init SLA sub layout

* modeld_v2: refactor abstract class to support off-policy models.

* whoops

* bump

.github/workflows/auto_pr_review.yaml

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

.github/workflows/badges.yaml

@@ -17,7 +17,7 @@ jobs:
     permissions:
       contents: write
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - uses: ./.github/workflows/setup-with-retry

.github/workflows/ci_weekly_report.yaml

@@ -38,10 +38,10 @@ jobs:
   report:
     needs: [ci_matrix_run]
     runs-on: ubuntu-latest
-    if: always()
+    if: always() && github.repository == 'commaai/openpilot'
     steps:
       - name: Get job results
-        uses: actions/github-script@v7
+        uses: actions/github-script@v8
         id: get-job-results
         with:
           script: |

.github/workflows/docs.yaml

@@ -22,7 +22,7 @@ jobs:
     steps:
     - uses: commaai/timeout@v1
 
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
 
@@ -34,7 +34,7 @@ jobs:
         mkdocs build
 
     # Push to docs.comma.ai
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       if: github.ref == 'refs/heads/master' && github.repository == 'sunnypilot/sunnypilot'
       with:
         path: openpilot-docs

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

@@ -15,7 +15,7 @@ jobs:
     steps:
     - name: Check for trigger phrase
       id: check_comment
-      uses: actions/github-script@v7
+      uses: actions/github-script@v8
       with:
         script: |
           const triggerPhrase = "trigger-jenkins";
@@ -35,7 +35,7 @@ jobs:
 
     - name: Checkout repository
       if: steps.check_comment.outputs.result == 'true'
-      uses: actions/checkout@v4
+      uses: actions/checkout@v6
       with:
         ref: refs/pull/${{ github.event.issue.number }}/head
 
@@ -49,7 +49,7 @@ jobs:
 
     - name: Delete trigger comment
       if: steps.check_comment.outputs.result == 'true' && always()
-      uses: actions/github-script@v7
+      uses: actions/github-script@v8
       with:
         script: |
           await github.rest.issues.deleteComment({

.github/workflows/mici_raylib_ui_preview.yaml

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

.github/workflows/model_review.yaml

@@ -16,9 +16,9 @@ jobs:
     if: github.repository == 'commaai/openpilot'
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
       - name: Checkout master
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
         with:
           ref: master
           path: base

.github/workflows/prebuilt.yaml

@@ -29,7 +29,7 @@ jobs:
         running-workflow-name: 'build prebuilt'
         repo-token: ${{ secrets.GITHUB_TOKEN }}
         check-regexp: ^((?!.*(build master-ci).*).)*$
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - run: git lfs pull

.github/workflows/raylib_ui_preview.yaml

@@ -58,7 +58,7 @@ jobs:
           path: ${{ github.workspace }}/pr_ui
 
       - name: Getting master ui
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
         with:
           repository: sunnypilot/ci-artifacts
           ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}

.github/workflows/release.yaml

@@ -30,7 +30,7 @@ jobs:
         running-workflow-name: 'build __nightly'
         repo-token: ${{ secrets.GITHUB_TOKEN }}
         check-regexp: ^((?!.*(build prebuilt).*).)*$
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
         fetch-depth: 0

.github/workflows/repo-maintenance.yaml

@@ -8,14 +8,14 @@ on:
 env:
   BASE_IMAGE: sunnypilot-base
   BUILD: release/ci/docker_build_sp.sh base
-  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e CI=1 -e PYTHONWARNINGS=error -e FILEREADER_CACHE=1 -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $BASE_IMAGE /bin/bash -c
+  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e CI=1 -e PYTHONWARNINGS=error -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $BASE_IMAGE /bin/bash -c
 
 jobs:
   update_translations:
     runs-on: ubuntu-latest
     if: github.repository == 'sunnypilot/sunnypilot'
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
       - uses: ./.github/workflows/setup-with-retry
       - name: Update translations
         run: |
@@ -39,7 +39,7 @@ jobs:
       image: ghcr.io/sunnypilot/sunnypilot-base:latest
     if: github.repository == 'sunnypilot/sunnypilot'
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - name: uv lock

.github/workflows/stale.yaml

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

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

@@ -200,37 +200,28 @@ jobs:
           sudo rm -rf ${OUTPUT_DIR}
           mkdir -p ${OUTPUT_DIR}
           rsync -am${RUNNER_DEBUG:+v} \
-            --include='**/panda/board/' \
-            --include='**/panda/board/obj' \
-            --include='**/panda/board/obj/panda.bin.signed' \
-            --include='**/panda/board/obj/panda_h7.bin.signed' \
-            --include='**/panda/board/obj/bootstub.panda.bin' \
-            --include='**/panda/board/obj/bootstub.panda_h7.bin' \
             --exclude='.sconsign.dblite' \
             --exclude='*.a' \
             --exclude='*.o' \
             --exclude='*.os' \
             --exclude='*.pyc' \
             --exclude='moc_*' \
-            --exclude='*.cc' \
+            --exclude='__pycache__' \
             --exclude='Jenkinsfile' \
-            --exclude='supercombo.onnx' \
-            --exclude='**/panda/board/*' \
-            --exclude='**/panda/board/obj/**' \
-            --exclude='**/panda/certs/' \
-            --exclude='**/panda/crypto/' \
             --exclude='**/release/' \
             --exclude='**/.github/' \
             --exclude='**/selfdrive/ui/replay/' \
             --exclude='**/__pycache__/' \
-            --exclude='**/selfdrive/ui/*.h' \
-            --exclude='**/selfdrive/ui/**/*.h' \
-            --exclude='**/selfdrive/ui/qt/offroad/sunnypilot/' \
             --exclude='${{env.SCONS_CACHE_DIR}}' \
             --exclude='**/.git/' \
             --exclude='**/SConstruct' \
             --exclude='**/SConscript' \
             --exclude='**/.venv/' \
+            --exclude='selfdrive/modeld/models/driving_vision.onnx' \
+            --exclude='selfdrive/modeld/models/driving_policy.onnx' \
+            --exclude='sunnypilot/modeld*/models/supercombo.onnx' \
+            --exclude='third_party/*x86*' \
+            --exclude='third_party/*Darwin*' \
             --delete-excluded \
             --chown=comma:comma \
             ${BUILD_DIR}/ ${OUTPUT_DIR}/

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

@@ -49,6 +49,7 @@ jobs:
         with:
           fetch-depth: 0  # Fetch all history for all branches
           token: ${{ secrets.GITHUB_TOKEN }}
+          persist-credentials: false
 
       - name: Wait for Tests
         uses: ./.github/workflows/wait-for-action # Path to where you place the action
@@ -173,10 +174,37 @@ jobs:
           echo '    pushurl = ${{ env.LFS_PUSH_URL }}' >> .lfsconfig
           echo '    locksverify = false' >> .lfsconfig
 
