 +186,6 @@ jobs:
          echo "VERSION: ${{ steps.set-env.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
          rm -rf ${{ env.MODELS_DIR }}/*.onnx*
@@ -184,11 +208,11 @@ jobs:
          MODEL_SIZE=$(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 [ "${{ inputs.target_hardware }}" == "usbgpu" ]; then
-            echo "USBGPU build"
-            export USBGPU=1
-            TG_FLAGS="DEBUG=2 DEV=USB+AMD:LLVM WARP_DEV=QCOM FLOAT16=1 JIT_BATCH_SIZE=0 GMMU=0 TC_OPT=2"
+          TG_FLAGS_QCOM="DEV=QCOM IMAGE=1 FLOAT16=1 NOLOCALS=1 OPENPILOT_HACKS=1"
+          if [ "${{ inputs.target_hardware }}" == "chestnut" ]; then
+            echo "CHESTNUT build"
+            export CHESTNUT=1
+            TG_FLAGS="DEBUG=1 DEV=USB+AMD:LLVM FRAME_DEV=CPU FLOAT16=1 GMMU=0 TC_OPT=2 TC_MIN_GLOBALS=32"
            OUTPUT_PKL="${{ env.MODELS_DIR }}/big_driving_tinygrad.pkl"
          else
            echo "QCOM build"
@@ -196,64 +220,77 @@ jobs:
            OUTPUT_PKL="${{ 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
-            echo "Generating metadata: $onnx_file"
-            env ${TG_FLAGS_QCOM} python3 "${{ env.MODELS_DIR }}/../get_model_metadata.py" "$onnx_file" || true
-          done
+          NATIVE_PKL=$(find "${{ env.MODELS_DIR }}" -maxdepth 1 -name "*.pkl" -print -quit)

-          # 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
+          if [ -f "${{ env.MODELS_DIR }}/upstream_pkl.txt" ]; then
+            read -r TG_URL TG_SHA _ < "${{ env.MODELS_DIR }}/upstream_pkl.txt"
+            echo "Converting commaai's precompiled model with tinygrad $TG_SHA"
+            UPSTREAM_TG="${{ runner.temp }}/upstream_tinygrad"
+            rm -rf "$UPSTREAM_TG" && git init -q "$UPSTREAM_TG" && git -C "$UPSTREAM_TG" fetch -q --depth 1 "$TG_URL" "$TG_SHA" && git -C "$UPSTREAM_TG" checkout -q FETCH_HEAD
+            CONVERTED="${{ runner.temp }}/big_driving_tinygrad_plain.pkl"
+            env DEV=USB+AMD PYTHONPATH="$UPSTREAM_TG:${{ github.workspace }}" taskset -c 7 python3 openpilot/sunnypilot/modeld_v2/convert_upstream_pkl.py \
+              "${{ env.MODELS_DIR }}/big_driving_tinygrad.pkl" "$CONVERTED"
+            mv "$CONVERTED" "$OUTPUT_PKL"
+          elif NEW_ARCH_ONNX=$(find "${{ env.MODELS_DIR }}" -maxdepth 1 -name "${{ inputs.target_hardware == 'chestnut' && 'big_' || '' }}*driving*.onnx" -print -quit) &&
+               [ -n "$NEW_ARCH_ONNX" ] && grep -qa new_img "$NEW_ARCH_ONNX"; then # the new architecture: one ONNX taking the warped frames as new_img
+            echo "Compiling new architecture ONNX: $NEW_ARCH_ONNX"
+            env ${TG_FLAGS} taskset -c 7 python3 openpilot/sunnypilot/modeld_v2/compile_modeld_v2.py \
+              "$NEW_ARCH_ONNX" "$OUTPUT_PKL" --device-input "*" --benchmark-runs 1
+          else
+            echo "Detected onnx architecture. Routing to native compile_modeld.py."
+            # Detect model type and build compile args
+            VISION_ONNX=""
+            for f in "${{ 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
+            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
+            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
+            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
+            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 $POLICY_ONNX"
+            MODEL_TYPE="" ONNX_ARGS="" OUTPUT_NAME=""
+            if [ -f "$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 $SUPERCOMBO_ONNX"
            fi
-          elif [ -f "$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"
+            if [ -n "$MODEL_TYPE" ]; then
+              echo "Detected: $MODEL_TYPE -> $OUTPUT_PKL"
+              env ${TG_FLAGS} taskset -c 7 python3 "$COMPILE_MODELD" \
+                --model-type $MODEL_TYPE \
+                --model-size $MODEL_SIZE \
+                --camera-resolutions $CAMERA_RES \
+                $ONNX_ARGS \
+                --output "$OUTPUT_PKL"
+            fi
          fi

      - name: Prepare Output
@@ -264,8 +301,7 @@ jobs:
          # Copy the model files
          rsync -avm \
            --include='*.dlc' \
-            --include='*.chunk*' \
-            --include='*.chunkmanifest' \
+            --include='/${{ inputs.target_hardware == 'chestnut' && 'big_' || '' }}driving_tinygrad.pkl' \
            --exclude='*' \
            --delete-excluded \
            --chown=comma:comma \
@@ -276,6 +312,7 @@ jobs:
            --output-dir "${{ env.OUTPUT_DIR }}" \
            --custom-name "${{ env.MODEL_NAME }}" \
            --upstream-branch "${{ inputs.upstream_branch }}" \
+            $([ -f "${{ env.MODELS_DIR }}/upstream_pkl.txt" ] && echo "--onnx-sha256 $(cut -d' ' -f3 "${{ env.MODELS_DIR }}/upstream_pkl.txt")") \
            ${{ inputs.is_20hz && '--is-20hz' || '' }}

      - name: Write artifact name to file
@@ -287,6 +324,7 @@ jobs:
        with:
          name: model-${{ env.MODEL_NAME }}${{ inputs.artifact_suffix }}-${{ github.run_number }}
          path: ${{ env.OUTPUT_DIR }}
+          compression-level: 0

      - name: Upload artifact name file
        uses: actions/upload-artifact@v4
@@ -39,6 +39,8 @@ jobs:
      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: |
@@ -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:
@@ -119,6 +123,7 @@ jobs:
    steps:
      - uses: actions/checkout@v4
        with:
+          fetch-depth: 1
          submodules: recursive
          ref: ${{ env.SOURCE_BRANCH }}
          repository: ${{ github.event.pull_request.head.repo.fork && github.event.pull_request.head.repo.full_name || github.repository }}
@@ -165,7 +170,10 @@ jobs:
          scons -j1 cache_dir="$SCONS_CACHE" --minimal \
            openpilot/selfdrive/locationd openpilot/sunnypilot/selfdrive/locationd
          echo "Building rest of sunnypilot"
-          /usr/bin/time -v scons -j$(nproc) cache_dir="$SCONS_CACHE" --minimal
+          sudo rm -rf /tmp/* || true
+          mkdir -p "$BUILD_DIR/tmp"
+          export TMPDIR="$BUILD_DIR/tmp"
+          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}
@@ -211,62 +219,250 @@ jobs:
    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 }}
+      tinygrad_ref: ${{ steps.resolve.outputs.tinygrad_ref }}
    env:
+      GH_REPO: ${{ github.repository }}
      HF_REPO: sunnypilot/sunnypilot_models_v1
      HF_DEFAULTS_PATH: models/defaults/big
    steps:
-      - uses: actions/checkout@v4
-        with:
-          ref: ${{ github.head_ref || github.ref_name }}
-
-      - run: git lfs pull -I "openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx"
-
-      - name: Check HF defaults and build if needed
+      - name: Resolve tinygrad ref via API
        id: resolve
        run: |
-          ACTUAL_ONNX_HASH=$(sha256sum "openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx" | cut -d' ' -f1)
-          echo "Repo ONNX hash: $ACTUAL_ONNX_HASH"
-          echo "onnx_sha256=$ACTUAL_ONNX_HASH" >> $GITHUB_OUTPUT
+          REF="${{ github.head_ref || github.ref_name }}"
+
+          BLOB_SHA=$(gh api "repos/${GH_REPO}/contents/openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl?ref=${REF}" --jq '.sha')
+          [ -n "$BLOB_SHA" ] || { echo "::error::Failed to resolve big_driving_tinygrad.pkl blob SHA"; exit 1; }
+          ONNX_HASH=$(gh api "repos/${GH_REPO}/git/blobs/${BLOB_SHA}" --jq '.content' | base64 -d | grep '^oid sha256:' | cut -d: -f2)
+          echo "big PKL hash: $ONNX_HASH"
+          [ -n "$ONNX_HASH" ] || { echo "::error::Failed to extract big PKL 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: $TINYGRAD_REF"
+          echo "tinygrad_ref=$TINYGRAD_REF" >> "$GITHUB_OUTPUT"

          JSON_URL="https://huggingface.co/datasets/${HF_REPO}/resolve/main/${HF_DEFAULTS_PATH}/default_models.json"

-          check_hash() {
-            DEFAULTS=$(curl -fsSL "$JSON_URL" 2>/dev/null) || return 1
-            BUNDLE=$(echo "$DEFAULTS" | jq --arg hash "$ACTUAL_ONNX_HASH" '.bundles[] | select(.onnx_sha256 == $hash)' 2>/dev/null)
+          check_defaults() {
+            DEFAULTS=$(curl -fsSL "${JSON_URL}?t=$(date +%s)" 2>/dev/null) || return 1
+            BUNDLE=$(echo "$DEFAULTS" | jq --arg hash "$ONNX_HASH" --arg ref "$TINYGRAD_REF" '
+              . as $root | [.bundles[] | select(.onnx_sha256 == $hash and (.tinygrad_ref == $ref or (.tinygrad_ref == null and $root.tinygrad_ref == $ref)))] | .[0] // empty
+            ' 2>/dev/null)
            [ -n "$BUNDLE" ] && [ "$BUNDLE" != "null" ]
          }

-          if check_hash; then
-            echo "HF defaults match repo ONNX"
-          else
-            echo "No matching model on HF — triggering build"
-            gh workflow run build-default-big-model.yaml --ref "${{ github.head_ref || github.ref_name }}"
-
-            echo "Waiting for build to start..."
-            sleep 120
-
-            RUN_ID=$(gh run list --workflow=build-default-big-model.yaml --branch="${{ github.head_ref || github.ref_name }}" --limit=1 --json databaseId --jq '.[0].databaseId')
-            if [ -z "$RUN_ID" ] || [ "$RUN_ID" = "null" ]; then
-              echo "::error::Failed to find build-default-big-model run"
-              exit 1
-            fi
-
-            echo "Waiting for run $RUN_ID..."
-            gh run watch "$RUN_ID"
-
-            CONCLUSION=$(gh run view "$RUN_ID" --json conclusion --jq '.conclusion')
-            if [ "$CONCLUSION" != "success" ]; then
-              echo "::error::build-default-big-model failed: $CONCLUSION"
-              exit 1
-            fi
-
-            if ! check_hash; then
-              echo "::error::HF defaults still don't match after build"
-              exit 1
-            fi
+          if check_defaults; then
+            echo "HF defaults match repo tinygrad ref"
+            exit 0
          fi
+
+          echo "No matching model on HF — dispatching build"
+          gh workflow run build-default-models.yaml --ref "$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 }}
+      tinygrad_ref: ${{ steps.resolve.outputs.tinygrad_ref }}
+    env:
+      GH_REPO: ${{ github.repository }}
+      HF_REPO: sunnypilot/sunnypilot_models_v1
+      HF_DEFAULTS_PATH: models/defaults/small
+    steps:
+      - name: Resolve tinygrad ref via API
+        id: resolve
+        run: |
+          REF="${{ 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: $TINYGRAD_REF"
+          echo "tinygrad_ref=$TINYGRAD_REF" >> "$GITHUB_OUTPUT"
+
+          JSON_URL="https://huggingface.co/datasets/${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
+            DRIVING=$(echo "$DEFAULTS" | jq --arg hash "$DRIVING_HASH" --arg ref "$TINYGRAD_REF" '
+              . as $root | [.bundles[] | select(.onnx_sha256 == $hash and (.tinygrad_ref == $ref or (.tinygrad_ref == null and $root.tinygrad_ref == $ref)))] | .[0] // empty
+            ' 2>/dev/null)
+            [ -n "$DRIVING" ] && [ "$DRIVING" != "null" ]
+          }
+
+          if check_defaults; then
+            echo "HF defaults match repo tinygrad ref"
+            exit 0
+          fi
+
+          echo "No matching model on HF — dispatching build"
+          gh workflow run build-default-models.yaml --ref "$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 }}
+      tinygrad_ref: ${{ steps.resolve.outputs.tinygrad_ref }}
+    env:
+      GH_REPO: ${{ github.repository }}
+      HF_REPO: sunnypilot/sunnypilot_models_v1
+      HF_DEFAULTS_PATH: models/defaults/dm
+    steps:
+      - name: Resolve tinygrad ref via API
+        id: resolve
+        run: |
+          REF="${{ 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: $TINYGRAD_REF"
+          echo "tinygrad_ref=$TINYGRAD_REF" >> "$GITHUB_OUTPUT"
+
+          JSON_URL="https://huggingface.co/datasets/${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
+            DM=$(echo "$DEFAULTS" | jq --arg hash "$DM_HASH" --arg ref "$TINYGRAD_REF" '
+              . as $root | [.bundles[] | select(.onnx_sha256 == $hash and (.tinygrad_ref == $ref or (.tinygrad_ref == null and $root.tinygrad_ref == $ref)))] | .[0] // empty
+            ' 2>/dev/null)
+            [ -n "$DM" ] && [ "$DM" != "null" ]
+          }
+
+          if check_defaults; then
+            echo "HF defaults match DM tinygrad ref"
+            exit 0
+          fi
+
+          echo "No matching DM model on HF — dispatching build"
+          gh workflow run build-default-models.yaml --ref "$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 }}

@@ -278,23 +474,24 @@ jobs:

  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() &&
      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 ]
+    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
@@ -306,43 +503,17 @@ jobs:
          mkdir -p ${{ env.OUTPUT_DIR }}
          tar xzf prebuilt.tar.gz -C ${{ env.OUTPUT_DIR }}

-      - name: Prepare chestnut output
-        if: ${{ needs.prepare_chestnut.result == 'success' }}
-        run: |
-          mkdir -p "${{ github.workspace }}/chestnut_output"
-          tar xzf prebuilt.tar.gz -C "${{ github.workspace }}/chestnut_output"
-
-      - name: Download big model chunks from HF
-        if: ${{ needs.prepare_chestnut.result == 'success' }}
-        env:
-          HF_REPO: sunnypilot/sunnypilot_models_v1
-          HF_DEFAULTS_PATH: models/defaults/big
-        run: |
-          ONNX_HASH="${{ needs.prepare_chestnut.outputs.onnx_sha256 }}"
-          JSON_URL="https://huggingface.co/datasets/${HF_REPO}/resolve/main/${HF_DEFAULTS_PATH}/default_models.json"
-          DEFAULTS=$(curl -fsSL "$JSON_URL")
-          BUNDLE=$(echo "$DEFAULTS" | jq --arg hash "$ONNX_HASH" '.bundles[] | select(.onnx_sha256 == $hash)')
-
-          mkdir -p big_model_chunks
-          ARTIFACT=$(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')
-
-          CANONICAL="big_driving_tinygrad.pkl"
-          echo "$ARTIFACT" | jq -r '.chunks[].file_name' | while read CHUNK_NAME; do
-            CHUNK_IDX=$(echo "$CHUNK_NAME" | grep -oP 'chunk\K[0-9]+of[0-9]+')
-            CANONICAL_CHUNK="${CANONICAL}.chunk${CHUNK_IDX}"
-            ENCODED_URL=$(python3 -c "import urllib.parse; print(urllib.parse.quote('${BASE_URL}/${CHUNK_NAME}', safe=':/'))")
-            echo "Downloading $CHUNK_NAME -> $CANONICAL_CHUNK"
-            curl -fsSL -o "big_model_chunks/${CANONICAL_CHUNK}" "$ENCODED_URL"
-          done
-
-          echo "$NUM_CHUNKS" > "big_model_chunks/${CANONICAL}.chunkmanifest"
-
-      - name: Inject big model into chestnut
-        if: ${{ needs.prepare_chestnut.result == 'success' }}
-        run: |
-          cp big_model_chunks/* "${{ github.workspace }}/chestnut_output/openpilot/selfdrive/modeld/models/"
+      - name: Download models from HF
+        uses: ./.github/workflows/download-hf-model
+        with:
+          hf_repo: sunnypilot/sunnypilot_models_v1
+          dest_dir: ${{ env.OUTPUT_DIR }}/openpilot/selfdrive/modeld/models
+          tinygrad_ref: ${{ needs.prepare_dm_model.outputs.tinygrad_ref }}
+          models: |
+            [
+              {"hf_path": "models/defaults/small", "onnx_hash": "${{ 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: |
@@ -364,22 +535,6 @@ jobs:
            "https://x-access-token:${{github.token}}@github.com/sunnypilot/sunnypilot.git" \
            "${{ needs.prepare_strategy.outputs.extra_version_identifier }}"

-      - name: Publish chestnut branch
-        if: ${{ needs.prepare_chestnut.result == 'success' }}
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: |
-          CHESTNUT_BRANCH="${{ needs.prepare_strategy.outputs.new_branch }}-chestnut"
-          CHESTNUT_DIR="${{ github.workspace }}/chestnut_output"
-
-          ${{ env.CI_DIR }}/publish.sh \
-            "${{ github.workspace }}" \
-            "$CHESTNUT_DIR" \
-            "$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 }}"
-
      - 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: |
@@ -387,12 +542,84 @@ jobs:
            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 models from HF
+        uses: ./.github/workflows/download-hf-model
+        with:
+          hf_repo: sunnypilot/sunnypilot_models_v1
+          dest_dir: ${{ env.OUTPUT_DIR }}/openpilot/selfdrive/modeld/models
+          tinygrad_ref: ${{ needs.prepare_dm_model.outputs.tinygrad_ref }}
+          models: |
+            [
+              {"hf_path": "models/defaults/small", "onnx_hash": "${{ 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 }}
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+        run: |
+          CHESTNUT_BRANCH="${{ needs.prepare_strategy.outputs.new_branch }}-chestnut"
+          cp .lfsconfig "${{ env.OUTPUT_DIR }}/"
+          echo 'openpilot/selfdrive/modeld/models/big_*_tinygrad.pkl filter=lfs diff=lfs merge=lfs -text' > "${{ env.OUTPUT_DIR }}/.gitattributes"
+          git lfs install
+          git config --global credential.helper store
+          echo "https://user:${HF_TOKEN}@huggingface.co" > ~/.git-credentials
+
+          ${{ env.CI_DIR }}/publish.sh \
+            "${{ 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'
@@ -400,6 +627,8 @@ 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
@@ -1,78 +0,0 @@
-name: Debug Discourse Posting
-
-on:
-  push:
-
-jobs:
-  test-discourse-post:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Post test message to Discourse
-        uses: ./.github/workflows/post-to-discourse
-        with:
-          discourse-url: ${{ vars.DISCOURSE_URL }}
-          api-key: ${{ secrets.DISCOURSE_API_KEY }}
-          api-username: ${{ secrets.DISCOURSE_API_USERNAME }}
-          topic-id: ${{ vars.DISCOURSE_UPDATES_TOPIC_ID }}
-          message: |
-            ## 🧪 Test Post from GitHub Actions
-            
-            **This is a test post to verify Discourse integration**
-            
-            - **Workflow**: ${{ github.workflow }}
-            - **Run Number**: #${{ github.run_number }}
-            - **Branch**: `${{ github.ref_name }}`
-            - **Commit**: ${{ github.sha }}
-            - **Actor**: @${{ github.actor }}
-            - **Timestamp**: ${{ github.event.head_commit.timestamp }}
-            
-            ---
-            
-            ### Fake Build Info (for testing)
-            - **Version**: 0.9.8-test
-            - **Build**: #42
-            - **Branch**: release-test
-            
-            [View workflow run](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})
-            
-            *This is an automated test message. Drive safe! 🚗💨*
-      
-      
-      - name: Create topic on Discourse
-        uses: ./.github/workflows/post-to-discourse
-        with:
-          discourse-url: ${{ vars.DISCOURSE_URL }}
-          api-key: ${{ secrets.DISCOURSE_API_KEY }}
-          api-username: ${{ secrets.DISCOURSE_API_USERNAME }}
-          #topic-id: ${{ vars.DISCOURSE_UPDATES_TOPIC_ID }}
-          category-id: 4
-          title: "This is a test of a new topic instead of a reply"
-          message: |
-            ## 🧪 Test Post from GitHub Actions
-            
-            **This is a test post to verify Discourse integration**
-            
-            - **Workflow**: ${{ github.workflow }}
-            - **Run Number**: #${{ github.run_number }}
-            - **Branch**: `${{ github.ref_name }}`
-            - **Commit**: ${{ github.sha }}
-            - **Actor**: @${{ github.actor }}
-            - **Timestamp**: ${{ github.event.head_commit.timestamp }}
-            
-            ---
-            
-            ### Fake Build Info (for testing)
-            - **Version**: 0.9.8-test
-            - **Build**: #42
-            - **Branch**: release-test
-            
-            [View workflow run](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})
-            
-            *This is an automated test message. Drive safe! 🚗💨*
-      - name: Display results
-        if: always()
-        run: |
-          echo "::notice::Discourse post test completed"
-          echo "Check your Discourse topic to verify the post appeared correctly"
@@ -0,0 +1,69 @@
+name: Test Models Compatibility With Tinygrad Changes
+on:
+  pull_request:
+    paths:
+      - 'tinygrad_repo'
+  workflow_dispatch:
+
+jobs:
+  generate-matrix:
+    runs-on: ubuntu-latest
+    outputs:
+      models: ${{ steps.set-matrix.outputs.models }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Fetch and Parse json
+        id: set-matrix
+        run: |
+          python3 -c '
+          import json, urllib.request, os, re
+
+          with open("openpilot/sunnypilot/models/fetcher.py", "r") as f:
+            urls = re.findall(r"MODEL_URL(?:_CHESTNUT)?\s*=\s*[\"'"'"']([^\"'"'"']+)[\"'"'"']", f.read())
+
+          artifacts = []
+          for url in urls:
+            data = json.loads(urllib.request.urlopen(url).read())
+            for bundle in data.get("bundles", []):
+              for model in bundle.get("models", []):
+                if "artifact" in model:
+                  artifacts.append(model["artifact"])
+
+          with open(os.environ["GITHUB_OUTPUT"], "a") as f:
+            f.write(f"models={json.dumps(artifacts)}\n")
+          '
+
+  test-model:
+    name: Test ${{ matrix.artifact.file_name }}
+    needs: generate-matrix
+    runs-on: ubuntu-latest
+    container: ghcr.io/commaai/openpilot-base:latest
+    strategy:
+      fail-fast: false
+      matrix:
+        artifact: ${{ fromJson(needs.generate-matrix.outputs.models) }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: true
+
+      - name: Download model
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          MODEL_URL: ${{ matrix.artifact.download_uri.url }}
+          MODEL_FILE: ${{ matrix.artifact.file_name }}
+        shell: bash
+        run: |
+          mkdir -p /tmp/models
+          AUTH=()
+          if [ -n "$HF_TOKEN" ]; then AUTH=(-H "Authorization: Bearer $HF_TOKEN"); fi
+          curl --retry 3 --retry-all-errors -s -S -f -L "${AUTH[@]}" -o "/tmp/models/$MODEL_FILE" "$MODEL_URL"
+
+      - name: Run Model Compatibility Test
+        env:
+          MODEL_BASE_NAME: ${{ matrix.artifact.file_name }}
+          MODEL_DIR: "/tmp/models"
+        run: |
+          export PYTHONPATH="$GITHUB_WORKSPACE/tinygrad_repo:$GITHUB_WORKSPACE:$PYTHONPATH"
+          python3 -m pip uninstall -y tinygrad || uv pip uninstall -y tinygrad --system || true
+          python3 -m pytest openpilot/sunnypilot/modeld_v2/tests/test_models.py
@@ -22,7 +22,7 @@ env:
  PYTHONPATH: ${{ github.workspace }}
  GIT_CONFIG_COUNT: 1
  GIT_CONFIG_KEY_0: lfs.fetchexclude
-  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_supercombo.onnx
+  GIT_CONFIG_VALUE_0: openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl

 jobs:
  build_release:
@@ -50,6 +50,8 @@ 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]
 *.stats
 *.pkl
 *.pkl*
+!openpilot/selfdrive/modeld/models/big_driving_tinygrad.pkl
+!openpilot/sunnypilot/modeld_v2/models/*.pkl
 config.json
 compile_commands.json
 compare_runtime*.html
@@ -19,3 +19,4 @@
 [submodule "sunnypilot/neural_network_data"]
 	path = openpilot/sunnypilot/neural_network_data
  url = https://github.com/sunnypilot/neural-network-data.git
+
@@ -1,4 +1,5 @@
 [lfs]
-	url = https://gitlab.com/sunnypilot/public/sunnypilot-new-lfs.git/info/lfs
-	pushurl = ssh://git@gitlab.com/sunnypilot/public/sunnypilot-new-lfs.git
+	url = https://huggingface.co/sunnypilot/sunnypilot-lfs.git/info/lfs
+	pushurl = https://huggingface.co/sunnypilot/sunnypilot-lfs.git/info/lfs
+
 	locksverify = false
@@ -12,16 +12,17 @@ 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 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'
+ssh -o ControlMaster=no -o ControlPath=none -o ConnectTimeout=5 -o ServerAliveInterval=5 -o ServerAliveCountMax=12 -o BatchMode=yes -o StrictHostKeyChecking=no -i ${key_file} 'comma@${ip}' exec setpriv --pdeathsig HUP /usr/bin/bash <<'END'

 set -e

 export TERM=xterm-256color

-shopt -s huponexit # kill all child processes when the shell exits
+trap 'kill 0' HUP # stop this process group on SSH disconnect

 export CI=1
 export PYTHONWARNINGS=error
+export PYTHONFAULTHANDLER=1
 export COMMA_CACHE=/data/tmp/comma_download_cache
 #export LOGPRINT=debug # this has gotten too spammy...
 export TEST_DIR=${env.TEST_DIR}
@@ -69,7 +70,8 @@ export LD_LIBRARY_PATH="\$(python -c 'import ffmpeg; print(ffmpeg.LIB_DIR)'):/us
 ln -snf ${env.TEST_DIR} /data/pythonpath

 cd ${env.TEST_DIR} || true
-time ${cmd}
+time ( ${cmd} ) &
+wait \$!
 END"""

    sh script: ssh_cmd, label: step_label
@@ -159,6 +161,14 @@ def step(String name, String cmd, Map args = [:]) {
  return [name, cmd, args]
 }

+def chestnutStage(String name = "chestnut") {
+  deviceStage(name, "mici-chestnut-ci", ["UNSAFE=1", "CHESTNUT=1"], [
+    step("build", "./openpilot/selfdrive/test/chestnut.sh"),
+    step("model replay", "openpilot/selfdrive/test/process_replay/model_replay.py --chestnut"),
+    step("onroad tests", "./openpilot/selfdrive/test/test_onroad.py TestChestnutOnroad", [timeout: 120]),
+  ])
+}
+
 node {
  env.CI = "1"
  env.PYTHONWARNINGS = "error"
@@ -169,7 +179,37 @@ node {
  env.GIT_BRANCH = checkout(scm).GIT_BRANCH
  env.GIT_COMMIT = checkout(scm).GIT_COMMIT

-  def excludeBranches = ['__nightly', 'devel', 'devel-staging',
+  if (env.JOB_BASE_NAME == 'chestnut-stresstest') {
+    sh 'git fetch --no-tags origin nightly-chestnut'
+    env.GIT_COMMIT = sh(script: 'git show FETCH_HEAD:git_src_commit', returnStdout: true).trim()
+    if (!(env.GIT_COMMIT ==~ /[0-9a-f]{40}/)) {
+      error("invalid nightly-chestnut source commit")
+    }
+    def results = []
+    try {
+      timeout(time: 12, unit: 'HOURS') {
+        for (int run = 1; run <= 100; run++) {
+          results << "run ${run}: INCOMPLETE"
+          try {
+            chestnutStage("chestnut ${run}/100")
+            results[run - 1] = "run ${run}: PASS"
+          } catch (hudson.AbortException e) {
+            results[run - 1] = "run ${run}: FAIL"
+            echo e.toString()
+          }
+        }
+      }
+    } finally {
+      writeFile file: 'chestnut_stress_report.txt', text: "commit: ${env.GIT_COMMIT}\ncompleted: ${results.count { !it.endsWith('INCOMPLETE') }}/100\n" + results.join('\n') + '\n'
+      archiveArtifacts artifacts: 'chestnut_stress_report.txt'
+    }
+    if (results.any { !it.endsWith('PASS') }) {
+      error("chestnut stress test failed")
+    }
+    return
+  }
+
+  def excludeBranches = ['__nightly', '__nightly-chestnut', 'devel', 'devel-staging',
                         'release-tizi', 'release-tizi-staging', 'release-mici', 'release-mici-staging', 'testing-closet*', 'hotfix-*']
  def excludeRegex = excludeBranches.join('|').replaceAll('\\*', '.*')

@@ -201,6 +241,21 @@ node {
      )
    }

+    if (env.BRANCH_NAME == '__nightly-chestnut') {
+      parallel (
+        'nightly-chestnut': {
+          deviceStage("build nightly-chestnut", "mici-chestnut-ci", ["CHESTNUT=1"], [
+            step("build nightly-chestnut", "SCONSFLAGS=-j4 INCLUDE_BIG_MODEL=1 RELEASE_BRANCH=nightly-chestnut $SOURCE_DIR/tools/release/build_release.sh TestChestnutOnroad"),
+          ])
+        },
+        'nightly-chestnut-dev': {
+          deviceStage("build nightly-chestnut-dev", "mici-chestnut-ci", ["CHESTNUT=1"], [
+            step("build nightly-chestnut-dev", "SCONSFLAGS=-j4 INCLUDE_BIG_MODEL=1 PANDA_DEBUG_BUILD=1 RELEASE_BRANCH=nightly-chestnut-dev $SOURCE_DIR/tools/release/build_release.sh TestChestnutOnroad"),
+          ])
+        },
+      )
+    }
+
    if (!env.BRANCH_NAME.matches(excludeRegex)) {
    parallel (
      'onroad tests': {
@@ -252,6 +307,9 @@ node {
          step("test amp", "./openpilot/common/hardware/comma/tests/test_amplifier.py"),
        ])
      },
+      'chestnut': {
+        chestnutStage()
+      },

    )
    }
@@ -1,4 +1,14 @@
-Version 0.11.2 (2026-08-12)
+Version 0.11.3 (2026-XX-XX)
+========================
+* Autospeed
+  * On supported cars, openpilot will intelligently decide what speed to drive based on the scene, including:
+    * stopping at red lights, and going at green lights
+    * slowing down for curves
+    * adjusting speed based on surrounding traffic
+  * This behavior was previously available with openpilot's "Experimental mode", but is now out of beta and always enabled
+  * With openpilot deciding which speed to drive, the car's cruise speed is treated as a maximum speed openpilot will not exceed
+
+Version 0.11.2 (2026-10-14)
 =======================
 * New driving model
  * Big model with 880M parameters
@@ -20,7 +20,7 @@ SetOption('num_jobs', max(1, int(os.cpu_count()/(1 if "CI" in os.environ else 2)

 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
+release = not os.path.exists(File('#.gitmodules').abspath) # file absent on release branch, see release_files.py
 AddOption('--minimal',
          action='store_false',
          dest='extras',
@@ -87,7 +87,6 @@ acados_include_dirs = [
 # vendored in commaai/dependencies.
 allowed_system_libs = {
  "EGL", "GLESv2", "GL",
-  "Qt5Charts", "Qt5Core", "Qt5Gui", "Qt5Widgets",
  "dl", "drm", "gbm", "m", "pthread",
 }

@@ -121,6 +120,7 @@ def _libflags(target, source, env, for_signature):
 env = Environment(
  ENV={
    "PATH": os.environ['PATH'],
+    "TMPDIR": os.environ.get('TMPDIR', '/tmp'),
    "PYTHONPATH": os.pathsep.join(submodule_python_paths),
    "ACADOS_SOURCE_DIR": acados.DIR,
    "ACADOS_PYTHON_INTERFACE_PATH": acados.TEMPLATE_DIR,
@@ -316,8 +316,6 @@ def count_scons_nodes(nodes):
    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()
@@ -326,7 +324,6 @@ def count_scons_nodes(nodes):

 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):
@@ -342,11 +339,3 @@ def progress_function(node):

 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))
@@ -4,10 +4,11 @@

 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.