-      - name: Push changes if there are diffs
-        id: push-changes  # Add an id so we can reference this step
+      - name: Restore workflows from source
         run: |
           TARGET_BRANCH="${{ inputs.target_branch || env.DEFAULT_TARGET_BRANCH }}"
+          SOURCE_BRANCH="${{ inputs.source_branch || env.DEFAULT_SOURCE_BRANCH }}"
+
+          # Ensure we are on the target branch
+          git checkout $TARGET_BRANCH
+
+          echo "Restoring .github/workflows from $SOURCE_BRANCH"
+          git checkout origin/$SOURCE_BRANCH -- .github/workflows
+
+          if ! git diff --cached --quiet; then
+            echo "Workflows differ. Committing restoration."
+            git commit -m "chore: restore .github/workflows from $SOURCE_BRANCH"
+          else
+            echo "Workflows match $SOURCE_BRANCH."
+          fi
+
+      - uses: actions/create-github-app-token@v2
+        id: ci-token
+        with:
+          app-id: ${{ secrets.CI_GITHUB_ACTIONS_TOKEN_APP_ID }}
+          private-key: ${{ secrets.CI_GITHUB_ACTIONS_TOKEN_APP_PRIVATE_KEY }}
+
+      - name: Push changes if there are diffs
+        id: push-changes
+        run: |
+          TARGET_BRANCH="${{ inputs.target_branch || env.DEFAULT_TARGET_BRANCH }}"
+
+          # Use the App Token to set the remote URL with authentication
+          git remote set-url origin "https://x-access-token:${{ steps.ci-token.outputs.token }}@github.com/${{ github.repository }}.git"
 
           # Fetch the latest from remote
           git fetch origin $TARGET_BRANCH
@@ -188,7 +216,7 @@ jobs:
             exit 0
           fi
 
-          # If we get here, there are diffs, so push
+          # Push with the authenticated origin
           if ! git push origin $TARGET_BRANCH --force; then
             echo "Failed to push changes to $TARGET_BRANCH"
             exit 1

.github/workflows/tests.yaml

@@ -25,7 +25,7 @@ env:
   DOCKER_LOGIN: docker login ghcr.io -u ${{ github.actor }} -p ${{ secrets.GITHUB_TOKEN }}
   BUILD: release/ci/docker_build_sp.sh base
 
-  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e CI=1 -e PYTHONWARNINGS=error -e FILEREADER_CACHE=1 -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $BASE_IMAGE /bin/bash -c
+  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e CI=1 -e PYTHONWARNINGS=error -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $BASE_IMAGE /bin/bash -c
 
   PYTEST: pytest --continue-on-collection-errors --durations=0 -n logical
 
@@ -41,7 +41,7 @@ jobs:
     env:
       STRIPPED_DIR: /tmp/releasepilot
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - name: Getting LFS files
@@ -93,7 +93,7 @@ jobs:
       && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
       || fromJSON('["ubuntu-24.04"]') }}
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - name: Setup docker push
@@ -109,20 +109,19 @@ jobs:
     name: build macOS
     runs-on: ${{ ((github.repository == 'commaai/openpilot') && ((github.event_name != 'pull_request') || (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))) && 'namespace-profile-macos-8x14' || 'macos-latest' }}
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - run: echo "CACHE_COMMIT_DATE=$(git log -1 --pretty='format:%cd' --date=format:'%Y-%m-%d-%H:%M')" >> $GITHUB_ENV
     - name: Homebrew cache
       uses: ./.github/workflows/auto-cache
-      if: false # disabling the cache for now because it is breaking macos builds...
       with:
         save: false # No need save here if we manually save it later conditionally
         path: ~/Library/Caches/Homebrew
-        key: brew-macos-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
+        key: brew-macos-${{ hashFiles('tools/Brewfile') }}-${{ github.sha }}
         restore-keys: |
-          brew-macos-${{ env.CACHE_COMMIT_DATE }}
-          brew-macos
+          brew-macos-${{ hashFiles('tools/Brewfile') }}
+          brew-macos-
     - name: Install dependencies
       run: ./tools/mac_setup.sh
       env:
@@ -133,7 +132,7 @@ jobs:
       if: github.ref == 'refs/heads/master'
       with:
         path: ~/Library/Caches/Homebrew
-        key: brew-macos-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
+        key: brew-macos-${{ hashFiles('tools/Brewfile') }}-${{ github.sha }}
     - run: git lfs pull
     - name: Getting scons cache
       uses: ./.github/workflows/auto-cache
@@ -164,7 +163,7 @@ jobs:
     env:
       PYTHONWARNINGS: default
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - uses: ./.github/workflows/setup-with-retry
@@ -181,7 +180,7 @@ jobs:
       && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
       || fromJSON('["ubuntu-24.04"]') }}
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - uses: ./.github/workflows/setup-with-retry
@@ -207,14 +206,14 @@ jobs:
       && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
       || fromJSON('["ubuntu-24.04"]') }}
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - uses: ./.github/workflows/setup-with-retry
       id: setup-step
     - name: Cache test routes
       id: dependency-cache
-      uses: actions/cache@v4
+      uses: actions/cache@v5
       with:
         path: .ci_cache/comma_download_cache
         key: proc-replay-${{ hashFiles('selfdrive/test/process_replay/ref_commit', 'selfdrive/test/process_replay/test_processes.py') }}
@@ -230,7 +229,7 @@ jobs:
       id: print-diff
       if: always()
       run: cat selfdrive/test/process_replay/diff.txt
-    - uses: actions/upload-artifact@v4
+    - uses: actions/upload-artifact@v6
       if: always()
       continue-on-error: true
       with:
@@ -257,7 +256,7 @@ jobs:
       || fromJSON('["ubuntu-24.04"]') }}
     if: false  # FIXME: Started to timeout recently
     steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
       with:
         submodules: true
     - uses: ./.github/workflows/setup-with-retry
@@ -281,7 +280,7 @@ jobs:
       && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
       || fromJSON('["ubuntu-24.04"]') }}
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
         with:
           submodules: true
       - uses: ./.github/workflows/setup-with-retry
@@ -293,7 +292,33 @@ jobs:
                           source selfdrive/test/setup_xvfb.sh &&
                           python3 selfdrive/ui/tests/test_ui/raylib_screenshots.py"
       - name: Upload Raylib UI Report
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: raylib-report-${{ inputs.run_number || '1' }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
           path: selfdrive/ui/tests/test_ui/raylib_report/screenshots
+
+  create_mici_raylib_ui_report:
+    name: Create mici raylib UI Report
+    runs-on: ${{
+      (github.repository == 'commaai/openpilot') &&
+      ((github.event_name != 'pull_request') ||
+      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
+      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      || fromJSON('["ubuntu-24.04"]') }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          submodules: true
+      - uses: ./.github/workflows/setup-with-retry
+      - name: Build openpilot
+        run: ${{ env.RUN }} "scons -j$(nproc)"
+      - name: Create mici raylib UI Report
+        run: >
+          ${{ env.RUN }} "PYTHONWARNINGS=ignore &&
+                          source selfdrive/test/setup_xvfb.sh &&
+                          WINDOWED=1 python3 selfdrive/ui/tests/diff/replay.py"
+      - name: Upload Raylib UI Report
+        uses: actions/upload-artifact@v6
+        with:
+          name: mici-raylib-report-${{ inputs.run_number || '1' }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
+          path: selfdrive/ui/tests/diff/report