-# 345 Supported Cars
+# 351 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|ADX 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=Acura ADX 2025-26">Buy Here</a></sub></details>|||
 |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 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>|||
@@ -16,12 +17,12 @@ A supported vehicle is one that just works when you install a comma device. All
 |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 2021-22|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>|||
 |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[<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[<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[<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[<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[<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>|||
-|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>|||
+|Audi[<sup>13</sup>](#footnotes)|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>|||
+|Audi[<sup>13</sup>](#footnotes)|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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|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>|||
@@ -33,8 +34,8 @@ A supported vehicle is one that just works when you install a comma device. All
 |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" /></a>||
-|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>|||
+|CUPRA[<sup>13</sup>](#footnotes)|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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|Born 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot[<sup>17</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 MEB 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>|||
@@ -86,7 +87,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |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>1,5</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>1,5</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>1,5</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 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 Hatchback 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 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>1,5</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>1,5</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>|||
@@ -94,12 +95,12 @@ A supported vehicle is one that just works when you install a comma device. All
 |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>1,5</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 2023-26|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|CR-V Hybrid 2023-27|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 2023-27">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>1,5</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|HR-V 2023-27|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 2023-27">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>1,5</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>1,5</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>|||
@@ -111,7 +112,9 @@ A supported vehicle is one that just works when you install a comma device. All
 |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>|||
 |Honda|Pilot 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 Pilot 2023-25">Buy Here</a></sub></details>|||
-|Honda|Ridgeline 2017-25|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 Ridgeline 2017-25">Buy Here</a></sub></details>|||
+|Honda|Pilot 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 Pilot 2026">Buy Here</a></sub></details>|||
+|Honda|Prelude 2026|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 Prelude 2026">Buy Here</a></sub></details>|||
+|Honda|Ridgeline 2017-26|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 Ridgeline 2017-26">Buy Here</a></sub></details>|||
 |Hyundai|Azera 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 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 Azera 2022">Buy Here</a></sub></details>|||
 |Hyundai|Azera Hybrid 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 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 Azera Hybrid 2019">Buy Here</a></sub></details>|||
 |Hyundai|Azera Hybrid 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 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 Azera Hybrid 2020">Buy Here</a></sub></details>|||
@@ -163,6 +166,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |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 2021|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 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 Ceed Plug-in Hybrid 2021">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>|||
@@ -188,7 +192,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |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)|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|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|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" /></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>||
@@ -197,6 +201,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |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|Sportage Plug-in 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 Plug-in 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" /></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>|||
@@ -225,51 +230,52 @@ 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[<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[<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" /></a>||
-|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>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>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>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>|||
+|MAN[<sup>13</sup>](#footnotes)|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>6</sup>](#footnotes)|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[<sup>6</sup>](#footnotes)|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>7</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>7</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>7</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>7</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>7</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 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|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>|||
-|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>|
-|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>|||
-|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>|||
-|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|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|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|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|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|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|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|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|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|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 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|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|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>|||
-|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>||
-|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|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|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[<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[<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[<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[<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[<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>|||
-|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)|||
-|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>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>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>|||
+|Rivian|R1S 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 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|R1S 2025|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 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>|||
+|Rivian|R1T 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 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>|
+|Rivian|R1T 2025|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 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>|||
+|SEAT[<sup>13</sup>](#footnotes)|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>|||
+|SEAT[<sup>13</sup>](#footnotes)|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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|Ascent 2019-21|All[<sup>8</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|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>8</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|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>8</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|Forester 2017-18|EyeSight Driver Assistance[<sup>8</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|Forester 2019-21|All[<sup>8</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|Impreza 2017-19|EyeSight Driver Assistance[<sup>8</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|Impreza 2020-22|EyeSight Driver Assistance[<sup>8</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|Legacy 2015-18|EyeSight Driver Assistance[<sup>8</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|Legacy 2020-22|All[<sup>8</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 2015-17|EyeSight Driver Assistance[<sup>8</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|Outback 2018-19|EyeSight Driver Assistance[<sup>8</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|Outback 2020-22|All[<sup>8</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|XV 2018-19|EyeSight Driver Assistance[<sup>8</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>||
+|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>8</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|Fabia 2022-23[<sup>16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>18</sup>](#footnotes)|||
+|Škoda|Kamiq 2021-23[<sup>14,16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>18</sup>](#footnotes)|||
+|Škoda[<sup>13</sup>](#footnotes)|Karoq 2019-23[<sup>16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Kodiaq 2017-23[<sup>16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Octavia 2015-19[<sup>16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Octavia RS 2016[<sup>16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Octavia Scout 2017-19[<sup>16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>|||
+|Škoda|Scala 2020-23[<sup>16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>18</sup>](#footnotes)|||
+|Škoda[<sup>13</sup>](#footnotes)|Superb 2015-22[<sup>16</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>11</sup>](#footnotes)|Model 3 (with HW2.5) 2019[<sup>10</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 HW2.5) 2019">Buy Here</a></sub></details>|||
+|Tesla[<sup>11</sup>](#footnotes)|Model 3 (with HW3) 2019-23[<sup>10</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>11</sup>](#footnotes)|Model 3 (with HW4) 2024-25[<sup>10</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>11</sup>](#footnotes)|Model Y (with HW3) 2020-24[<sup>10</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) 2020-24">Buy Here</a></sub></details>|||
+|Tesla[<sup>11</sup>](#footnotes)|Model Y (with HW4) 2023-25[<sup>10</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) 2023-25">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>|||
@@ -282,8 +288,8 @@ 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>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>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 2018-20|All|Stock|0 mph[<sup>12</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>12</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" /></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>|||
@@ -315,44 +321,44 @@ A supported vehicle is one that just works when you install a comma device. All
 |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" /></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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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[<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 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[<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[<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|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|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|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[<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[<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[<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[<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[<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[<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>|||
+|Volkswagen[<sup>13</sup>](#footnotes)|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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|ID.4 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot[<sup>17</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 MEB 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|ID.4 2024-25|Adaptive Cruise Control (ACC) & Lane Assist|openpilot[<sup>17</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 MEB 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[<sup>13</sup>](#footnotes)|Jetta 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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 2015-22[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>18</sup>](#footnotes)|||
+|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>18</sup>](#footnotes)|||
+|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>18</sup>](#footnotes)|||
+|Volkswagen[<sup>13</sup>](#footnotes)|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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[<sup>13</sup>](#footnotes)|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>13</sup>](#footnotes)|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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>13</sup>](#footnotes)|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,17</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 `nightly-dev`. <br />
@@ -360,18 +366,19 @@ A supported vehicle is one that just works when you install a comma device. All
 <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>Enabling longitudinal control (alpha) will disable all CMBS functionality, including AEB and FCW. <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>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
-<sup>8</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <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>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <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>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>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <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>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 />
+<sup>6</sup>Mazda vehicles <b>require</b> comma power installation. <br />
+<sup>7</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
+<sup>8</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
+<sup>9</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
+<sup>10</sup>Model year 2019 can have HW2.5 or HW3, and model years 2023 and 2024 can have HW3 or HW4, depending on build date and factory. 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>11</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
+<sup>12</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>13</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>14</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
+<sup>15</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
+<sup>16</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
+<sup>17</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>18</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/).
@@ -5,10 +5,10 @@ The site is updated on pushes to master by this [workflow](../.github/workflows/

 **1. Build the site**
 ``` bash
-python docs/serve.py --build
+op docs --build
 ```

 **2. Run the site locally** (rebuilds on change)
 ``` bash
-python docs/serve.py
+op docs
 ```
@@ -18,19 +18,21 @@ function agnos_init {
  sudo chmod 660 /dev/adsprpc-smd /dev/ion /dev/kgsl-3d0

  # Check if AGNOS update is required
-  if [ $(< /VERSION) != "$AGNOS_VERSION" ]; then
+  if [ "$(< /VERSION)" != "$AGNOS_VERSION" ]; then
    AGNOS_PY="$DIR/openpilot/common/hardware/comma/agnos.py"
    MANIFEST="$DIR/openpilot/system/hardware/comma/agnos.json"
-    if $AGNOS_PY --verify $MANIFEST; then
+    if "$AGNOS_PY" --verify "$MANIFEST"; then
      sudo reboot
    fi
-    $DIR/openpilot/common/hardware/comma/updater $AGNOS_PY $MANIFEST
+    while true; do
+      "$DIR/openpilot/common/hardware/comma/updater" "$AGNOS_PY" "$MANIFEST"
+    done
  fi
 }

 function launch {
  # Remove orphaned git lock if it exists on boot
-  [ -f "$DIR/.git/index.lock" ] && rm -f $DIR/.git/index.lock
+  [ -f "$DIR/.git/index.lock" ] && rm -f "$DIR/.git/index.lock"

  # Check to see if there's a valid overlay-based update available. Conditions
  # are as follows:
@@ -42,7 +44,7 @@ function launch {
  #    that completed successfully and synced to disk.

  if [ -f "${DIR}/.overlay_init" ]; then
-    find ${DIR}/.git -newer ${DIR}/.overlay_init | grep -q '.' 2> /dev/null
+    find "${DIR}/.git" -newer "${DIR}/.overlay_init" | grep -q '.' 2> /dev/null
    if [ $? -eq 0 ]; then
      echo "${DIR} has been modified, skipping overlay update installation"
    else
@@ -51,9 +53,11 @@ function launch {
          echo "Valid overlay update found, installing"
          LAUNCHER_LOCATION="${BASH_SOURCE[0]}"

-          mv $DIR /data/safe_staging/old_openpilot
-          mv "${STAGING_ROOT}/finalized" $DIR
-          cd $DIR
+          mv "$DIR" /data/safe_staging/old_openpilot
+          mv "${STAGING_ROOT}/finalized" "$DIR"
+          cd "$DIR"
+          # releases before the openpilot/ move can't swap AGNOS on newer AGNOS, use ours
+          [ ! -L system/hardware/tici/agnos.json ] && /data/safe_staging/old_openpilot/openpilot/common/hardware/comma/agnos.py --verify system/hardware/tici/agnos.json && sudo reboot

          echo "Restarting launch script ${LAUNCHER_LOCATION}"
          unset AGNOS_VERSION
@@ -67,7 +71,7 @@ function launch {
  fi

  # handle pythonpath
-  ln -sfn $(pwd) /data/pythonpath
+  ln -sfn "$(pwd)" /data/pythonpath
  export PYTHONPATH="$PWD"

  # submodule package symlinks for PYTHONPATH imports on device.
@@ -88,7 +92,7 @@ function launch {

  # start manager
  cd openpilot/system/manager
-  if [ ! -f $DIR/prebuilt ]; then
+  if [ ! -f "$DIR/prebuilt" ]; then
    ./build.py
  fi
  ./manager.py
@@ -16,7 +16,7 @@ export VECLIB_MAXIMUM_THREADS=1
 export QCOM_PRIORITY=12

 if [ -z "$AGNOS_VERSION" ]; then
-  export AGNOS_VERSION="19.6"
+  export AGNOS_VERSION="19.9"
 fi

 export STAGING_ROOT="/data/safe_staging"
@@ -131,6 +131,7 @@ struct ModelManagerSP @0xaedffd8f31e7b55d {
    downloaded @2;
    cached @3;
    failed @4;
+    verifying @5;
  }

  struct DownloadProgress {
@@ -195,7 +196,6 @@ struct ModelManagerSP @0xaedffd8f31e7b55d {
 }

 struct LongitudinalPlanSP @0xf35cc4560bbf6ec2 {
-  dec @0 :DynamicExperimentalControl;
  longitudinalPlanSource @1 :LongitudinalPlanSource;
  smartCruiseControl @2 :SmartCruiseControl;
  speedLimit @3 :SpeedLimit;
@@ -204,7 +204,11 @@ struct LongitudinalPlanSP @0xf35cc4560bbf6ec2 {
  events @6 :List(OnroadEventSP.Event);
  e2eAlerts @7 :E2eAlerts;

-  struct DynamicExperimentalControl {
+  deprecated :group {
+    dec @0 :DynamicExperimentalControlDEPRECATED;
+  }
+
+  struct DynamicExperimentalControlDEPRECATED {
    state @0 :DynamicExperimentalControlState;
    enabled @1 :Bool;
    active @2 :Bool;
@@ -341,7 +345,7 @@ struct OnroadEventSP @0xda96579883444c35 {
    silentParkBrake @11;
    controlsMismatchLateral @12;
    hyundaiRadarTracksConfirmed @13;
-    experimentalModeSwitched @14;
+    experimentalModeSwitchedDEPRECATED @14;
    wrongCarModeAlertOnly @15;
    pedalPressedAlertOnly @16;
    laneTurnLeft @17;
@@ -352,6 +356,7 @@ struct OnroadEventSP @0xda96579883444c35 {
    speedLimitPending @22;
    e2eChime @23;
    laneChangeRoadEdge @24;
+    bigModelReady @25;
  }
 }

@@ -128,6 +128,7 @@ struct OnroadEvent @0xc4fa6047f024e718 {
    personalityChanged @91;
    aeb @92;
    userBookmark @95;
+    userBookmarkNotPaired @104;
    excessiveActuation @96;
    bigModelLoading @100;
    bigModelFailed @102;
@@ -166,12 +167,7 @@ struct InitData {
  gitSrcCommit @23 :Text;
  gitSrcCommitDate @24 :Text;

-  androidProperties @16 :Map(Text, Text);
-
-  pandaInfo @8 :PandaInfo;
-
  dirty @9 :Bool;
-  passive @12 :Bool;
  params @17 :Map(Text, Data);

  commands @19 :Map(Text, Data);
@@ -189,6 +185,17 @@ struct InitData {
    mici @7;  # comma four
  }

+  deprecated :group {
+    gctx @1 :Text;
+    androidBuildInfo @5 :Deprecated.AndroidBuildInfo;
+    androidSensors @6 :List(Deprecated.AndroidSensor);
+    chffrAndroidExtra @7 :ChffrAndroidExtra;
+    pandaInfo @8 :PandaInfo;
+    passive @12 :Bool;
+    iosBuildInfo @14 :Deprecated.IosBuildInfo;
+    androidProperties @16 :Map(Text, Text);
+  }
+
  struct PandaInfo {
    hasPanda @0 :Bool;
    dongleId @1 :Text;
@@ -199,14 +206,6 @@ struct InitData {
  struct ChffrAndroidExtra {
    allCameraCharacteristics @0 :Map(Text, Text);
  }
-
-  deprecated :group {
-    gctx @1 :Text;
-    androidBuildInfo @5 :Deprecated.AndroidBuildInfo;
-    androidSensors @6 :List(Deprecated.AndroidSensor);
-    chffrAndroidExtra @7 :ChffrAndroidExtra;
-    iosBuildInfo @14 :Deprecated.IosBuildInfo;
-  }
 }

 struct FrameData {
@@ -572,6 +571,9 @@ struct PandaState @0xa7649e2575e4591e {
  controlsAllowedLateral @38 :Bool;
  controlsAllowedLongitudinal @39 :Bool;

+  nmiReset @40 :Bool;
+  hardfaultReset @41 :Bool;
+
  enum FaultStatus {
    none @0;
    faultTemp @1;
@@ -694,6 +696,7 @@ struct PeripheralState {

 struct UsbState {
  devices @0 :List(Device);
+  connected @1 :Bool;

  struct Device {
    busnum @0 :UInt8;
@@ -725,6 +728,7 @@ struct ChestnutState {
  pcieLtssm @7 :UInt8;
  supplyVoltage @8 :UInt16;  # mV
  supplyCurrent @9 :Int16;  # mA
+  supplyFault @10 :Bool;
 }

 struct RadarState @0x9a185389d6fdd05f {
@@ -818,7 +822,6 @@ struct SelfdriveState {
  alertHudVisual @12 :Car.CarControl.HUDControl.VisualAlert;

  # configurable driving settings
-  experimentalMode @10 :Bool;
  personality @11 :LongitudinalPersonality;

  enum AudibleAlert {
@@ -862,6 +865,7 @@ struct SelfdriveState {

  deprecated :group {
    alertSound @8 :Car.CarControl.HUDControl.AudibleAlert;
+    experimentalMode @10 :Bool;
  }
 }

@@ -1004,6 +1008,7 @@ struct DrivingModelData {
  frameIdExtra @1 :UInt32;
  frameDropPerc @6 :Float32;
  modelExecutionTime @7 :Float32;
+  big @8 :Bool;

  action @2 :ModelDataV2.Action;

@@ -1235,6 +1240,7 @@ struct LongitudinalPlan @0xe00b5b3eba12876c {
  shouldStop @37: Bool;
  allowThrottle @38: Bool;
  allowBrake @39: Bool;
+  accelBoost @40 :Float32;


  solverExecutionTime @35 :Float32;
@@ -2232,6 +2238,7 @@ struct DriverMonitoringState {
      pose @0: Bool;
      eye @1: Bool;
      phone @2: Bool;
+      sleep @3: Bool;
    }

    struct Pose {
@@ -2592,6 +2599,7 @@ struct Event {
    clocks @35 :Clocks;
    deviceState @6 :DeviceState;
    chestnutState @152 :ChestnutState;
+    chestnutGpuState @153 :ChestnutState;
    logMessage @18 :Text;
    errorLogMessage @85 :Text;

@@ -2702,8 +2710,8 @@ struct Event {
    driverMonitoringStateDEPRECATED @71 :DriverMonitoringStateDEPRECATED;
    gpsNMEADEPRECATED @3 :GPSNMEAData;
    uploaderStateDEPRECATED @79 :UploaderState;
-    navInstructionDEPRECATED @82 :NavInstruction;
-    navRouteDEPRECATED @83 :NavRoute;
+    navInstruction @82 :NavInstruction;
+    navRoute @83 :NavRoute;
    navThumbnailDEPRECATED @84 :Thumbnail;
    gnssMeasurementsDEPRECATED @91 :GnssMeasurements;
    mapRenderStateDEPRECATED @105: MapRenderState;
@@ -25,7 +25,8 @@ _services: dict[str, tuple] = {
  "accelerometer": (True, 104., 104),
  "temperatureSensor": (True, 2., 200),
  "deviceState": (True, 2., 1),
-  "chestnutState": (True, 10., 10),
+  "chestnutState": (True, 10., 1),
+  "chestnutGpuState": (False, 10.),
  "touch": (True, 20., 1),
  "can": (True, 100., 2053, QueueSize.BIG),  # decimation gives ~3 msgs in a full segment
  "controlsState": (True, 100., 10, QueueSize.MEDIUM),
@@ -51,6 +52,8 @@ _services: dict[str, tuple] = {
  "procLog": (True, 0.5, 15, QueueSize.BIG),
  "gpsLocationExternal": (True, 10., 10),
  "gpsLocation": (True, 1., 1),
+  "navInstruction": (True, 1., 10),
+  "navRoute": (True, 0.),
  "ubloxGnss": (True, 10.),
  "qcomGnss": (True, 2.),
  "clocks": (True, 0.1, 1),
@@ -1,4 +1,4 @@
-from openpilot.common.api.comma_connect import CommaConnectApi
+from openpilot.common.api.comma_connect import API_HOST as API_HOST, CommaConnectApi


 class Api:
@@ -16,6 +16,10 @@ class CV:
  DEG_TO_RAD = np.pi / 180.
  RAD_TO_DEG = 1. / DEG_TO_RAD

+  # Length
+  METER_TO_FOOT = 3.28084
+  METER_TO_MILE = 1. / 1609.344
+
  # Mass
  LB_TO_KG = 0.453592

@@ -1,6 +1,8 @@
 from abc import ABC, abstractmethod
 from dataclasses import dataclass

+WEBBING_ICCID_PREFIX = "8985235"
+

 class LPAError(RuntimeError):
  pass
@@ -19,7 +21,14 @@ class Profile:

  @property
  def is_comma(self) -> bool:
-    return self.provider == 'Webbing' and self.iccid.startswith('8985235')
+    return self.provider == 'Webbing' and self.iccid.startswith(WEBBING_ICCID_PREFIX)
+
+  @property
+  def display_name(self) -> str:
+    if self.is_comma:
+      return "comma prime"
+    name = self.nickname or self.provider or "<unnamed>"
+    return f"{name} (...{self.iccid[-4:]})"


 class LPABase(ABC):
@@ -613,7 +613,7 @@ def parse_lpa_activation_code(activation_code: str) -> tuple[str, str]:
  if not activation_code.startswith("LPA:"):
    raise ValueError("Invalid activation code format")
  parts = activation_code[4:].split("$")
-  if len(parts) != 3:
+  if len(parts) != 3 or not all(parts):
    raise ValueError("Invalid activation code format")
  return parts[1], parts[2]

@@ -1,82 +0,0 @@
-#!/usr/bin/env python3
-import io
-import sys
-import math
-import os
-from pathlib import Path
-
-CHUNK_SIZE = 45 * 1024 * 1024  # 45MB, under GitHub's 50MB limit
-
-def get_chunk_name(name, idx, num_chunks):
-  return f"{name}.chunk{idx+1:02d}of{num_chunks:02d}"
-
-def get_manifest_path(name):
-  return f"{name}.chunkmanifest"
-
-def _chunk_paths(path, num_chunks):
-  return [get_manifest_path(path)] + [get_chunk_name(path, i, num_chunks) for i in range(num_chunks)]
-
-def get_chunk_targets(path, file_size):
-  num_chunks = math.ceil(file_size / CHUNK_SIZE)
-  return _chunk_paths(path, num_chunks)
-
-def chunk_file(path, targets):
-  manifest_path, *chunk_paths = targets
-  actual_num_chunks = max(1, math.ceil(os.path.getsize(path) / CHUNK_SIZE))
-  assert len(chunk_paths) >= actual_num_chunks, f"Allowed {len(chunk_paths)} chunks but needs at least {actual_num_chunks}, for path {path}"
-  with open(path, 'rb') as f:
-    for chunk_path in chunk_paths:
-      with open(chunk_path, 'wb') as out:
-        out.write(f.read(CHUNK_SIZE))
-  Path(manifest_path).write_text(str(len(chunk_paths)))
-  os.remove(path)
-
-def get_existing_chunks(path):
-  if os.path.isfile(path):
-    return [path]
-  if os.path.isfile(manifest := get_manifest_path(path)):
-    num_chunks = int(Path(manifest).read_text().strip())
-    return _chunk_paths(path, num_chunks)
-  raise FileNotFoundError(path)
-
-class ChunkStream(io.RawIOBase):
-  def __init__(self, paths):
-    self._paths = iter(paths)
-    self._f = None
-
-  def readable(self):
-    return True
-
-  def readinto(self, b):
-    n = 0
-    view = memoryview(b)
-    while n < len(b):
-      if self._f is None:
-        p = next(self._paths, None)
-        if p is None:
-          break
-        self._f = open(p, 'rb')
-      count = self._f.readinto(view[n:])
-      if not count:
-        self._f.close()
-        self._f = None
-        continue
-      n += count
-    return n
-
-def open_file_chunked(path):
-  manifest_path = get_manifest_path(path)
-  if os.path.isfile(manifest_path):
-    num_chunks = int(Path(manifest_path).read_text().strip())
-    paths = [get_chunk_name(path, i, num_chunks) for i in range(num_chunks)]
-  elif os.path.isfile(path):
-    paths = [path]
-  else:
-    raise FileNotFoundError(path)
-  return io.BufferedReader(ChunkStream(paths))
-
-
-if __name__ == "__main__":
-  path = sys.argv[1]
-  chunk_paths = get_chunk_targets(path, os.path.getsize(path))
-  chunk_file(path, chunk_paths)
@@ -27,16 +27,6 @@ def gpio_read(pin: int) -> bool | None:

  return val

-def gpio_export(pin: int) -> None:
-  if os.path.isdir(f"/sys/class/gpio/gpio{pin}"):
-    return
-
-  try:
-    with open("/sys/class/gpio/export", 'w') as f:
-      f.write(str(pin))
-  except Exception:
-    print(f"Failed to export gpio {pin}")
-
@cache
 def get_irq_action(irq: int) -> list[str]:
  try:
@@ -145,6 +145,9 @@ class HardwareBase(ABC):
  def get_modem_temperatures(self):
    return []

+  def get_modem_state(self) -> dict:
+    return {}
+
  def initialize_hardware(self):
    pass

@@ -56,29 +56,29 @@
  },
  {
    "name": "boot",
-    "url": "https://commadist.azureedge.net/agnosupdate/boot-b30f5eef65ec3878f3aa3dcaf2cc95c09e2c1e661cd3a38e94da37dee76f68bd.img.xz",
-    "hash": "b30f5eef65ec3878f3aa3dcaf2cc95c09e2c1e661cd3a38e94da37dee76f68bd",
-    "hash_raw": "b30f5eef65ec3878f3aa3dcaf2cc95c09e2c1e661cd3a38e94da37dee76f68bd",
-    "size": 46897152,
+    "url": "https://commadist.azureedge.net/agnosupdate/boot-b9c9b9261fca0cef9e6d9b198fa4b563767e6342afc7a61ab137b2b519260615.img.xz",
+    "hash": "b9c9b9261fca0cef9e6d9b198fa4b563767e6342afc7a61ab137b2b519260615",
+    "hash_raw": "b9c9b9261fca0cef9e6d9b198fa4b563767e6342afc7a61ab137b2b519260615",
+    "size": 46962688,
    "sparse": false,
    "full_check": true,
    "has_ab": true,
-    "ondevice_hash": "6650e4c46df99ae6dfd6ee895a34b8a2a3cc490a8ce18e16cc3c451c3f822b6e"
+    "ondevice_hash": "3ef4769bb1cc73bfc31f96f073b46af42dcc0bad4ab2dde32d11929745d0cd28"
  },
  {
    "name": "system",
-    "url": "https://commadist.azureedge.net/agnosupdate/system-5b6ce7965904a157fd3a134ccfcb854f9ca5c1cc2a26b7cb80a4fa4e1cc4aaa3.img.xz",
-    "hash": "b134fd04e9da27fa1d359ea0f2742c216fa21a08b5c47e9be22ab3b0563d9b9b",
-    "hash_raw": "5b6ce7965904a157fd3a134ccfcb854f9ca5c1cc2a26b7cb80a4fa4e1cc4aaa3",
+    "url": "https://commadist.azureedge.net/agnosupdate/system-80d9373348ddff2a5d1f534fab3420383939c96f3eba60baab6b15339fc602c7.img.xz",
+    "hash": "9aebca09b9d142718e71efbfe44b723010eec6e70067c043c63186067291739d",
+    "hash_raw": "80d9373348ddff2a5d1f534fab3420383939c96f3eba60baab6b15339fc602c7",
    "size": 4718592000,
    "sparse": true,
    "full_check": false,
    "has_ab": true,
-    "ondevice_hash": "91242772af771ae96fe2eebc105f2b80a7e1dbaaf6003c2574b62d51b806f468",
+    "ondevice_hash": "270b76c5c5568828e3883390b83ea445425a104dd42119d68f06093ce6b6fcef",
    "alt": {
-      "hash": "5b6ce7965904a157fd3a134ccfcb854f9ca5c1cc2a26b7cb80a4fa4e1cc4aaa3",
-      "url": "https://commadist.azureedge.net/agnosupdate/system-5b6ce7965904a157fd3a134ccfcb854f9ca5c1cc2a26b7cb80a4fa4e1cc4aaa3.img",
+      "hash": "80d9373348ddff2a5d1f534fab3420383939c96f3eba60baab6b15339fc602c7",
+      "url": "https://commadist.azureedge.net/agnosupdate/system-80d9373348ddff2a5d1f534fab3420383939c96f3eba60baab6b15339fc602c7.img",
      "size": 4718592000
    }
  }
-]
+]
@@ -8,6 +8,7 @@ from functools import cached_property, lru_cache
 from pathlib import Path

 from openpilot.cereal import log
+from openpilot.common.esim.base import WEBBING_ICCID_PREFIX
 from openpilot.common.utils import sudo_read, sudo_write
 from openpilot.common.gpio import gpio_set, gpio_init, get_irqs_for_action
 from openpilot.common.esim.base import LPABase
@@ -207,6 +208,8 @@ class HardwareComma(HardwareBase):

  def get_network_metered(self, network_type) -> bool:
    if network_type in (NetworkType.cell2G, NetworkType.cell3G, NetworkType.cell4G, NetworkType.cell5G):
+      if self.get_modem_state().get("iccid", "").startswith(WEBBING_ICCID_PREFIX):
+        return True
      from openpilot.common.params import Params
      return Params().get_bool("GsmMetered")
    try:
@@ -5,6 +5,7 @@ import logging
 import os
 import select
 import signal
+import string
 import struct
 import subprocess
 import tempfile
@@ -16,6 +17,8 @@ from ipaddress import IPv4Address, AddressValueError

 from enum import Enum

+from openpilot.common.esim.base import WEBBING_ICCID_PREFIX
+
 logging.basicConfig(
  level=logging.INFO,
  format="%(asctime)s.%(msecs)03d %(levelname)-7s modem: %(message)s",
@@ -43,7 +46,6 @@ NETWORK_TYPE = {0: "gsm", 1: "gsm", 3: "gsm", 8: "gsm",
                11: "nr", 12: "nr", 13: "nr"}

 DIAL_CID = 1
-WEBBING_ICCID_PREFIX = "8985235"

 PPPD_CMD = [
  "sudo", "pppd", PPP_PORT, "460800", "noauth", "nodetach", "noipdefault", "usepeerdns",
@@ -354,7 +356,7 @@ class Modem:
      imei = ""

    iccid = (self._atv("AT+QCCID", "+QCCID:") or "").rstrip("F")
-    if not iccid.isdigit():
+    if not all(c in string.hexdigits for c in iccid):
      iccid = ""

    imsi = first_line("AT+CIMI")
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3a94ab8395f20d20a9d5a2a2bacca0694f072df8421cf13adca6250d28065bdc
-size 24709205
+oid sha256:f92c0a9b41613e063b6a1cd086729f5555d9df6482249e171ed1e276272cad7d
+size 24709520
@@ -1,14 +1,20 @@
 import os
 from pathlib import Path

-CHESTNUT_FW_VERSION = "ed4e39b7"
+CHESTNUT_FW_VERSION = "8516b768"
 CHESTNUT_USB_IDS = ((0xADD1, 0x0001), (0x3801, 0x0001))
 CHESTNUT_ROM_USB_IDS = ((0x174C, 0x2464), (0x174C, 0x2463))
+CHESTNUT_USB_PRODUCT = f"custom {CHESTNUT_FW_VERSION}-CLEAN"
 USB_DEVICES_PATH = Path("/sys/bus/usb/devices")
 TYPEC_CC_ORIENTATION_PATH = Path("/sys/class/power_supply/usb/typec_cc_orientation")
 PRIMARY_USB_CONTROLLER = "a600000.ssusb"


+def is_chestnut_usb_id(vendor_id: int, product_id: int, include_bootloader: bool = False) -> bool:
+  ids = CHESTNUT_USB_IDS + CHESTNUT_ROM_USB_IDS if include_bootloader else CHESTNUT_USB_IDS
+  return (vendor_id, product_id) in ids
+
+
 def get_usb_topology() -> set[str]:
  try:
    return set(os.listdir(USB_DEVICES_PATH))
@@ -30,6 +36,10 @@ def read_int(path: Path, base: int = 10) -> int:
    return 0


+def cable_connected() -> bool:
+  return read_int(TYPEC_CC_ORIENTATION_PATH) != 0
+
+
 def usb_devices() -> list[Path]:
  try:
    devices = (d for d in USB_DEVICES_PATH.glob("*") if (d / "idVendor").exists())
@@ -81,7 +91,8 @@ def set_usb_state(device_state, devices: list[dict]) -> None:
    entry.linkErrorCount = device["linkErrorCount"]
    entry.usb3Lane = device.get("usb3Lane", "unknown")