.gitignore

@@ -99,6 +99,10 @@ Pipfile
 .history
 .ionide
 
+.claude/
+PLAN.md
+TASK.md
+
 ### JetBrains ###
 !.idea/customTargets.xml
 !.idea/tools/*

Jenkinsfile

@@ -22,7 +22,7 @@ shopt -s huponexit # kill all child processes when the shell exits
 
 export CI=1
 export PYTHONWARNINGS=error
-export LOGPRINT=debug
+#export LOGPRINT=debug # this has gotten too spammy...
 export TEST_DIR=${env.TEST_DIR}
 export SOURCE_DIR=${env.SOURCE_DIR}
 export GIT_BRANCH=${env.GIT_BRANCH}

README.md

@@ -11,66 +11,10 @@ Join the official sunnypilot community forum to stay up to date with all the lat
 https://docs.sunnypilot.ai/ is your one stop shop for everything from features to installation to FAQ about the sunnypilot
 
 ## 🚘 Running on a dedicated device in a car
-* A supported device to run this software
-    * a [comma three](https://comma.ai/shop/products/three) or a [C3X](https://comma.ai/shop/comma-3x)
-* This software
-* One of [the 325+ supported cars](https://github.com/sunnypilot/sunnypilot/blob/master/docs/CARS.md). We support Honda, Toyota, Hyundai, Nissan, Kia, Chrysler, Lexus, Acura, Audi, VW, Ford, and more. If your car is not supported but has adaptive cruise control and lane-keeping assist, it's likely able to run sunnypilot.
-* A [car harness](https://comma.ai/shop/products/car-harness) to connect to your car
-
-Detailed instructions for [how to mount the device in a car](https://comma.ai/setup).
+First, check out this list of items you'll need to [get started](https://community.sunnypilot.ai/t/getting-started-using-sunnypilot-in-your-supported-car/251).
 
 ## Installation
-Please refer to [Recommended Branches](#recommended-branches) to find your preferred/supported branch. This guide will assume you want to install the latest `staging` branch.
-
-### If you want to use our newest branches (our rewrite)
-> [!TIP]
->You can see the rewrite state on our [rewrite project board](https://github.com/orgs/sunnypilot/projects/2), and to install the new branches, you can use the following links
-
-* sunnypilot not installed or you installed a version before 0.8.17?
-  1. [Factory reset/uninstall](https://github.com/commaai/openpilot/wiki/FAQ#how-can-i-reset-the-device) the previous software if you have another software/fork installed.
-  2. After factory reset/uninstall and upon reboot, select `Custom Software` when given the option.
-  3. Input the installation URL per [Recommended Branches](#recommended-branches). Example: ```https://staging.sunnypilot.ai```.
-  4. Complete the rest of the installation following the onscreen instructions.
-
-* sunnypilot already installed and you installed a version after 0.8.17?
-  1. On the comma three/3X, go to `Settings` ▶️ `Software`.
-  2. At the `Download` option, press `CHECK`. This will fetch the list of latest branches from sunnypilot.
-  3. At the `Target Branch` option, press `SELECT` to open the Target Branch selector.
-  4. Scroll to select the desired branch per  Recommended Branches (see below). Example: `staging`
-
-### Recommended Branches
-|      Branch     |                 Installation URL              |
-|:---------------:|:---------------------------------------------:|
-| `release`       | `https://release.sunnypilot.ai`               |
-| `staging`       | `https://staging.sunnypilot.ai`               |
-|   `dev`         | `https://dev.sunnypilot.ai`                   |
-| `custom-branch` | `https://install.sunnypilot.ai/{branch_name}` |
-
-> [!TIP]
-> You can use sunnypilot/targetbranch as an install URL. Example: 'sunnypilot/staging'.
-
-> [!NOTE]
-> Do you require further assistance with software installation? Join the [sunnypilot community forum](https://community.sunnypilot.ai/new-topic?category=general/qa) and create a topic in the General/Q&A Category channel.
-
-
-<details>
-
-<summary>Older legacy branches</summary>
-
-### If you want to use our older legacy branches (*not recommended*)
-
-> [**IMPORTANT**]
-> It is recommended to [re-flash AGNOS](https://flash.comma.ai/) if you intend to downgrade from the new branches.
-> You can still restore the latest sunnylink backup made on the old branches.
-
-|    Branch    |         Installation URL         |
-|:------------:|:--------------------------------:|
-| `release-c3` | https://release-c3.sunnypilot.ai |
-| `staging-c3` | https://staging-c3.sunnypilot.ai |
-|   `dev-c3`   | https://dev-c3.sunnypilot.ai     |
-
-</details>
-
+Next, refer to the sunnypilot community forum for [installation instructions](https://community.sunnypilot.ai/t/read-before-installing-sunnypilot/254), as well as a complete list of [Recommended Branch Installations](https://community.sunnypilot.ai/t/recommended-branch-installations/235).
 
 ## 🎆 Pull Requests
 We welcome both pull requests and issues on GitHub. Bug fixes are encouraged.

RELEASES.md

@@ -1,3 +1,16 @@
+Version 0.10.4 (2026-02-17)
+========================
+* Lexus LS 2018 support thanks to Hacheoy!
+
+Version 0.10.3 (2025-12-17)
+========================
+* New driving model #36249
+  * New temporal policy architecture
+  * New on-policy training physics noise model
+* New driver monitoring model #36409
+  * Trained on a new dataset, including comma four data
+* Improved inter-process communication memory efficiency
+
 Version 0.10.2 (2025-11-19)
 ========================
 * comma four support

SConstruct

@@ -14,7 +14,6 @@ Decider('MD5-timestamp')
 
 SetOption('num_jobs', max(1, int(os.cpu_count()/2)))
 
-AddOption('--kaitai', action='store_true', help='Regenerate kaitai struct parsers')
 AddOption('--asan', action='store_true', help='turn on ASAN')
 AddOption('--ubsan', action='store_true', help='turn on UBSan')
 AddOption('--mutation', action='store_true', help='generate mutation-ready code')
@@ -203,7 +202,6 @@ SConscript(['rednose/SConscript'])
 