-    if (entry.vendorId, entry.productId) in CHESTNUT_USB_IDS:
+    if is_chestnut_usb_id(entry.vendorId, entry.productId):
      chestnut_present = True

  device_state.chestnutPresent = chestnut_present
+  device_state.usbState.connected = cable_connected()
@@ -28,6 +28,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"ControlsReady", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, BOOL}},
    {"CurrentBootlog", {PERSISTENT, STRING}},
    {"CurrentRoute", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, STRING}},
+    {"DisableDriverCameraIR", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, BOOL}},
    {"DisableLogging", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, BOOL}},
    {"DisablePowerDown", {PERSISTENT | BACKUP, BOOL}},
    {"DisableUpdates", {PERSISTENT | BACKUP, BOOL, "0"}},
@@ -39,8 +40,6 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"DriverTooDistracted", {CLEAR_ON_MANAGER_START | CLEAR_ON_IGNITION_ON, BOOL}},
    {"DriverLockoutCount", {CLEAR_ON_MANAGER_START | CLEAR_ON_IGNITION_ON, INT, "0"}},
    {"AlphaLongitudinalEnabled", {PERSISTENT | DEVELOPMENT_ONLY | BACKUP, BOOL}},
-    {"ExperimentalMode", {PERSISTENT | BACKUP, BOOL}},
-    {"ExperimentalModeConfirmed", {PERSISTENT | BACKUP, BOOL}},
    {"FirmwareQueryDone", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, BOOL}},
    {"ForcePowerDown", {PERSISTENT, BOOL}},
    {"GitBranch", {PERSISTENT, STRING}},
@@ -59,7 +58,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"IsDriverViewEnabled", {CLEAR_ON_MANAGER_START, BOOL}},
    {"IsEngaged", {PERSISTENT, BOOL}},
    {"IsLdwEnabled", {PERSISTENT | BACKUP, BOOL}},
-    {"IsLiveStreaming", {CLEAR_ON_MANAGER_START, BOOL}},
+    {"IsLiveStreaming", {CLEAR_ON_MANAGER_START | CLEAR_ON_IGNITION_ON, BOOL}},
    {"IsMetric", {PERSISTENT | BACKUP, BOOL}},
    {"IsOffroad", {CLEAR_ON_MANAGER_START, BOOL}},
    {"IsRhdDetected", {PERSISTENT, BOOL}},
@@ -68,7 +67,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"JoystickDebugMode", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, BOOL}},
    {"LanguageSetting", {PERSISTENT | BACKUP, STRING, "en"}},
    {"LastAthenaPingTime", {CLEAR_ON_MANAGER_START, INT}},
-    {"LastGPSPosition", {PERSISTENT, STRING}},
+    {"LastGPSPosition", {PERSISTENT, BYTES}},
    {"LastManagerExitReason", {CLEAR_ON_MANAGER_START, STRING}},
    {"LastOffroadStatusPacket", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, JSON}},
    {"LastAgnosPowerMonitorShutdown", {CLEAR_ON_MANAGER_START, STRING}},
@@ -92,6 +91,12 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"ObdMultiplexingEnabled", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, BOOL}},
    {"Offroad_CarUnrecognized", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, JSON}},
    {"Offroad_ChestnutBranch", {CLEAR_ON_MANAGER_START, JSON}},
+    {"Offroad_ChestnutNotDetected", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, JSON}},
+    {"Offroad_ChestnutOverheated", {CLEAR_ON_MANAGER_START, JSON}},
+    {"Offroad_ChestnutPcieUnavailable", {CLEAR_ON_MANAGER_START, JSON}},
+    {"Offroad_ChestnutUncompiled", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, JSON}},
+    {"Offroad_ChestnutUpdateFailed", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, JSON}},
+    {"Offroad_ChestnutUsbSlow", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, JSON}},
    {"Offroad_ConnectivityNeeded", {CLEAR_ON_MANAGER_START, JSON}},
    {"Offroad_ConnectivityNeededPrompt", {CLEAR_ON_MANAGER_START, JSON}},
    {"Offroad_ExcessiveActuation", {PERSISTENT, JSON}},
@@ -130,8 +135,17 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"UpdaterLastFetchTime", {PERSISTENT, TIME}},
    {"UptimeOffroad", {PERSISTENT, FLOAT, "0.0"}},
    {"UptimeOnroad", {PERSISTENT, FLOAT, "0.0"}},
-    {"UsbGpuActive", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION | CLEAR_ON_IGNITION_ON, BOOL}},
-    {"UsbGpuLoading", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION | CLEAR_ON_IGNITION_ON, BOOL}},
+    {"ChestnutActive", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION | CLEAR_ON_IGNITION_ON, BOOL}},
+    {"ChestnutLoading", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION | CLEAR_ON_IGNITION_ON, BOOL}},
+    {"ChestnutRetry", {CLEAR_ON_MANAGER_START | CLEAR_ON_IGNITION_ON, BOOL}},
+    {"InitialCruiseSpeedKph", {PERSISTENT, INT, "40"}},
+    {"NavDestination", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, JSON}},
+    {"NavigationEnabled", {PERSISTENT, BOOL, "0"}},
+    {"Offroad_ChestnutModelError", {CLEAR_ON_MANAGER_START, JSON}},
+    {"Offroad_Pairing", {CLEAR_ON_MANAGER_START, JSON}},
+    {"Offroad_UploadsIgnored", {CLEAR_ON_MANAGER_START, JSON}},
+    {"PairingEmail", {PERSISTENT, STRING}},
+    {"PairingProvider", {PERSISTENT, STRING}},
    {"Version", {PERSISTENT, STRING}},

    // --- sunnypilot params --- //
@@ -195,14 +209,16 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {

    // Model Manager params
    {"ModelManager_ActiveBundle", {PERSISTENT, JSON}},
-    {"ModelManager_ActiveJson", {CLEAR_ON_MANAGER_START, STRING}},
+    {"ModelManager_ActiveBundleUSBGPU", {PERSISTENT, JSON}}, //TODO-SP: kept for migration, remove on next sync?
+    {"ModelManager_ActiveBundleChestnut", {PERSISTENT, JSON}},
+    {"ModelManager_ActiveJson", {CLEAR_ON_MANAGER_START, JSON}},
    {"ModelManager_ClearCache", {CLEAR_ON_MANAGER_START, BOOL}},
-    {"ModelManager_DownloadIndex", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, INT}},
+    {"ModelManager_DownloadRef", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, STRING}},
    {"ModelManager_Favs", {PERSISTENT | BACKUP, STRING}},
    {"ModelManager_LastSyncTime", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, INT, "0"}},
-    {"ModelManager_LastSyncTime_USBGPU", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, INT, "0"}},
+    {"ModelManager_LastSyncTime_Chestnut", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, INT, "0"}},
    {"ModelManager_ModelsCache", {PERSISTENT | BACKUP, JSON}},
-    {"ModelManager_ModelsCache_USBGPU", {PERSISTENT | BACKUP, JSON}},
+    {"ModelManager_ModelsCache_Chestnut", {PERSISTENT | BACKUP, JSON}},

    // Neural Network Lateral Control
    {"NeuralNetworkLateralControl", {PERSISTENT | BACKUP, BOOL, "0"}},
@@ -231,7 +247,6 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"ToyotaEnforceStockLongitudinal", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"ToyotaStopAndGoHack", {PERSISTENT | BACKUP, BOOL, "0"}},

-    {"DynamicExperimentalControl", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"BlindSpot", {PERSISTENT | BACKUP, BOOL, "0"}},

    // sunnypilot model params
@@ -245,6 +260,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {

    // mapd
    {"MapAdvisorySpeedLimit", {CLEAR_ON_ONROAD_TRANSITION, FLOAT}},
+    {"Mapd_ClearCache", {CLEAR_ON_MANAGER_START, BOOL}},
    {"MapdVersion", {PERSISTENT, STRING}},
    {"MapSpeedLimit", {CLEAR_ON_ONROAD_TRANSITION, FLOAT, "0.0"}},
    {"NextMapSpeedLimit", {CLEAR_ON_ONROAD_TRANSITION, JSON}},
@@ -27,14 +27,14 @@ public:
    auto param_path = Params().getParamPath();
    if (util::file_exists(param_path)) {
      std::string real_path = util::readlink(param_path);
-      util::check_system(util::string_format("rm %s -rf", real_path.c_str()));
+      util::check_system(util::string_format("rm -rf %s", real_path.c_str()));
      unlink(param_path.c_str());
    }
    if (getenv("COMMA_CACHE") == nullptr) {
-      util::check_system(util::string_format("rm %s -rf", Path::download_cache_root().c_str()));
+      util::check_system(util::string_format("rm -rf %s", Path::download_cache_root().c_str()));
    }
-    util::check_system(util::string_format("rm %s -rf", Path::comma_home().c_str()));
-    util::check_system(util::string_format("rm %s -rf", msgq_path.c_str()));
+    util::check_system(util::string_format("rm -rf %s", Path::comma_home().c_str()));
+    util::check_system(util::string_format("rm -rf %s", msgq_path.c_str()));
    unsetenv("OPENPILOT_PREFIX");
  }

@@ -1,16 +1,47 @@
-"""Small QR encoder for the UI's byte-mode, error-correction-level-L codes."""
+"""QR code encoding, decoding, and UI textures."""
+
+import functools
+import itertools

 import numpy as np
 import pyray as rl


-# Indexes are QR versions. These are the only two Reed-Solomon parameters needed
-# for error-correction level L.
-_ECC_LEN = (0, 7, 10, 15, 20, 26, 18, 20, 24, 30, 18, 20, 24, 26, 30, 22, 24, 28, 30, 28, 28)
-_NUM_BLOCKS = (0, 1, 1, 1, 1, 1, 2, 2, 2, 2, 4, 4, 4, 4, 4, 6, 6, 6, 6, 7, 8)
+# (ec codewords per block, block count) for levels L, M, Q, H, versions 1-40
+_EC = [
+  ((7, 1), (10, 1), (13, 1), (17, 1)), ((10, 1), (16, 1), (22, 1), (28, 1)), ((15, 1), (26, 1), (18, 2), (22, 2)),
+  ((20, 1), (18, 2), (26, 2), (16, 4)), ((26, 1), (24, 2), (18, 4), (22, 4)), ((18, 2), (16, 4), (24, 4), (28, 4)),
+  ((20, 2), (18, 4), (18, 6), (26, 5)), ((24, 2), (22, 4), (22, 6), (26, 6)), ((30, 2), (22, 5), (20, 8), (24, 8)),
+  ((18, 4), (26, 5), (24, 8), (28, 8)), ((20, 4), (30, 5), (28, 8), (24, 11)), ((24, 4), (22, 8), (26, 10), (28, 11)),
+  ((26, 4), (22, 9), (24, 12), (22, 16)), ((30, 4), (24, 9), (20, 16), (24, 16)), ((22, 6), (24, 10), (30, 12), (24, 18)),
+  ((24, 6), (28, 10), (24, 17), (30, 16)), ((28, 6), (28, 11), (28, 16), (28, 19)), ((30, 6), (26, 13), (28, 18), (28, 21)),
+  ((28, 7), (26, 14), (26, 21), (26, 25)), ((28, 8), (26, 16), (30, 20), (28, 25)), ((28, 8), (26, 17), (28, 23), (30, 25)),
+  ((28, 9), (28, 17), (30, 23), (24, 34)), ((30, 9), (28, 18), (30, 25), (30, 30)), ((30, 10), (28, 20), (30, 27), (30, 32)),
+  ((26, 12), (28, 21), (30, 29), (30, 35)), ((28, 12), (28, 23), (28, 34), (30, 37)), ((30, 12), (28, 25), (30, 34), (30, 40)),
+  ((30, 13), (28, 26), (30, 35), (30, 42)), ((30, 14), (28, 28), (30, 38), (30, 45)), ((30, 15), (28, 29), (30, 40), (30, 48)),
+  ((30, 16), (28, 31), (30, 43), (30, 51)), ((30, 17), (28, 33), (30, 45), (30, 54)), ((30, 18), (28, 35), (30, 48), (30, 57)),
+  ((30, 19), (28, 37), (30, 51), (30, 60)), ((30, 19), (28, 38), (30, 53), (30, 63)), ((30, 20), (28, 40), (30, 56), (30, 66)),
+  ((30, 21), (28, 43), (30, 59), (30, 70)), ((30, 22), (28, 45), (30, 62), (30, 74)), ((30, 24), (28, 47), (30, 65), (30, 77)),
+  ((30, 25), (28, 49), (30, 68), (30, 81)),
+]

-# 15 format-info bits for level L (01) with mask 0: ((0x08 << 10) | bch_remainder) ^ 0x5412
-_FORMAT_BITS = 0b111011111000100
+# GF(256) with the QR polynomial x^8 + x^4 + x^3 + x^2 + 1: powers of alpha and their logs
+_EXP = [1]
+for _ in range(254):
+  _EXP.append(_EXP[-1] << 1 ^ (0x11D if _EXP[-1] & 0x80 else 0))
+_LOG = {v: i for i, v in enumerate(_EXP)}
+
+
+def _bch_format(data: int) -> int:
+  v = data << 10
+  for shift in range(14, 9, -1):
+    if v >> shift & 1:
+      v ^= 0x537 << (shift - 10)
+  return (data << 10 | v) ^ 0x5412
+
+
+# 15-bit format info indexed by (level bits << 3 | mask). Level bits: L=01, M=00, Q=11, H=10.
+_FORMATS = [_bch_format(d) for d in range(32)]


 def _raw_modules(version: int) -> int:
@@ -21,8 +52,24 @@ def _raw_modules(version: int) -> int:
  return result - (36 if version >= 7 else 0)


+def _block_lengths(version: int, level: int) -> list[int]:
+  """Data codewords per Reed-Solomon block. The last blocks may be one longer."""
+  ec, nblocks = _EC[version - 1][level]
+  total = _raw_modules(version) // 8 - ec * nblocks
+  return [total // nblocks + (i >= nblocks - total % nblocks) for i in range(nblocks)]
+
+
+def _interleaved(version: int, level: int) -> list[tuple[int, int]]:
+  """(block, index within block) of each transmitted codeword: data column-major, then ECC column-major."""
+  ec, nblocks = _EC[version - 1][level]
+  lens = _block_lengths(version, level)
+  data = [(b, i) for i in range(max(lens)) for b in range(nblocks) if i < lens[b]]
+  ecc = [(b, lens[b] + i) for i in range(ec) for b in range(nblocks)]
+  return data + ecc
+
+
 def _capacity(version: int) -> int:
-  return _raw_modules(version) // 8 - _ECC_LEN[version] * _NUM_BLOCKS[version]
+  return sum(_block_lengths(version, 0))


 def _append_bits(bits: list[int], value: int, length: int) -> None:
@@ -49,37 +96,18 @@ def _data_codewords(data: bytes, version: int) -> bytes:
 def _codewords(data: bytes, version: int) -> bytes:
  """Split data codewords into Reed-Solomon blocks and interleave data + ECC."""
  data = _data_codewords(data, version)
-  num_blocks = _NUM_BLOCKS[version]
-  ecc_len = _ECC_LEN[version]
-  raw_codewords = _raw_modules(version) // 8
-  short_len = raw_codewords // num_blocks
-  num_short = num_blocks - raw_codewords % num_blocks
-  divisor = _divisor(ecc_len)
-  blocks: list[tuple[bytes, bytes]] = []
+  divisor = _divisor(_EC[version - 1][0][0])
+  blocks = []
  offset = 0
-  for i in range(num_blocks):
-    length = short_len - ecc_len + (0 if i < num_short else 1)
+  for length in _block_lengths(version, 0):
    block = data[offset:offset + length]
-    blocks.append((block, _remainder(block, divisor)))
+    blocks.append(block + _remainder(block, divisor))
    offset += length
-  result = bytearray()
-  for i in range(short_len - ecc_len + 1):
-    for block, _ in blocks:
-      result.extend(block[i:i + 1])
-  for i in range(ecc_len):
-    for _, ecc in blocks:
-      result.append(ecc[i])
-  return bytes(result)
+  return bytes(blocks[b][i] for b, i in _interleaved(version, 0))


 def _multiply(x: int, y: int) -> int:
-  result = 0
-  for _ in range(8):
-    result = (result << 1) ^ (0x11D if result & 0x80 else 0)
-    if y & 0x80:
-      result ^= x
-    y <<= 1
-  return result
+  return _EXP[(_LOG[x] + _LOG[y]) % 255] if x and y else 0


 def _divisor(degree: int) -> bytes:
@@ -108,7 +136,7 @@ def _alignment_positions(version: int) -> list[int]:
  if version == 1:
    return []
  count = version // 7 + 2
-  step = ((version * 4 + count * 2 + 1) // (count * 2 - 2)) * 2
+  step = (version * 8 + count * 3 + 5) // (count * 4 - 4) * 2
  return [6] + [version * 4 + 10 - step * i for i in range(count - 1)][::-1]