 # Build system services
 SConscript([
-  'system/ubloxd/SConscript',
   'system/loggerd/SConscript',
 ])
 

cereal/custom.capnp

@@ -153,6 +153,7 @@ struct ModelManagerSP @0xaedffd8f31e7b55d {
       navigation @1;
       vision @2;
       policy @3;
+      offPolicy @4;
     }
   }
 

cereal/log.capnp

@@ -87,6 +87,7 @@ struct OnroadEvent @0xc4fa6047f024e718 {
     laneChange @50;
     lowMemory @51;
     stockAeb @52;
+    stockLkas @98;
     ldw @53;
     carUnrecognized @54;
     invalidLkasSetting @55;
@@ -2226,9 +2227,9 @@ struct DriverMonitoringState @0xb83cda094a1da284 {
   isActiveMode @16 :Bool;
   isRHD @4 :Bool;
   uncertainCount @19 :UInt32;
-  phoneProbOffset @20 :Float32;
-  phoneProbValidCount @21 :UInt32;
 
+  phoneProbOffsetDEPRECATED @20 :Float32;
+  phoneProbValidCountDEPRECATED @21 :UInt32;
   isPreviewDEPRECATED @15 :Bool;
   rhdCheckedDEPRECATED @5 :Bool;
   eventsDEPRECATED @0 :List(Car.OnroadEventDEPRECATED);
@@ -2524,13 +2525,10 @@ struct Event {
     controlsState @7 :ControlsState;
     selfdriveState @130 :SelfdriveState;
     gyroscope @99 :SensorEventData;
-    gyroscope2 @100 :SensorEventData;
     accelerometer @98 :SensorEventData;
-    accelerometer2 @101 :SensorEventData;
     magnetometer @95 :SensorEventData;
     lightSensor @96 :SensorEventData;
     temperatureSensor @97 :SensorEventData;
-    temperatureSensor2 @123 :SensorEventData;
     pandaStates @81 :List(PandaState);
     peripheralState @80 :PeripheralState;
     radarState @13 :RadarState;
@@ -2693,5 +2691,8 @@ struct Event {
     liveLocationKalman @72 :LiveLocationKalman;
     liveTracksDEPRECATED @16 :List(LiveTracksDEPRECATED);
     onroadEventsDEPRECATED @68: List(Car.OnroadEventDEPRECATED);
+    gyroscope2DEPRECATED @100 :SensorEventData;
+    accelerometer2DEPRECATED @101 :SensorEventData;
+    temperatureSensor2DEPRECATED @123 :SensorEventData;
   }
 }

cereal/messaging/__init__.py

@@ -1,10 +1,8 @@
 # must be built with scons
-from msgq.ipc_pyx import Context, Poller, SubSocket, PubSocket, SocketEventHandle, toggle_fake_events, \
-                                set_fake_prefix, get_fake_prefix, delete_fake_prefix, wait_for_one_event
-from msgq.ipc_pyx import MultiplePublishersError, IpcError
-from msgq import fake_event_handle, pub_sock, sub_sock, drain_sock_raw
+from msgq import fake_event_handle, drain_sock_raw, MultiplePublishersError, IpcError, \
+                 Context, Poller, SubSocket, PubSocket, SocketEventHandle, toggle_fake_events, \
+                 set_fake_prefix, get_fake_prefix, delete_fake_prefix, wait_for_one_event
 import msgq
-
 import os
 import capnp
 import time
@@ -13,11 +11,25 @@ from typing import Optional, List, Union, Dict
 
 from cereal import log
 from cereal.services import SERVICE_LIST
-from openpilot.common.util import MovingAverage
+from openpilot.common.utils import MovingAverage
 
 NO_TRAVERSAL_LIMIT = 2**64-1
 
 
+def pub_sock(endpoint: str) -> PubSocket:
+  service = SERVICE_LIST.get(endpoint)
+  segment_size = service.queue_size if service else 0
+  return msgq.pub_sock(endpoint, segment_size)
+
+
+def sub_sock(endpoint: str, poller: Optional[Poller] = None, addr: str = "127.0.0.1",
+             conflate: bool = False, timeout: Optional[int] = None) -> SubSocket:
+  service = SERVICE_LIST.get(endpoint)
+  segment_size = service.queue_size if service else 0
+  return msgq.sub_sock(endpoint, poller=poller, addr=addr, conflate=conflate,
+                       timeout=timeout, segment_size=segment_size)
+
+
 def reset_context():
   msgq.context = Context()
 

cereal/messaging/bridge.cc

@@ -33,7 +33,8 @@ void zmq_to_msgq(const std::vector<std::string> &endpoints, const std::string &i
   for (auto endpoint : endpoints) {
     auto pub_sock = new MSGQPubSocket();
     auto sub_sock = new ZMQSubSocket();
-    pub_sock->connect(pub_context.get(), endpoint);
+    size_t queue_size = services.at(endpoint).queue_size;
+    pub_sock->connect(pub_context.get(), endpoint, true, queue_size);
     sub_sock->connect(sub_context.get(), endpoint, ip, false);
 
     poller->registerSocket(sub_sock);

cereal/messaging/msgq_to_zmq.cc

@@ -2,6 +2,7 @@
 
 #include <cassert>
 
+#include "cereal/services.h"
 #include "common/util.h"
 
 extern ExitHandler do_exit;
@@ -108,7 +109,8 @@ void MsgqToZmq::zmqMonitorThread() {
           if (++pair.connected_clients == 1) {
             // Create new MSGQ subscriber socket and map to ZMQ publisher
             pair.sub_sock = std::make_unique<MSGQSubSocket>();
-            pair.sub_sock->connect(msgq_context.get(), pair.endpoint, "127.0.0.1");
+            size_t queue_size = services.at(pair.endpoint).queue_size;
+            pair.sub_sock->connect(msgq_context.get(), pair.endpoint, "127.0.0.1", false, true, queue_size);
             sub2pub[pair.sub_sock.get()] = pair.pub_sock.get();
             registerSockets();
           }

cereal/messaging/socketmaster.cc

@@ -50,7 +50,7 @@ SubMaster::SubMaster(const std::vector<const char *> &service_list, const std::v
     assert(services.count(std::string(name)) > 0);
 
     service serv = services.at(std::string(name));
-    SubSocket *socket = SubSocket::create(message_context.context(), name, address ? address : "127.0.0.1", true);
+    SubSocket *socket = SubSocket::create(message_context.context(), name, address ? address : "127.0.0.1", true, true, serv.queue_size);
     assert(socket != 0);
     bool is_polled = inList(poll, name) || poll.empty();
     if (is_polled) poller_->registerSocket(socket);
@@ -187,7 +187,8 @@ SubMaster::~SubMaster() {
 PubMaster::PubMaster(const std::vector<const char *> &service_list) {
   for (auto name : service_list) {
     assert(services.count(name) > 0);
-    PubSocket *socket = PubSocket::create(message_context.context(), name);
+    service serv = services.at(std::string(name));
+    PubSocket *socket = PubSocket::create(message_context.context(), name, true, serv.queue_size);
     assert(socket);
     sockets_[name] = socket;
   }

cereal/services.py

@@ -1,37 +1,44 @@
 #!/usr/bin/env python3
+from enum import IntEnum
 from typing import Optional
 