@@ -171,7 +199,7 @@ class _Qr:

  def _format(self) -> None:
    for i in range(15):
-      bit = ((_FORMAT_BITS >> i) & 1) != 0
+      bit = ((_FORMATS[1 << 3 | 0] >> i) & 1) != 0  # level L, mask 0
      y_pos = i if i < 6 else i + 1 if i < 8 else self.size - 15 + i
      self._set_function(8, y_pos, bit)
      x_pos = self.size - 1 - i if i < 8 else 15 - i if i < 9 else 14 - i
@@ -216,3 +244,496 @@ def make_texture(data: str, inverted: bool = False) -> rl.Texture:
  rl_image.mipmaps = 1
  rl_image.format = rl.PixelFormat.PIXELFORMAT_UNCOMPRESSED_R8G8B8A8
  return rl.load_texture_from_image(rl_image)
+
+
+# ---- Symbol structure for decoding ----
+
+
+class QRError(Exception):
+  pass
+
+
+_LEVELS = (1, 0, 3, 2)  # format info level bits -> column in _EC
+
+_MASKS = [
+  lambda i, j: (i + j) % 2 == 0,
+  lambda i, j: i % 2 == 0,
+  lambda i, j: j % 3 == 0,
+  lambda i, j: (i + j) % 3 == 0,
+  lambda i, j: (i // 2 + j // 3) % 2 == 0,
+  lambda i, j: (i * j) % 2 + (i * j) % 3 == 0,
+  lambda i, j: ((i * j) % 2 + (i * j) % 3) % 2 == 0,
+  lambda i, j: ((i + j) % 2 + (i * j) % 3) % 2 == 0,
+]
+
+_ALIGNMENT = np.ones((5, 5), dtype=bool)
+_ALIGNMENT[1:4, 1:4] = False
+_ALIGNMENT[2, 2] = True
+
+
+def _gf_inv(a: int) -> int:
+  return _EXP[-_LOG[a] % 255]
+
+
+@functools.lru_cache
+def _data_coords(version: int) -> tuple[np.ndarray, np.ndarray]:
+  """(rows, cols) of the data and error correction modules in placement order: two-column zigzag from the right."""
+  dim = version * 4 + 17
+  func = np.zeros((dim, dim), dtype=bool)  # finder, timing, alignment, format, and version modules
+  func[:9, :9] = func[:9, dim - 8:] = func[dim - 8:, :9] = True
+  func[6, :] = func[:, 6] = True
+  positions = _alignment_positions(version)
+  for r, c in itertools.product(positions, positions):
+    if (r, c) not in ((6, 6), (6, dim - 7), (dim - 7, 6)):
+      func[r - 2:r + 3, c - 2:c + 3] = True
+  if version >= 7:
+    func[:6, dim - 11:dim - 8] = func[dim - 11:dim - 8, :6] = True
+  ys = np.arange(dim)
+  rows, cols = [], []
+  # the vertical timing column is skipped, so the pairs left of it start at odd columns
+  for i, right in enumerate(col if col > 6 else col - 1 for col in range(dim - 1, 0, -2)):
+    r = np.repeat(ys[::-1] if i % 2 == 0 else ys, 2)
+    c = np.tile((right, right - 1), dim)
+    keep = ~func[r, c]
+    rows.append(r[keep])
+    cols.append(c[keep])
+  return np.concatenate(rows), np.concatenate(cols)
+
+
+# ---- Matrix decoding ----
+
+
+def _poly_eval(p: list[int], x: int) -> int:
+  # p is highest degree first
+  y = 0
+  for c in p:
+    y = _multiply(y, x) ^ c
+  return y
+
+
+_EXP_TABLE = np.array(_EXP)
+_LOG_TABLE = np.array([_LOG.get(v, 0) for v in range(256)])
+
+
+def _syndromes(msg: list[int], nsym: int) -> list[int]:
+  """syn[i] = msg(alpha^i), msg highest degree first."""
+  m = np.array(msg)
+  exponents = np.arange(nsym)[:, None] * (len(msg) - 1 - np.arange(len(msg)))
+  return np.bitwise_xor.reduce(_EXP_TABLE[(_LOG_TABLE[m] + exponents) % 255] * (m != 0), axis=1).tolist()
+
+
+def _rs_correct(msg: list[int], nsym: int) -> list[int]:
+  """Corrects up to nsym // 2 errors in a Reed-Solomon codeword, in place."""
+  n = len(msg)
+  syn = _syndromes(msg, nsym)
+  if not any(syn):
+    return msg
+
+  # Berlekamp-Massey, sigma is lowest degree first
+  sigma, prev, L, m, b = [1], [1], 0, 1, 1
+  for r in range(nsym):
+    d = syn[r]
+    for i in range(1, L + 1):
+      d ^= _multiply(sigma[i], syn[r - i])
+    if d == 0:
+      m += 1
+      continue
+    coef = _multiply(d, _gf_inv(b))
+    shifted = [0] * m + prev
+    saved = sigma[:]
+    sigma = sigma + [0] * max(0, len(shifted) - len(sigma))
+    for i, c in enumerate(shifted):
+      sigma[i] ^= _multiply(coef, c)
+    if 2 * L <= r:
+      L, prev, b, m = r + 1 - L, saved, d, 1
+    else:
+      m += 1
+  sigma = sigma[:L + 1]
+  if 2 * L > nsym:
+    raise QRError("too many errors")
+
+  # Chien search: codeword position p has locator alpha^(n-1-p)
+  positions = [p for p in range(n) if _poly_eval(sigma[::-1], _EXP[(p - n + 1) % 255]) == 0]
+  if len(positions) != L:
+    raise QRError("error locator mismatch")
+
+  # solve syn[i] = sum_k e_k * X_k^i for the magnitudes e_k
+  xlog = [(n - 1 - p) % 255 for p in positions]
+  A = [[_EXP[(xlog[k] * i) % 255] for k in range(L)] + [syn[i]] for i in range(L)]
+  for col in range(L):
+    piv = next((r for r in range(col, L) if A[r][col]), None)
+    if piv is None:
+      raise QRError("singular")
+    A[col], A[piv] = A[piv], A[col]
+    inv = _gf_inv(A[col][col])
+    A[col] = [_multiply(inv, v) for v in A[col]]
+    for r in range(L):
+      if r != col and A[r][col]:
+        f = A[r][col]
+        A[r] = [a ^ _multiply(f, c) for a, c in zip(A[r], A[col], strict=True)]
+  for k, p in enumerate(positions):
+    msg[p] ^= A[k][L]
+
+  if any(_syndromes(msg, nsym)):
+    raise QRError("uncorrectable")
+  return msg
+
+
+def _read_format(m: np.ndarray) -> int:
+  """Returns the closest format info (level bits << 3 | mask) from either copy."""
+  dim = m.shape[0]
+  copies = ([(8, i) for i in range(6)] + [(8, 7), (8, 8), (7, 8)] + [(5 - i, 8) for i in range(6)],
+            [(dim - 1 - i, 8) for i in range(7)] + [(8, dim - 8 + i) for i in range(8)])  # (row, col), msb first
+  candidates = []
+  for coords in copies:
+    bits = int("".join(str(int(m[r, c])) for r, c in coords), 2)
+    candidates += [((bits ^ f).bit_count(), i) for i, f in enumerate(_FORMATS)]
+  distance, fmt = min(candidates)
+  if distance > 3:
+    raise QRError("bad format info")
+  return fmt
+
+
+_ALNUM = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ $%*+-./:"
+
+_ECI_ENCODINGS = {
+  0: "cp437", 2: "cp437", 1: "iso8859-1", 3: "iso8859-1",
+  **{i + 2: f"iso8859-{i}" for i in range(2, 17) if i != 12},
+  20: "shift_jis", 21: "cp1250", 22: "cp1251", 23: "cp1252", 24: "cp1256",
+  25: "utf-16-be", 26: "utf-8", 27: "ascii", 170: "ascii", 28: "big5", 29: "gb18030", 30: "euc_kr",
+}
+
+
+class _Bits:
+  def __init__(self, data: list[int]):
+    self._value = int.from_bytes(bytes(data), "big")
+    self.remaining = len(data) * 8
+
+  def read(self, n: int) -> int:
+    if n > self.remaining:
+      raise QRError("bitstream underflow")
+    self.remaining -= n
+    return self._value >> self.remaining & (1 << n) - 1
+
+  def read_below(self, n: int, limit: int) -> int:
+    v = self.read(n)
+    if v >= limit:
+      raise QRError("value out of range")
+    return v
+
+
+def _parse_data(data: list[int], version: int) -> str:
+  bits = _Bits(data)
+  out: list[str] = []
+  encoding = None
+  band = 0 if version <= 9 else 1 if version <= 26 else 2
+  while bits.remaining >= 4:
+    mode = bits.read(4)
+    if mode == 0:
+      break
+    if mode == 7:  # ECI character set assignment
+      first = bits.read(8)
+      extra = 0 if first < 0x80 else 8 if first < 0xC0 else 16 if first < 0xE0 else -1  # 1, 2, or 3 byte assignment
+      if extra < 0:
+        raise QRError("bad ECI assignment")
+      assignment = (first & 0x7F >> extra // 8) << extra | bits.read(extra)
+      encoding = _ECI_ENCODINGS.get(assignment)
+      if encoding is None:
+        raise QRError(f"unsupported ECI assignment {assignment}")
+    elif mode == 1:
+      n = bits.read((10, 12, 14)[band])
+      while n > 0:
+        k = min(n, 3)  # 3 digits in 10 bits, the last 2 or 1 in 7 or 4
+        out.append(f"{bits.read_below((4, 7, 10)[k - 1], 10 ** k):0{k}d}")
+        n -= k
+    elif mode == 2:
+      n = bits.read((9, 11, 13)[band])
+      while n > 0:
+        k = min(n, 2)  # 2 characters in 11 bits, a last one in 6
+        v = bits.read_below((6, 11)[k - 1], 45 ** k)
+        out.append(_ALNUM[v // 45] * (k - 1) + _ALNUM[v % 45])
+        n -= k
+    elif mode == 4:
+      n = bits.read((8, 16, 16)[band])
+      segment = bytes(bits.read(8) for _ in range(n))
+      try:
+        out.append(segment.decode(encoding or "utf-8"))
+      except UnicodeDecodeError as e:
+        if encoding is not None:
+          raise QRError("invalid ECI byte segment") from e
+        out.append(segment.decode("latin-1"))
+    elif mode == 8:
+      n = bits.read((8, 10, 12)[band])
+      for _ in range(n):
+        v = bits.read(13)
+        c = (v // 0xC0) << 8 | v % 0xC0
+        c += 0x8140 if c < 0x1F00 else 0xC140
+        try:
+          out.append(c.to_bytes(2, "big").decode("shift_jis"))
+        except UnicodeDecodeError as e:
+          raise QRError("invalid Kanji character") from e
+    else:
+      raise QRError(f"unsupported mode {mode}")
+  return "".join(out)
+
+
+def decode_matrix(m: np.ndarray) -> str:
+  """Decodes a square boolean module matrix (True = dark) without a quiet zone."""
+  dim = m.shape[0]
+  if m.shape != (dim, dim) or dim % 4 != 1 or not 21 <= dim <= 177:
+    raise QRError("bad matrix size")
+  version = (dim - 17) // 4
+
+  fmt = _read_format(m)
+  level = _LEVELS[fmt >> 3]
+  rows, cols = _data_coords(version)
+  bits = m[rows, cols] ^ _MASKS[fmt & 7](rows, cols)
+  codewords = np.packbits(bits[:len(bits) // 8 * 8]).tolist()
+
+  ec, _ = _EC[version - 1][level]
+  lens = _block_lengths(version, level)
+  blocks = [[0] * (n + ec) for n in lens]
+  for (b, i), codeword in zip(_interleaved(version, level), codewords, strict=True):
+    blocks[b][i] = codeword
+
+  data: list[int] = []
+  for block, n in zip(blocks, lens, strict=True):
+    data += _rs_correct(block, ec)[:n]
+  return _parse_data(data, version)
+
+
+# ---- Image decoding ----
+
+
+def _box_sums(a: np.ndarray, radii: tuple[int, ...]) -> list[np.ndarray]:
+  """Sums over (2r + 1)^2 neighborhoods of the last two axes, edge padded, from one integral image."""
+  P = max(radii)
+  lead = [(0, 0)] * (a.ndim - 2)
+  cs = np.pad(np.cumsum(np.cumsum(np.pad(a, lead + [(P, P), (P, P)], mode="edge"), -2), -1), lead + [(1, 0), (1, 0)])
+  H, W = a.shape[-2:]
+  out = []
+  for r in radii:
+    lo, hi = P - r, P + r + 1
+    out.append(cs[..., hi:hi + H, hi:hi + W] - cs[..., lo:lo + H, hi:hi + W] - cs[..., hi:hi + H, lo:lo + W] + cs[..., lo:lo + H, lo:lo + W])
+  return out
+
+
+def _binarize(gray: np.ndarray) -> np.ndarray:
+  """Adaptive threshold: each pixel against the mean of the surrounding tiles that have contrast."""
+  h, w = gray.shape
+  if h < 21 or w < 21:
+    raise QRError("image too small")
+  B = max(8, min(h, w) // 128 * 2)
+  H, W = -(-h // B), -(-w // B)
+  padded = np.pad(gray, ((0, H * B - h), (0, W * B - w)), mode="edge")
+  # block statistics from a subsample are plenty
+  sub = np.ascontiguousarray(padded[::2, ::2].reshape(H, B // 2, W, B // 2).transpose(0, 2, 1, 3)).reshape(H, W, -1)
+  blocks = sub.sum(axis=2, dtype=np.uint32) / sub.shape[2]
+  known = sub.max(axis=2) - sub.min(axis=2) >= 32
+  # Flat tiles cannot estimate their own threshold: use the tiles with contrast nearby, then
+  # further out, then the global midrange. A flat tile is then all dark or all light.
+  est = np.full((H, W), (blocks.min() + blocks.max()) / 2)
+  filled = np.zeros((H, W), dtype=bool)
+  for total, count in _box_sums(np.stack((known * blocks, known.astype(float))), (2, 6)):
+    fill = ~filled & (count > 0)
+    est[fill] = total[fill] / count[fill]
+    filled |= fill
+  thr = np.where(known, np.minimum(est, 254) + 1, np.where(blocks <= est, 255, 0)).astype(np.uint8)
+  return (padded.reshape(H, B, W, B) < thr[:, None, :, None]).reshape(H * B, W * B)[:h, :w]
+
+
+class _Runs:
+  """Run-length table of a padded, flattened binary image with a per-pixel run index."""
+
+  def __init__(self, padded: np.ndarray):
+    self.flat = padded.ravel()
+    self.lines, self.stride = padded.shape
+    change = self.flat[1:] != self.flat[:-1]
+    self.starts = np.concatenate(([0], np.flatnonzero(change) + 1))
+    self.lengths = np.diff(np.append(self.starts, self.flat.size)).astype(np.int32)
+
+  def run_at(self, line: np.ndarray, pos: np.ndarray) -> np.ndarray:
+    """Index of the run containing the pixel at `pos` along `line`."""
+    return np.searchsorted(self.starts, line * self.stride + pos + 1, side="right") - 1
+
+  @staticmethod
+  def _match(lengths: list[np.ndarray], ratios: tuple[int, ...]) -> tuple[np.ndarray, np.ndarray]:
+    """Checks windows of runs against the ratios, given the length of each run. Returns (ok, module size)."""
+    S = sum(ratios)
+    total = sum(lengths[1:], start=lengths[0])
+    ok = total >= 2 * S  # modules need to be at least 2 px
+    for L, r in zip(lengths, ratios, strict=True):
+      ok &= np.abs(2 * S * L - 2 * r * total) <= r * total  # integer form of |L - r * total / S| <= r * total / (2 * S)
+    return ok, total / S
+
+  def scan(self, ratios: tuple[int, ...]) -> np.ndarray:
+    """Returns the indices of all dark runs starting a window of runs matching the ratios."""
+    n = len(ratios)
+    N = len(self.lengths) - n + 1
+    if N <= 0:
+      return np.zeros(0, dtype=int)
+    ok, _ = self._match([self.lengths[k:N + k] for k in range(n)], ratios)
+    ok &= self.flat[self.starts[:N]]
+    first = np.flatnonzero(ok)
+    return first[self.starts[first] // self.stride == self.starts[first + n - 1] // self.stride]
+
+  def check(self, first: np.ndarray, ratios: tuple[int, ...]) -> tuple[np.ndarray, np.ndarray, np.ndarray]:
+    """Checks the run windows starting at run index `first`. Returns (ok, center position along the line, module size)."""
+    n, half = len(ratios), len(ratios) // 2
+    ok = (first >= 0) & (first + n <= len(self.starts))
+    idx = np.clip(first[:, None] + np.arange(n), 0, len(self.starts) - 1)
+    matched, module = self._match([self.lengths[idx[:, k]] for k in range(n)], ratios)
+    ok &= matched & self.flat[self.starts[idx[:, 0]]]
+    ok &= self.starts[idx[:, 0]] // self.stride == self.starts[idx[:, -1]] // self.stride
+    center = self.starts[idx[:, half]] % self.stride - 1 + self.lengths[idx[:, half]] / 2
+    return ok, center, module
+
+
+def _find_patterns(binary: np.ndarray, ratios: tuple[int, ...]) -> list[tuple[float, float, float]]:
+  """Finds dark/light run patterns with the given module ratios. Returns (x, y, module size)."""
+  half = len(ratios) // 2
+  step = 2  # the center rows of a 2 px finder pattern still get scanned twice
+  rows_t = _Runs(np.pad(binary[::step], ((0, 0), (1, 1))))
+  first = rows_t.scan(ratios)
+  if len(first) == 0:
+    return []
+  _, cx, hmod = rows_t.check(first, ratios)
+  row = rows_t.starts[first] // rows_t.stride * step
+
+  xi = cx.astype(int)
+  xs, col = np.unique(xi, return_inverse=True)
+  cols_t = _Runs(np.pad(binary[:, xs].T, ((0, 0), (1, 1))))
+  ok, cy, vmod = cols_t.check(cols_t.run_at(col, row) - half, ratios)
+  ok &= (0.5 <= vmod / hmod) & (vmod / hmod <= 2)
+  line = np.clip(np.rint(cy / step), 0, rows_t.lines - 1).astype(int)
+  ok2, cx2, hmod2 = rows_t.check(rows_t.run_at(line, xi) - half, ratios)
+  ok &= ok2 & (0.5 <= hmod2 / vmod) & (hmod2 / vmod <= 2)
+
+  found: list[list[float]] = []  # [x, y, module, count]
+  for x, y, module in zip(cx2[ok], cy[ok], (hmod2[ok] + vmod[ok]) / 2, strict=True):
+    for f in found:
+      if abs(f[0] - x) <= f[2] and abs(f[1] - y) <= f[2] and 0.5 <= f[2] / module <= 2:
+        c = f[3]
+        f[0], f[1], f[2], f[3] = (f[0] * c + x) / (c + 1), (f[1] * c + y) / (c + 1), (f[2] * c + module) / (c + 1), c + 1
+        break
+    else:
+      found.append([x, y, module, 1])
+  found.sort(key=lambda f: -f[3])
+  return [(f[0], f[1], f[2]) for f in found if f[3] >= 2]
+
+
+def _pick_finders(patterns: list[tuple[float, float, float]]) -> tuple[np.ndarray, np.ndarray, np.ndarray, float]:
+  """Returns (top-left, top-right, bottom-left) centers and the module size of the most square-looking triple."""
+  best = None
+  for a, b, c in itertools.combinations(patterns[:10], 3):
+    mods = sorted((a[2], b[2], c[2]))
+    if mods[2] / mods[0] > 1.5:
+      continue
+    pts = [np.array(p[:2]) for p in (a, b, c)]
+    d = [np.linalg.norm(pts[(i + 1) % 3] - pts[(i + 2) % 3]) for i in range(3)]
+    tl = int(np.argmax(d))  # opposite the hypotenuse
+    p1, p2 = pts[(tl + 1) % 3], pts[(tl + 2) % 3]
+    v1, v2 = p1 - pts[tl], p2 - pts[tl]
+    n1, n2 = np.linalg.norm(v1), np.linalg.norm(v2)
+    if n1 == 0 or n2 == 0:
+      continue
+    cos = abs(np.dot(v1, v2)) / (n1 * n2)
+    if cos > 0.35 or not 0.6 <= n1 / n2 <= 1.6:
+      continue
+    score = cos + abs(np.log(n1 / n2)) + np.log(mods[2] / mods[0])
+    if best is not None and score >= best[0]:
+      continue
+    if v1[0] * v2[1] - v1[1] * v2[0] < 0:
+      p1, p2 = p2, p1
+    best = (score, pts[tl], p1, p2, float(sum(mods) / 3))
+  if best is None:
+    raise QRError("no finder patterns")
+  return best[1:]
+
+
+def _perspective(src: np.ndarray, dst: np.ndarray) -> np.ndarray:
+  """Homography mapping the four src points onto the four dst points."""
+  A = [row for (x, y), (u, v) in zip(src, dst, strict=True)
+       for row in ([x, y, 1, 0, 0, 0, -u * x, -u * y], [0, 0, 0, x, y, 1, -v * x, -v * y])]
+  try:
+    h = np.linalg.solve(np.array(A, dtype=float), np.asarray(dst, dtype=float).ravel())
+  except np.linalg.LinAlgError as e:
+    raise QRError("degenerate geometry") from e
+  return np.append(h, 1).reshape(3, 3)
+
+
+def _transform(H: np.ndarray, pts: np.ndarray) -> np.ndarray:
+  p = np.column_stack((pts, np.ones(len(pts)))) @ H.T
+  return p[:, :2] / p[:, 2:3]
+
+
+def _match_alignment(binary: np.ndarray, est: np.ndarray, offs: np.ndarray, r: int, module: float) -> np.ndarray | None:
+  h, w = binary.shape
+  dy = np.arange(max(0, int(est[1]) - r), min(h, int(est[1]) + r)) - est[1]
+  dx = np.arange(max(0, int(est[0]) - r), min(w, int(est[0]) + r)) - est[0]
+  if len(dy) == 0 or len(dx) == 0:
+    return None
+  y = np.rint(est[1] + dy[:, None, None] + offs[None, None, :, 1]).astype(int)
+  x = np.rint(est[0] + dx[None, :, None] + offs[None, None, :, 0]).astype(int)
+  valid = ((y >= 0) & (y < h) & (x >= 0) & (x < w)).all(axis=2)
+  samples = binary[np.clip(y, 0, h - 1), np.clip(x, 0, w - 1)]
+  score = np.where(valid, (samples == _ALIGNMENT.ravel()).sum(axis=2), 0)
+  if score.max() < 23:
+    return None
+  hits = np.argwhere(score == score.max())
+  centers = np.column_stack((est[0] + dx[hits[:, 1]], est[1] + dy[hits[:, 0]]))
+  closest = centers[np.argmin(np.linalg.norm(centers - est, axis=1))]
+  return centers[np.linalg.norm(centers - closest, axis=1) <= module / 2].mean(axis=0)
+
+
+def _locate_alignment(binary: np.ndarray, H: np.ndarray, center: float, module: float) -> np.ndarray | None:
+  """Template matches the 5x5 alignment pattern around its position estimated from H."""
+  grid = np.mgrid[-2:3, -2:3].reshape(2, -1).T[:, ::-1] + center  # (25, 2) module coords (x, y)
+  pts = _transform(H, grid)
+  # the affine estimate can be off in both position and local scale under perspective
+  for radius in (2, 4, 8, 16):
+    for scale in (1.0, 0.8, 1.25, 0.65, 1.5):
+      found = _match_alignment(binary, pts[12], (pts - pts[12]) * scale, int(module * radius), module)
+      if found is not None:
+        return found
+  return None
+
+
+def _sample(binary: np.ndarray, tl: np.ndarray, tr: np.ndarray, bl: np.ndarray, module: float, dim: int, use_alignment: bool) -> np.ndarray:
+  src = np.array([(3.5, 3.5), (dim - 3.5, 3.5), (3.5, dim - 3.5), (dim - 3.5, dim - 3.5)])
+  dst = np.array([tl, tr, bl, tr + bl - tl])
+  H = _perspective(src, dst)
+  if use_alignment and dim > 21:
+    align = _locate_alignment(binary, H, dim - 6.5, module)
+    if align is not None:
+      src[3], dst[3] = (dim - 6.5, dim - 6.5), align
+      H = _perspective(src, dst)
+
+  rows, cols = np.mgrid[0:dim, 0:dim]
+  pts = _transform(H, np.column_stack((cols.ravel() + 0.5, rows.ravel() + 0.5)))
+  xy = np.rint(pts).astype(int)
+  h, w = binary.shape
+  if (xy < 0).any() or (xy[:, 0] >= w).any() or (xy[:, 1] >= h).any():
+    raise QRError("code extends outside image")
+  return binary[xy[:, 1], xy[:, 0]].reshape(dim, dim)
+
+
+def decode(gray: np.ndarray) -> str | None:
+  """Decodes the QR code in a 2D uint8 grayscale image. Modules need to be at least 2 px.
+  Returns None if nothing could be decoded."""
+  try:
+    binary = _binarize(gray)
+    tl, tr, bl, module = _pick_finders(_find_patterns(binary, (1, 1, 3, 1, 1)))
+  except QRError:
+    return None
+
+  d = (np.linalg.norm(tr - tl) + np.linalg.norm(bl - tl)) / 2
+  dim = int(round((d / module + 7 - 17) / 4)) * 4 + 17
+  dims = [cand for cand in (dim, dim - 4, dim + 4) if 21 <= cand <= 177]
+  for cand, use_alignment, transpose in itertools.product(dims, (True, False), (False, True)):
+    try:
+      m = _sample(binary, tl, tr, bl, module, cand, use_alignment)
+      return decode_matrix(m.T if transpose else m)
+    except QRError:
+      pass
+  return None
@@ -91,8 +91,13 @@ class Ratekeeper:
    self.avg_dt.add_value(self._last_monitor_time - prev)