 
+# TODO: this should be automatically determined using the capnp schema
+class QueueSize(IntEnum):
+  BIG = 10 * 1024 * 1024      # 10MB - video frames, large AI outputs
+  MEDIUM = 2 * 1024 * 1024    # 2MB - high freq (CAN), livestream
+  SMALL = 250 * 1024          # 250KB - most services
+
+
 class Service:
-  def __init__(self, should_log: bool, frequency: float, decimation: Optional[int] = None):
+  def __init__(self, should_log: bool, frequency: float, decimation: Optional[int] = None,
+               queue_size: QueueSize = QueueSize.SMALL):
     self.should_log = should_log
     self.frequency = frequency
     self.decimation = decimation
+    self.queue_size = queue_size
 
 
 _services: dict[str, tuple] = {
   # service: (should_log, frequency, qlog decimation (optional))
   # note: the "EncodeIdx" packets will still be in the log
   "gyroscope": (True, 104., 104),
-  "gyroscope2": (True, 100., 100),
   "accelerometer": (True, 104., 104),
-  "accelerometer2": (True, 100., 100),
   "magnetometer": (True, 25.),
   "lightSensor": (True, 100., 100),
   "temperatureSensor": (True, 2., 200),
-  "temperatureSensor2": (True, 2., 200),
   "gpsNMEA": (True, 9.),
   "deviceState": (True, 2., 1),
   "touch": (True, 20., 1),
-  "can": (True, 100., 2053),  # decimation gives ~3 msgs in a full segment
-  "controlsState": (True, 100., 10),
+  "can": (True, 100., 2053, QueueSize.BIG),  # decimation gives ~3 msgs in a full segment
+  "controlsState": (True, 100., 10, QueueSize.MEDIUM),
   "selfdriveState": (True, 100., 10),
   "pandaStates": (True, 10., 1),
   "peripheralState": (True, 2., 1),
   "radarState": (True, 20., 5),
   "roadEncodeIdx": (False, 20., 1),
   "liveTracks": (True, 20.),
-  "sendcan": (True, 100., 139),
+  "sendcan": (True, 100., 139, QueueSize.MEDIUM),
   "logMessage": (True, 0.),
   "errorLogMessage": (True, 0., 1),
   "liveCalibration": (True, 4., 4),
@@ -43,7 +50,7 @@ _services: dict[str, tuple] = {
   "carOutput": (True, 100., 10),
   "longitudinalPlan": (True, 20., 10),
   "driverAssistance": (True, 20., 20),
-  "procLog": (True, 0.5, 15),
+  "procLog": (True, 0.5, 15, QueueSize.BIG),
   "gpsLocationExternal": (True, 10., 10),
   "gpsLocation": (True, 1., 1),
   "ubloxGnss": (True, 10.),
@@ -65,7 +72,7 @@ _services: dict[str, tuple] = {
   "wideRoadEncodeIdx": (False, 20., 1),
   "wideRoadCameraState": (True, 20., 20),
   "drivingModelData": (True, 20., 10),
-  "modelV2": (True, 20.),
+  "modelV2": (True, 20., None, QueueSize.BIG),
   "managerState": (True, 2., 1),
   "uploaderState": (True, 0., 1),
   "navInstruction": (True, 1., 10),
@@ -77,10 +84,14 @@ _services: dict[str, tuple] = {
   "rawAudioData": (False, 20.),
   "bookmarkButton": (True, 0., 1),
   "audioFeedback": (True, 0., 1),
+  "roadEncodeData": (False, 20., None, QueueSize.BIG),
+  "driverEncodeData": (False, 20., None, QueueSize.BIG),
+  "wideRoadEncodeData": (False, 20., None, QueueSize.BIG),
+  "qRoadEncodeData": (False, 20., None, QueueSize.BIG),
 
   # sunnypilot
-  "modelManagerSP": (False, 1., 1),
-  "backupManagerSP": (False, 1., 1),
+  "modelManagerSP": (False, 1., 1, QueueSize.BIG),
+  "backupManagerSP": (False, 1., 1, QueueSize.BIG),
   "selfdriveStateSP": (True, 100., 10),
   "longitudinalPlanSP": (True, 20., 10),
   "onroadEventsSP": (True, 1., 1),
@@ -88,23 +99,19 @@ _services: dict[str, tuple] = {
   "carControlSP": (True, 100., 10),
   "carStateSP": (True, 100., 10),
   "liveMapDataSP": (True, 1., 1),
-  "modelDataV2SP": (True, 20.),
+  "modelDataV2SP": (True, 20., None, QueueSize.BIG),
   "liveLocationKalman": (True, 20.),
 
   # debug
   "uiDebug": (True, 0., 1),
   "testJoystick": (True, 0.),
   "alertDebug": (True, 20., 5),
-  "roadEncodeData": (False, 20.),
-  "driverEncodeData": (False, 20.),
-  "wideRoadEncodeData": (False, 20.),
-  "qRoadEncodeData": (False, 20.),
   "livestreamWideRoadEncodeIdx": (False, 20.),
   "livestreamRoadEncodeIdx": (False, 20.),
   "livestreamDriverEncodeIdx": (False, 20.),
-  "livestreamWideRoadEncodeData": (False, 20.),
-  "livestreamRoadEncodeData": (False, 20.),
-  "livestreamDriverEncodeData": (False, 20.),
+  "livestreamWideRoadEncodeData": (False, 20., None, QueueSize.MEDIUM),
+  "livestreamRoadEncodeData": (False, 20., None, QueueSize.MEDIUM),
+  "livestreamDriverEncodeData": (False, 20., None, QueueSize.MEDIUM),
   "customReservedRawData0": (True, 0.),
   "customReservedRawData1": (True, 0.),
   "customReservedRawData2": (True, 0.),
@@ -122,13 +129,13 @@ def build_header():
   h += "#include <map>\n"
   h += "#include <string>\n"
 