    lagged = False
-    remaining = self._next_frame_time - time.monotonic()
-    self._next_frame_time += self._interval
+    now = time.monotonic()
+    remaining = self._next_frame_time - now
+    if remaining < -self._interval:
+      # more than a frame behind (e.g. a stall): resync instead of running catch-up frames back-to-back
+      self._next_frame_time = now + self._interval
+    else:
+      self._next_frame_time += self._interval
    if self._print_delay_threshold is not None and remaining < -self._print_delay_threshold:
      print(f"{self._process_name} lagging by {-remaining * 1000:.2f} ms")
      lagged = True
@@ -0,0 +1,178 @@
+import hashlib
+import math
+from pathlib import Path
+
+import numpy as np
+
+from openpilot.common import qrcode as qr
+from openpilot.common.test import OpenpilotTestCase
+
+LPA = "LPA:1$rsp.truphone.com$QRF-BETTERROAMING-PMRDGIR2EARDEIT5"
+
+
+# Matrices generated with python-qrcode 8.2, covering all versions and EC levels.
+# Packed fixtures keep the decoder tests independent of our encoder.
+FIXTURES = {}
+for path in Path(__file__).with_name("fixtures").glob("qrcode_*.npz"):
+  with np.load(path) as fixtures:
+    FIXTURES.update({key: fixtures[key] for key in fixtures.files})
+
+
+def fixture(key: str) -> np.ndarray:
+  bits = np.unpackbits(FIXTURES[key])
+  size = math.isqrt(len(bits))
+  return bits[:size * size].reshape(size, size).astype(bool)
+
+
+def render(matrix: np.ndarray, box: int = 6, border: int = 4) -> np.ndarray:
+  img = np.repeat(np.repeat(np.pad(matrix, border), box, axis=0), box, axis=1)
+  return np.where(img, 0, 255).astype(np.uint8)
+
+
+def make(data: str, version: int | None = None, level: int = 0, box: int = 6, border: int = 4):
+  matrix = fixture(hashlib.sha256(f"{version}:{level}:{data}".encode()).hexdigest())
+  return matrix, render(matrix, box, border)
+
+
+def warp(img: np.ndarray, H: np.ndarray) -> np.ndarray:
+  """Bilinear resampling through the output -> input homography H, white outside the image."""
+  h, w = img.shape
+  rows, cols = np.mgrid[0:h, 0:w]
+  pts = qr._transform(H, np.column_stack((cols.ravel() + 0.5, rows.ravel() + 0.5))) - 0.5
+  x0, y0 = np.floor(pts[:, 0]).astype(int), np.floor(pts[:, 1]).astype(int)
+  fx, fy = pts[:, 0] - x0, pts[:, 1] - y0
+  padded = np.pad(img.astype(float), 1, constant_values=255)
+
+  def at(y, x):
+    return padded[np.clip(y + 1, 0, h + 1), np.clip(x + 1, 0, w + 1)]
+
+  out = at(y0, x0) * (1 - fx) * (1 - fy) + at(y0, x0 + 1) * fx * (1 - fy) + at(y0 + 1, x0) * (1 - fx) * fy + at(y0 + 1, x0 + 1) * fx * fy
+  return np.clip(out, 0, 255).astype(np.uint8).reshape(h, w)
+
+
+def rotate(img: np.ndarray, angle: float) -> np.ndarray:
+  h, w = img.shape
+  t = np.radians(angle)
+  R = np.array([[np.cos(t), -np.sin(t)], [np.sin(t), np.cos(t)]])
+  center = np.array([w / 2, h / 2])
+  corners = np.array([(0, 0), (w, 0), (w, h), (0, h)], dtype=float)
+  return warp(img, qr._perspective((corners - center) @ R.T + center, corners))
+
+
+class TestQRCode(OpenpilotTestCase):
+  def test_alignment_positions(self):
+    assert qr._alignment_positions(7) == [6, 22, 38]
+    assert qr._alignment_positions(32) == [6, 34, 60, 86, 112, 138]
+    assert qr._alignment_positions(40) == [6, 30, 58, 86, 114, 142, 170]
+
+  def test_all_versions(self):
+    for version in range(1, 41):
+      for level in range(4):
+        with self.subTest(version=version, level=level):
+          data = "".join(chr(ord("a") + i % 26) for i in range(version))
+          matrix, img = make(data, version, level, box=3)
+          assert qr.decode_matrix(matrix) == data
+          assert qr.decode(img) == data
+
+  def test_modes(self):
+    for data in ["0123456789012345", "HELLO WORLD $1.50", LPA, "こんにちは", "ünïcødé", "mixed 123 ABC xyz"]:
+      with self.subTest(data=data):
+        matrix, img = make(data)
+        assert qr.decode_matrix(matrix) == data
+        assert qr.decode(img) == data
+
+  def test_error_correction(self):
+    matrix, _ = make(LPA, level=2)
+    rng = np.random.default_rng(0)
+    flipped = matrix.copy()
+    for r, c in rng.integers(9, matrix.shape[0] - 9, size=(40, 2)):
+      flipped[r, c] ^= True
+    assert qr.decode_matrix(flipped) == LPA
+
+  def test_large_modules(self):
+    for data in ["0123456789012345", "HELLO WORLD $1.50", LPA, "mixed 123 ABC xyz"]:
+      for box in [16, 20, 24, 32]:
+        for dark, light in [(0, 255), (60, 200), (140, 250)]:
+          with self.subTest(data=data, box=box, dark=dark):
+            _, img = make(data, box=box)
+            img = np.where(img == 0, dark, light).astype(np.uint8)
+            assert qr.decode(img) == data
+
+  def test_image_edges(self):
+    # a code touching the image edge must not lose the rows and columns left over from tiling
+    matrix, _ = make(LPA)
+    for size in (200, 203):
+      with self.subTest(size=size):
+        img = np.full((size, size), 255, dtype=np.uint8)
+        code = render(matrix, box=5, border=0)
+        img[size - code.shape[0]:, size - code.shape[1]:] = code
+        assert qr.decode(img) == LPA
+
+  def test_eci(self):
+    # qrcode_eci.npz: packed Segno 1.6.6 matrices, generated with mode='byte',
+    # eci=True, micro=False and the named encoding. Mixed also includes numeric,
+    # alphanumeric, and Kanji segments after changing the byte encoding twice.
+    cases = {
+      "iso8859-5": "Привет", "utf-16-be": "héllo", "utf-8": "こんにちは",
+      "shift_jis": "日本語", "cp1251": "Привет", "iso8859-1": "héllo",
+      "mixed": "hélloПривет日本語123ABC漢字",
+    }
+    for encoding, expected in cases.items():
+      with self.subTest(encoding=encoding):
+        matrix = fixture(encoding)
+        assert qr.decode_matrix(matrix) == expected
+        assert qr.decode(render(matrix)) == expected
+
+  def test_parse_data(self):
+    def parse(stream: str) -> str:
+      stream += '0' * (-len(stream) % 8)
+      return qr._parse_data([int(stream[i:i + 8], 2) for i in range(0, len(stream), 8)], 1)
+
+    def eci(assignment: str, payload: bytes = b'A') -> str:
+      return parse('0111' + assignment + '0100' + f'{len(payload):08b}' + ''.join(f'{b:08b}' for b in payload) + '0000')
+
+    # ASCII assignment 170 uses the two-byte ECI representation.
+    assert eci('1000000010101010') == 'A'
+    for assignment in ['00001110', '1000001111100111', '110000010000000000000000', '11100000']:
+      with self.subTest(assignment=assignment), self.assertRaises(qr.QRError):
+        eci(assignment)
+    with self.assertRaises(qr.QRError):
+      eci('00011010', b'\xff')  # Invalid UTF-8 must not fall back to Latin-1.
+
+    # out-of-range numeric, alphanumeric, and Kanji values are format errors, not crashes
+    for stream in ['0001' + '0000000011' + '1111111111', '0001' + '0000000010' + '1111111',
+                   '0010' + '000000010' + '11111111111', '0010' + '000000001' + '111111',
+                   '1000' + '00000001' + '0000000111111']:
+      with self.subTest(stream=stream), self.assertRaises(qr.QRError):
+        parse(stream)
+
+  def test_rotation(self):
+    for angle in [0, 90, 180, 270, 25, 110]:
+      with self.subTest(angle=angle):
+        _, img = make(LPA, box=8, border=12)
+        assert qr.decode(rotate(img, angle)) == LPA
+
+  def test_mirrored(self):
+    _, img = make(LPA)
+    assert qr.decode(img[:, ::-1]) == LPA
+
+  def test_perspective_and_noise(self):
+    _, img = make(LPA, box=10, border=8)
+    h, w = img.shape
+    corners = np.array([(40, 60), (w - 20, 30), (w - 60, h - 40), (30, h - 90)])
+    arr = warp(img, qr._perspective(corners, np.array([(0, 0), (w, 0), (w, h), (0, h)]))).astype(float)
+    rng = np.random.default_rng(1)
+    arr = arr * 0.6 + 60 + rng.normal(0, 12, arr.shape)  # low contrast + noise
+    # uneven lighting
+    arr += np.linspace(-40, 40, w)[None, :]
+    assert qr.decode(np.clip(arr, 0, 255).astype(np.uint8)) == LPA
+
+  def test_no_code(self):
+    rng = np.random.default_rng(2)
+    assert qr.decode(rng.integers(0, 256, size=(240, 320), dtype=np.uint8)) is None
+    assert qr.decode(np.full((240, 320), 200, dtype=np.uint8)) is None
+
+  def test_encoder_roundtrip(self):
+    for version in range(1, 21):
+      with self.subTest(version=version):
+        assert qr.decode_matrix(np.array(qr._Qr(version, b"hello").modules)) == "hello"
@@ -5,7 +5,6 @@ import contextlib
 import subprocess
 import time
 import functools
-from subprocess import Popen, PIPE, TimeoutExpired
 import zstandard as zstd