-  h += "struct service { std::string name; bool should_log; float frequency; int decimation; };\n"
+  h += "struct service { std::string name; bool should_log; float frequency; int decimation; size_t queue_size; };\n"
   h += "static std::map<std::string, service> services = {\n"
   for k, v in SERVICE_LIST.items():
     should_log = "true" if v.should_log else "false"
     decimation = -1 if v.decimation is None else v.decimation
-    h += '  { "%s", {"%s", %s, %f, %d}},\n' % \
-         (k, k, should_log, v.frequency, decimation)
+    h += '  { "%s", {"%s", %s, %f, %d, %d}},\n' % \
+         (k, k, should_log, v.frequency, decimation, v.queue_size)
   h += "};\n"
 
   h += "#endif\n"

common/SConscript

@@ -19,11 +19,6 @@ if GetOption('extras'):
 # Cython bindings
 params_python = envCython.Program('params_pyx.so', 'params_pyx.pyx', LIBS=envCython['LIBS'] + [_common, 'zmq', 'json11'])
 
-SConscript([
-  'transformations/SConscript',
-])
-
-Import('transformations_python')
-common_python = [params_python, transformations_python]
+common_python = [params_python]
 
 Export('common_python')

common/api/__init__.py

@@ -18,9 +18,9 @@ class Api:
     return self.service.get_token(payload_extra, expiry_hours)
 
 
-def api_get(endpoint, method='GET', timeout=None, access_token=None, **params):
-  return CommaConnectApi(None).api_get(endpoint, method, timeout, access_token, **params)
+def api_get(endpoint, method='GET', timeout=None, access_token=None, session=None, **params):
+  return CommaConnectApi(None).api_get(endpoint, method, timeout, access_token, session, **params)
 
 
-def get_key_pair():
+def get_key_pair() -> tuple[str, str, str] | tuple[None, None, None]:
   return CommaConnectApi(None).get_key_pair()

common/api/base.py

@@ -6,9 +6,9 @@ from datetime import datetime, timedelta, UTC
 from openpilot.system.hardware.hw import Paths
 from openpilot.system.version import get_version
 
-       # name : jwt signature algorithm
-KEYS = {"id_rsa" : "RS256",
-        "id_ecdsa" : "ES256"}
+# name: jwt signature algorithm
+KEYS = {"id_rsa": "RS256",
+        "id_ecdsa": "ES256"}
 
 
 class BaseApi:
@@ -51,7 +51,7 @@ class BaseApi:
     ascii_encoded_text = normalized_text.encode('ascii', 'ignore')
     return ascii_encoded_text.decode()
 
-  def api_get(self, endpoint, method='GET', timeout=None, access_token=None, json=None, **params):
+  def api_get(self, endpoint, method='GET', timeout=None, access_token=None, session=None, json=None, **params):
     headers = {}
     if access_token is not None:
       headers['Authorization'] = "JWT " + access_token
@@ -59,10 +59,12 @@ class BaseApi:
     version = self.remove_non_ascii_chars(get_version())
     headers['User-Agent'] = self.user_agent + version
 
-    return requests.request(method, f"{self.api_host}/{endpoint}", timeout=timeout, headers=headers, json=json, params=params)
+    # TODO: add session to Api
+    req = requests if session is None else session
+    return req.request(method, f"{self.api_host}/{endpoint}", timeout=timeout, headers=headers, json=json, params=params)
 
   @staticmethod
-  def get_key_pair():
+  def get_key_pair() -> tuple[str, str, str] | tuple[None, None, None]:
     for key in KEYS:
       if os.path.isfile(Paths.persist_root() + f'/comma/{key}') and os.path.isfile(Paths.persist_root() + f'/comma/{key}.pub'):
         with open(Paths.persist_root() + f'/comma/{key}') as private, open(Paths.persist_root() + f'/comma/{key}.pub') as public:

common/git.py

@@ -4,27 +4,27 @@ from openpilot.common.utils import run_cmd, run_cmd_default
 
 
 @cache
-def get_commit(cwd: str = None, branch: str = "HEAD") -> str:
+def get_commit(cwd: str | None = None, branch: str = "HEAD") -> str:
   return run_cmd_default(["git", "rev-parse", branch], cwd=cwd)
 
 
 @cache
-def get_commit_date(cwd: str = None, commit: str = "HEAD") -> str:
+def get_commit_date(cwd: str | None = None, commit: str = "HEAD") -> str:
   return run_cmd_default(["git", "show", "--no-patch", "--format='%ct %ci'", commit], cwd=cwd)
 
 
 @cache
-def get_short_branch(cwd: str = None) -> str:
+def get_short_branch(cwd: str | None = None) -> str:
   return run_cmd_default(["git", "rev-parse", "--abbrev-ref", "HEAD"], cwd=cwd)
 
 
 @cache
-def get_branch(cwd: str = None) -> str:
+def get_branch(cwd: str | None = None) -> str:
   return run_cmd_default(["git", "rev-parse", "--abbrev-ref", "--symbolic-full-name", "@{u}"], cwd=cwd)
 
 
 @cache
-def get_origin(cwd: str = None) -> str:
+def get_origin(cwd: str | None = None) -> str:
   try:
     local_branch = run_cmd(["git", "name-rev", "--name-only", "HEAD"], cwd=cwd)
     tracking_remote = run_cmd(["git", "config", "branch." + local_branch + ".remote"], cwd=cwd)
@@ -34,7 +34,7 @@ def get_origin(cwd: str = None) -> str:
 
 
 @cache
-def get_normalized_origin(cwd: str = None) -> str:
+def get_normalized_origin(cwd: str | None = None) -> str:
   return get_origin(cwd) \
     .replace("git@", "", 1) \
     .replace(".git", "", 1) \