 LOG_COMPRESSION_LEVEL = 10  # little benefit up to level 15. level ~17 is a small step change
@@ -157,20 +156,6 @@ def run_cmd_default(cmd: list[str], default: str = "", cwd=None, env=None) -> st
    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 tabulate(tabular_data, headers=(), tablefmt="simple", floatfmt="g", stralign="left", numalign=None):
  rows = [list(row) for row in tabular_data]

@@ -1 +1 @@
-#define COMMA_VERSION "0.11.2"
+#define COMMA_VERSION "0.11.3"
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:911f59f248015600da7ecc689398103d47dfc57f6be17ac8c8e543a726a6c64b
-size 3311
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dd5d8d3fce5e30662797f7eeed224f5775b2cabcc055f01f5ebf6e7b2657b616
-size 1801
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1e58deb1778cf2826339f27e9f09eecc79ea137c1436210c14b71c352a649c77
-size 34953
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b7ab989c9fe22e7d2119bac5284cdccfba2889477d69f5f6c6b4470c7ee0aab3
-size 1801
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8f37a02dd914405c6f86f415700dd5985eb976b923e7abd6580d2da76533594e
-size 9466
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:90d441310f8e1833c661d8a4f0546aab2eb50eb21cc21beb0aff0d27b5ee6066
-size 1571
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6b2dad33fead9f064c3a548651d6ef37daf82b6127c329683f538ec6e986ecbc
-size 11204
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:82648254da89edb0cf65ef63fc5e6e0741414051bfea8a40449132fd61b1ed0f
-size 1533
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf97a6738b294ac0aed9b2d075916cee0b7d3215bcd23381760900ede6a92748
+size 13256
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8a8c5fece2a1c7587feb41cbe04c6aee08e768ecd9b5d00da6af9832a4ccc842
-size 2034
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7409c53d7c72681c24982fd83b56ce70f80797c9c0f936d9296a5c18557ac472
-size 7279
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:58bd6155433f623b1f75d134bd8ca4745d9aa71f6767eb807cdbcf7deb3089a1
-size 10876
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:01841b602632c66ab14a8e52b874a1623f09641dc2ef0620f4e2d00bb4a913f3
-size 16243
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e0936a3d890a3ad68ffe021e4905b9b9e59ffc2ae19ee9c703daa3e7c92e7c78
+size 1793
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57c7ba72642b0350ee764c924586fa66ff94915be4aba1813797e67eb4b74376
+size 33215
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:71dc069bd3dc5b11ba8e1b52eb3a1025ee0ad8c82834f94b4b2269ec0d401920
+size 237
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73a6fe02cf19105c0051a6664a424c1bf2ede364c6cf3791f235c86ffa203f39
+size 10348
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f500f118dca3eedbd86fc6cc943ad8be67fe5d4f7b474d5b452cd757ad805c3
+size 282
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a49996f0ce069a048abe94ba9424de655dcff53745676ab35e045204af88a3c
+size 12103
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8542374779f1908dc52c8a126bc041efea4c4d605afdd34e3bf8e520a7e78bf2
+size 320
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21e656b387c1a7e8de54d3e1b1c246f442cffe3c5e0924273d6d6d897c00b568
+size 13868
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fd91685bf656e828648acf035a4737acb2c4709e8514cf0aa0a10fa470a9bb60
-size 11580
+oid sha256:92431d37a844206570d73d48f39dd8d934539a89668fe8d5f4cccae38f7b301b
+size 11530
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3efe7d12ae82e0f5a1bd773129cf1eafe3c8c36ff5cba43a6c95f295706062b5
+size 19724
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfb645e59636687d61d20283bae65b68ddda6f7b2d4fda01a6e613a842e3b41f
+size 823
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:df07383a6ddfe8cd7eeb2f22271cbd13068327ca0978873f8d10368860562e40
+size 111083
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7518f3409e2ff8f7e99fb7f0c06afa8bdf0b0a506147b5cf9d4931b820a1a75
+size 1107
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a18e3de5f455b4089a824da8d5d78d5d532ef71facb05cc75c178b24d5beeb7
+size 920
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:710e74b526adb5bbac15cd8915a828dd673dd8ce15b2fd694c64c182eef6f56f
+size 13744
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:25db08a9038b5faa3b200ef5625cb216d7f4b31ea3d49fb0395f9b726bfaf8e6
+size 13135
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:547f466cc59d29647f3bf131d8444d7f22b63b186bcea55ceb8109c68ca74fe8
+size 2345
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55050096cd98e7f4ea3e843d927c18815e458dfbd5e7d100b503db92075d061b
+size 2373
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f9c439ed89bc0357e86c005d5dbb6f1ad2b8d72cdc0890e3201d842d8c3928f1
+size 2443
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7aeccd3e0d8517f74eb34f7d73632c0b29b0ad5df5b9686c0f509bb6b136561e
+size 1728
@@ -23,8 +23,8 @@ done

 # sudo apt install inkscape

-for svg in $(find $DIR -type f | grep svg$); do
-  bunx svgo $svg --multipass --pretty --indent 2
+for svg in $(find "$DIR" -type f | grep svg$); do
+  bunx svgo "$svg" --multipass --pretty --indent 2

  # convert to PNG
  png="${svg%.svg}.png"
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d02369e21d3c78a3a5ece7e78deedb82343bc3228a28db73da48b5c27860004
+size 52374
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3bef898e4e784baf98f3ceca53cbe95b1020da5e01162cdaa14b79b1ce0b1340
+size 52374
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1bb440f424c989c06e203bfba0b32d39aede8f6c78a9b335e5e778460202b601
+oid sha256:884e828e5c51d980d41b6e2400fcb4f4a926275018a00674d8239184e1eb96db
 size 73026
@@ -127,9 +127,6 @@ class Car:
    set_alternative_experience(self.CP, self.CP_SP, self.params)
    set_car_specific_params(self.CP, self.CP_SP, self.params)

-    # Dynamic Experimental Control
-    self.dynamic_experimental_control = self.params.get_bool("DynamicExperimentalControl")
-
    openpilot_enabled_toggle = self.params.get_bool("OpenpilotEnabledToggle")
    controller_available = self.CI.CC is not None and openpilot_enabled_toggle and not self.CP.dashcamOnly
    self.CP.passive = not controller_available or self.CP.dashcamOnly
@@ -181,14 +178,11 @@ class Car:
    self.v_cruise_helper = VCruiseHelper(self.CP, self.CP_SP)

    self.is_metric = self.params.get_bool("IsMetric")
-    self.experimental_mode = self.params.get_bool("ExperimentalMode")
+    self.initial_cruise_speed = self.params.get("InitialCruiseSpeedKph", return_default=True)

    # card is driven by can recv, expected at 100Hz
    self.rk = Ratekeeper(100, print_delay_threshold=None)

-    # log fingerprint in sentry
-    sunnypilot_interfaces.log_fingerprint(self.CP)
-
  def state_update(self) -> tuple[car.CarState, custom.CarStateSP, structs.RadarDataT | None]:
    """carState update loop, driven by can"""

@@ -217,7 +211,7 @@ class Car:
    self.v_cruise_helper.update_v_cruise(CS, self.sm['carControl'].enabled, self.is_metric)
    if self.sm['carControl'].enabled and not self.CC_prev.enabled:
      # Use CarState w/ buttons from the step selfdrived enables on
-      self.v_cruise_helper.initialize_v_cruise(self.CS_prev, self.experimental_mode, self.dynamic_experimental_control)
+      self.v_cruise_helper.initialize_v_cruise(self.CS_prev, self.initial_cruise_speed)

    # TODO: mirror the carState.cruiseState struct?
    CS.vCruise = float(self.v_cruise_helper.v_cruise_kph)
@@ -302,10 +296,9 @@ class Car:
  def params_thread(self, evt):
    while not evt.is_set():
      self.is_metric = self.params.get_bool("IsMetric")
-      self.experimental_mode = self.params.get_bool("ExperimentalMode") and self.CP.openpilotLongitudinalControl
+      self.initial_cruise_speed = self.params.get("InitialCruiseSpeedKph", return_default=True)

      # sunnypilot
-      self.dynamic_experimental_control = self.params.get_bool("DynamicExperimentalControl")
      self.v_cruise_helper.read_custom_set_speed_params()

      time.sleep(0.1)
@@ -13,7 +13,6 @@ V_CRUISE_MIN = 8
 V_CRUISE_MAX = 145
 V_CRUISE_UNSET = 255
 V_CRUISE_INITIAL = 40
-V_CRUISE_INITIAL_EXPERIMENTAL_MODE = 105
 IMPERIAL_INCREMENT = round(CV.MPH_TO_KPH, 1)  # round here to avoid rounding errors incrementing set speed

 ButtonEvent = car.CarState.ButtonEvent
@@ -138,17 +137,14 @@ class VCruiseHelper(VCruiseHelperSP):
        self.button_timers[b.type.raw] = 1 if b.pressed else 0
        self.button_change_states[b.type.raw] = {"standstill": CS.cruiseState.standstill, "enabled": enabled}

-  def initialize_v_cruise(self, CS, experimental_mode: bool, dynamic_experimental_control: bool) -> None:
+  def initialize_v_cruise(self, CS, initial_speed: int) -> None:
    # initializing is handled by the PCM
    if self.CP.pcmCruise:
      return

-    initial_experimental_mode = experimental_mode and not dynamic_experimental_control
-    initial = V_CRUISE_INITIAL_EXPERIMENTAL_MODE if initial_experimental_mode else V_CRUISE_INITIAL
-
    if any(b.type in (ButtonType.accelCruise, ButtonType.resumeCruise) for b in CS.buttonEvents) and self.v_cruise_initialized:
      self.v_cruise_kph = self.v_cruise_kph_last
    else:
-      self.v_cruise_kph = int(round(np.clip(CS.vEgo * CV.MS_TO_KPH, initial, V_CRUISE_MAX)))
+      self.v_cruise_kph = int(round(np.clip(max(CS.vEgo * CV.MS_TO_KPH, initial_speed), V_CRUISE_INITIAL, V_CRUISE_MAX)))

    self.v_cruise_cluster_kph = self.v_cruise_kph
@@ -14,7 +14,7 @@ ButtonEvent = car.CarState.ButtonEvent
 ButtonType = car.CarState.ButtonEvent.Type


-def run_cruise_simulation(cruise, e2e, personality, t_end=20.):
+def run_cruise_simulation(cruise, personality, t_end=20.):
  man = Maneuver(
    '',
    duration=t_end,
@@ -24,7 +24,6 @@ def run_cruise_simulation(cruise, e2e, personality, t_end=20.):
    cruise_values=[cruise],
    prob_lead_values=[0.0],
    breakpoints=[0.],
-    e2e=e2e,
    personality=personality,
  )
  valid, output = man.evaluate()
@@ -32,8 +31,7 @@ def run_cruise_simulation(cruise, e2e, personality, t_end=20.):
  return output[-1, 3]


-@parameterized_class(("e2e", "personality", "speed"), itertools.product(
-                      [True, False], # e2e
+@parameterized_class(("personality", "speed"), itertools.product(
                      log.LongitudinalPersonality.schema.enumerants, # personality
                      [5,35])) # speed
 class TestCruiseSpeed(OpenpilotTestCase):
@@ -41,7 +39,7 @@ class TestCruiseSpeed(OpenpilotTestCase):
    print(f'Testing {self.speed} m/s')
    cruise_speed = float(self.speed)

-    simulation_steady_state = run_cruise_simulation(cruise_speed, self.e2e, self.personality)
+    simulation_steady_state = run_cruise_simulation(cruise_speed, self.personality)
    self.assertAlmostEqual(simulation_steady_state, cruise_speed, delta=.01, msg=f'Did not reach {self.speed} m/s')


@@ -59,16 +57,16 @@ class TestVCruiseHelper(OpenpilotTestCase):
    for _ in range(2):
      self.v_cruise_helper.update_v_cruise(car.CarState(cruiseState={"available": False}), enabled=False, is_metric=False)

-  def enable(self, v_ego, experimental_mode, dynamic_experimental_control):
+  def enable(self, v_ego):
    # Simulates user pressing set with a current speed
-    self.v_cruise_helper.initialize_v_cruise(car.CarState(vEgo=v_ego), experimental_mode, dynamic_experimental_control)
+    self.v_cruise_helper.initialize_v_cruise(car.CarState(vEgo=v_ego), V_CRUISE_INITIAL)

  def test_adjust_speed(self):
    """
    Asserts speed changes on falling edges of buttons.
    """

-    self.enable(V_CRUISE_INITIAL * CV.KPH_TO_MS, False, False)
+    self.enable(V_CRUISE_INITIAL * CV.KPH_TO_MS)

    for btn in (ButtonType.accelCruise, ButtonType.decelCruise):
      for pressed in (True, False):
@@ -92,7 +90,7 @@ class TestVCruiseHelper(OpenpilotTestCase):
      CS.buttonEvents = [ButtonEvent(type=ButtonType.decelCruise, pressed=pressed)]
      self.v_cruise_helper.update_v_cruise(CS, enabled=enabled, is_metric=False)
      if pressed:
-        self.enable(V_CRUISE_INITIAL * CV.KPH_TO_MS, False, False)
+        self.enable(V_CRUISE_INITIAL * CV.KPH_TO_MS)

      # Expected diff on enabling. Speed should not change on falling edge of pressed
      assert (not pressed) == (self.v_cruise_helper.v_cruise_kph == self.v_cruise_helper.v_cruise_kph_last)
@@ -102,7 +100,7 @@ class TestVCruiseHelper(OpenpilotTestCase):
    Asserts we don't increment set speed if user presses resume/accel to exit cruise standstill.
    """

-    self.enable(0, False, False)
+    self.enable(0)

    for standstill in (True, False):
      for pressed in (True, False):
@@ -122,7 +120,7 @@ class TestVCruiseHelper(OpenpilotTestCase):

    for v_ego in np.linspace(0, 100, 101):
      self.reset_cruise_speed_state()
-      self.enable(V_CRUISE_INITIAL * CV.KPH_TO_MS, False, False)
+      self.enable(V_CRUISE_INITIAL * CV.KPH_TO_MS)

      # first decrement speed, then perform gas pressed logic
      expected_v_cruise_kph = self.v_cruise_helper.v_cruise_kph - IMPERIAL_INCREMENT
@@ -143,12 +141,10 @@ class TestVCruiseHelper(OpenpilotTestCase):
    Asserts allowed cruise speeds on enabling with SET.
    """

-    for experimental_mode in (True, False):
-      for dynamic_experimental_control in (True, False):
-        for v_ego in np.linspace(0, 100, 101):
-          self.reset_cruise_speed_state()
-          assert not self.v_cruise_helper.v_cruise_initialized
+    for v_ego in np.linspace(0, 100, 101):
+      self.reset_cruise_speed_state()
+      assert not self.v_cruise_helper.v_cruise_initialized

-          self.enable(float(v_ego), experimental_mode, dynamic_experimental_control)
-          assert V_CRUISE_INITIAL <= self.v_cruise_helper.v_cruise_kph <= V_CRUISE_MAX
-          assert self.v_cruise_helper.v_cruise_initialized
+      self.enable(float(v_ego))
+      assert V_CRUISE_INITIAL <= self.v_cruise_helper.v_cruise_kph <= V_CRUISE_MAX
+      assert self.v_cruise_helper.v_cruise_initialized
--- a/Show More
+++ b/Show More