common/i2c.py

@@ -0,0 +1,81 @@
+import os
+import fcntl
+import ctypes
+
+# I2C constants from /usr/include/linux/i2c-dev.h
+I2C_SLAVE = 0x0703
+I2C_SLAVE_FORCE = 0x0706
+I2C_SMBUS = 0x0720
+
+# SMBus transfer types
+I2C_SMBUS_READ = 1
+I2C_SMBUS_WRITE = 0
+I2C_SMBUS_BYTE_DATA = 2
+I2C_SMBUS_I2C_BLOCK_DATA = 8
+
+I2C_SMBUS_BLOCK_MAX = 32
+
+
+class _I2cSmbusData(ctypes.Union):
+  _fields_ = [
+    ("byte", ctypes.c_uint8),
+    ("word", ctypes.c_uint16),
+    ("block", ctypes.c_uint8 * (I2C_SMBUS_BLOCK_MAX + 2)),
+  ]
+
+
+class _I2cSmbusIoctlData(ctypes.Structure):
+  _fields_ = [
+    ("read_write", ctypes.c_uint8),
+    ("command", ctypes.c_uint8),
+    ("size", ctypes.c_uint32),
+    ("data", ctypes.POINTER(_I2cSmbusData)),
+  ]
+
+
+class SMBus:
+  def __init__(self, bus: int):
+    self._fd = os.open(f'/dev/i2c-{bus}', os.O_RDWR)
+
+  def __enter__(self) -> 'SMBus':
+    return self
+
+  def __exit__(self, *args) -> None:
+    self.close()
+
+  def close(self) -> None:
+    if hasattr(self, '_fd') and self._fd >= 0:
+      os.close(self._fd)
+      self._fd = -1
+
+  def _set_address(self, addr: int, force: bool = False) -> None:
+    ioctl_arg = I2C_SLAVE_FORCE if force else I2C_SLAVE
+    fcntl.ioctl(self._fd, ioctl_arg, addr)
+
+  def _smbus_access(self, read_write: int, command: int, size: int, data: _I2cSmbusData) -> None:
+    ioctl_data = _I2cSmbusIoctlData(read_write, command, size, ctypes.pointer(data))
+    fcntl.ioctl(self._fd, I2C_SMBUS, ioctl_data)
+
+  def read_byte_data(self, addr: int, register: int, force: bool = False) -> int:
+    self._set_address(addr, force)
+    data = _I2cSmbusData()
+    self._smbus_access(I2C_SMBUS_READ, register, I2C_SMBUS_BYTE_DATA, data)
+    return int(data.byte)
+
+  def write_byte_data(self, addr: int, register: int, value: int, force: bool = False) -> None:
+    self._set_address(addr, force)
+    data = _I2cSmbusData()
+    data.byte = value & 0xFF
+    self._smbus_access(I2C_SMBUS_WRITE, register, I2C_SMBUS_BYTE_DATA, data)
+
+  def read_i2c_block_data(self, addr: int, register: int, length: int, force: bool = False) -> list[int]:
+    self._set_address(addr, force)
+    if not (0 <= length <= I2C_SMBUS_BLOCK_MAX):
+      raise ValueError(f"length must be 0..{I2C_SMBUS_BLOCK_MAX}")
+
+    data = _I2cSmbusData()
+    data.block[0] = length
+    self._smbus_access(I2C_SMBUS_READ, register, I2C_SMBUS_I2C_BLOCK_DATA, data)
+    read_len = int(data.block[0]) or length
+    read_len = min(read_len, length)
+    return [int(b) for b in data.block[1 : read_len + 1]]

common/model.h

@@ -1 +1 @@
-#define DEFAULT_MODEL "The Cool People (Default)"
+#define DEFAULT_MODEL "CD210 (Default)"

common/params_keys.h

@@ -71,6 +71,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
     {"LastGPSPosition", {PERSISTENT, STRING}},
     {"LastManagerExitReason", {CLEAR_ON_MANAGER_START, STRING}},
     {"LastOffroadStatusPacket", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, JSON}},
+    {"LastAgnosPowerMonitorShutdown", {CLEAR_ON_MANAGER_START, STRING}},
     {"LastPowerDropDetected", {CLEAR_ON_MANAGER_START, STRING}},
     {"LastUpdateException", {CLEAR_ON_MANAGER_START, STRING}},
     {"LastUpdateRouteCount", {PERSISTENT, INT, "0"}},
@@ -138,11 +139,13 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
     {"BlinkerMinLateralControlSpeed", {PERSISTENT | BACKUP, INT, "20"}},  // MPH or km/h
     {"BlinkerPauseLateralControl", {PERSISTENT | BACKUP, INT, "0"}},
     {"Brightness", {PERSISTENT | BACKUP, INT, "0"}},
+    {"CarList", {PERSISTENT, JSON}},
     {"CarParamsSP", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, BYTES}},
     {"CarParamsSPCache", {CLEAR_ON_MANAGER_START, BYTES}},
     {"CarParamsSPPersistent", {PERSISTENT, BYTES}},
     {"CarPlatformBundle", {PERSISTENT | BACKUP, JSON}},
     {"ChevronInfo", {PERSISTENT | BACKUP, INT, "4"}},
+    {"CompletedSunnylinkConsentVersion", {PERSISTENT, STRING, "0"}},
     {"CustomAccIncrementsEnabled", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"CustomAccLongPressIncrement", {PERSISTENT | BACKUP, INT, "5"}},
     {"CustomAccShortPressIncrement", {PERSISTENT | BACKUP, INT, "1"}},
@@ -152,6 +155,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
     {"EnableGithubRunner", {PERSISTENT | BACKUP, BOOL}},
     {"GreenLightAlert", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"GithubRunnerSufficientVoltage", {CLEAR_ON_MANAGER_START , BOOL}},
+    {"HasAcceptedTermsSP", {PERSISTENT, STRING, "0"}},
     {"HideVEgoUI", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"IntelligentCruiseButtonManagement", {PERSISTENT | BACKUP , BOOL}},
     {"InteractivityTimeout", {PERSISTENT | BACKUP, INT, "0"}},
@@ -164,12 +168,12 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
     {"OffroadMode", {CLEAR_ON_MANAGER_START, BOOL}},
     {"Offroad_TiciSupport", {CLEAR_ON_MANAGER_START, JSON}},
     {"OnroadScreenOffBrightness", {PERSISTENT | BACKUP, INT, "0"}},
-    {"OnroadScreenOffControl", {PERSISTENT | BACKUP, BOOL}},
     {"OnroadScreenOffTimer", {PERSISTENT | BACKUP, INT, "15"}},
     {"OnroadUploads", {PERSISTENT | BACKUP, BOOL, "1"}},
     {"QuickBootToggle", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"QuietMode", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"RainbowMode", {PERSISTENT | BACKUP, BOOL, "0"}},
+    {"RocketFuel", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"ShowAdvancedControls", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"ShowTurnSignals", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"StandstillTimer", {PERSISTENT | BACKUP, BOOL, "0"}},
@@ -211,16 +215,19 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
     {"SubaruStopAndGo", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"SubaruStopAndGoManualParkingBrake", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"TeslaCoopSteering", {PERSISTENT | BACKUP, BOOL, "0"}},
+    {"ToyotaEnforceStockLongitudinal", {PERSISTENT | BACKUP, BOOL, "0"}},
 
     {"DynamicExperimentalControl", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"BlindSpot", {PERSISTENT | BACKUP, BOOL, "0"}},
 
     // sunnypilot model params
+    {"CameraOffset", {PERSISTENT | BACKUP, FLOAT, "0.0"}},
     {"LagdToggle", {PERSISTENT | BACKUP, BOOL, "1"}},
     {"LagdToggleDelay", {PERSISTENT | BACKUP, FLOAT, "0.2"}},
     {"LagdValueCache", {PERSISTENT, FLOAT, "0.2"}},
     {"LaneTurnDesire", {PERSISTENT | BACKUP, BOOL, "0"}},
     {"LaneTurnValue", {PERSISTENT | BACKUP, FLOAT, "19.0"}},
+    {"PlanplusControl", {PERSISTENT | BACKUP, FLOAT, "1.0"}},
 
     // mapd
     {"MapAdvisorySpeedLimit", {CLEAR_ON_ONROAD_TRANSITION, FLOAT}},

common/pid.py

@@ -3,15 +3,9 @@ from numbers import Number
 
 class PIDController:
   def __init__(self, k_p, k_i, k_d=0., pos_limit=1e308, neg_limit=-1e308, rate=100):
-    self._k_p = k_p
-    self._k_i = k_i
-    self._k_d = k_d
-    if isinstance(self._k_p, Number):
-      self._k_p = [[0], [self._k_p]]
-    if isinstance(self._k_i, Number):
-      self._k_i = [[0], [self._k_i]]
-    if isinstance(self._k_d, Number):
-      self._k_d = [[0], [self._k_d]]
+    self._k_p: list[list[float]] = [[0], [k_p]] if isinstance(k_p, Number) else k_p
+    self._k_i: list[list[float]] = [[0], [k_i]] if isinstance(k_i, Number) else k_i
+    self._k_d: list[list[float]] = [[0], [k_d]] if isinstance(k_d, Number) else k_d
 
     self.set_limits(pos_limit, neg_limit)
 

common/prefix.h

@@ -13,7 +13,11 @@ public:
     if (prefix.empty()) {
       prefix = util::random_string(15);
     }
-    msgq_path = Path::shm_path() + "/" + prefix;
+#ifdef __APPLE__
+    msgq_path = "/tmp/msgq_" + prefix;
+#else
+    msgq_path = "/dev/shm/msgq_" + prefix;
+#endif
     bool ret = util::create_directories(msgq_path, 0777);
     assert(ret);
     setenv("OPENPILOT_PREFIX", prefix.c_str(), 1);

common/prefix.py

@@ -1,4 +1,5 @@
 import os
+import platform
 import shutil
 import uuid
 
@@ -9,9 +10,10 @@ from openpilot.system.hardware.hw import Paths
 from openpilot.system.hardware.hw import DEFAULT_DOWNLOAD_CACHE_ROOT
 
 class OpenpilotPrefix:
-  def __init__(self, prefix: str = None, create_dirs_on_enter: bool = True, clean_dirs_on_exit: bool = True, shared_download_cache: bool = False):
+  def __init__(self, prefix: str | None = None, create_dirs_on_enter: bool = True, clean_dirs_on_exit: bool = True, shared_download_cache: bool = False):
     self.prefix = prefix if prefix else str(uuid.uuid4().hex[0:15])
-    self.msgq_path = os.path.join(Paths.shm_path(), self.prefix)
+    shm_path = "/tmp" if platform.system() == "Darwin" else "/dev/shm"
+    self.msgq_path = os.path.join(shm_path, "msgq_" + self.prefix)
     self.create_dirs_on_enter = create_dirs_on_enter
     self.clean_dirs_on_exit = clean_dirs_on_exit
     self.shared_download_cache = shared_download_cache

common/realtime.py

@@ -6,7 +6,7 @@ import time
 
 from setproctitle import getproctitle
 
-from openpilot.common.util import MovingAverage
+from openpilot.common.utils import MovingAverage
 from openpilot.system.hardware import PC
 
 

common/tests/test_file_helpers.py

@@ -1,7 +1,7 @@
 import os
 from uuid import uuid4
 
-from openpilot.common.utils import atomic_write_in_dir
+from openpilot.common.utils import atomic_write
 
 
 class TestFileHelpers:
@@ -15,5 +15,5 @@ class TestFileHelpers:
       assert f.read() == "test"
     os.remove(path)
 
-  def test_atomic_write_in_dir(self):
-    self.run_atomic_write_func(atomic_write_in_dir)
+  def test_atomic_write(self):
+    self.run_atomic_write_func(atomic_write)

common/transformations/SConscript

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

common/transformations/tests/test_coordinates.py

@@ -102,3 +102,36 @@ class TestNED:
     np.testing.assert_allclose(converter.ned2ecef(ned_offsets_batch),
                                                            ecef_positions_offset_batch,
                                                            rtol=1e-9, atol=1e-7)
+
+  def test_errors(self):
+    # Test wrong shape/type for geodetic2ecef
+    # numpy_wrap raises IndexError for scalar input
+    with np.testing.assert_raises(IndexError):
+      coord.geodetic2ecef(1.0)
+
+    with np.testing.assert_raises_regex(ValueError, "Geodetic must be size 3"):
+      coord.geodetic2ecef([0, 0])
+
+    with np.testing.assert_raises_regex(ValueError, "Geodetic must be size 3"):
+      coord.geodetic2ecef([0, 0, 0, 0])
+
+    with np.testing.assert_raises(TypeError):
+      coord.geodetic2ecef(['a', 'b', 'c'])
+
+    # Test LocalCoord constructor errors
+    with np.testing.assert_raises(ValueError):
+      coord.LocalCoord.from_geodetic([0, 0])
+
+    with np.testing.assert_raises(ValueError):
+      coord.LocalCoord.from_geodetic(1)
+
+    with np.testing.assert_raises(TypeError):
+      coord.LocalCoord.from_geodetic(['a', 'b', 'c'])
+
+    # Test wrong shape/type for ecef2geodetic
+    with np.testing.assert_raises(ValueError):
+      coord.ecef2geodetic([1, 2])
+    with np.testing.assert_raises(ValueError):
+      coord.ecef2geodetic([1, 2, 3, 4])
+    with np.testing.assert_raises(IndexError):
+      coord.ecef2geodetic(1.0)

common/transformations/tests/test_orientation.py

@@ -1,4 +1,5 @@
 import numpy as np
+import pytest
 
 from openpilot.common.transformations.orientation import euler2quat, quat2euler, euler2rot, rot2euler, \
                                                rot2quat, quat2rot, \
@@ -59,3 +60,32 @@ class TestOrientation:
       np.testing.assert_allclose(ned_eulers[i], ned_euler_from_ecef(ecef_positions[i], eulers[i]), rtol=1e-7)
       #np.testing.assert_allclose(eulers[i], ecef_euler_from_ned(ecef_positions[i], ned_eulers[i]), rtol=1e-7)
     # np.testing.assert_allclose(ned_eulers, ned_euler_from_ecef(ecef_positions, eulers), rtol=1e-7)
+
+  def test_inputs(self):
+    with pytest.raises(ValueError):
+      euler2quat([1, 2])
+
+    with pytest.raises(ValueError):
+      quat2rot([1, 2, 3])
+
+    with pytest.raises(IndexError):
+      rot2quat(np.zeros((2, 2)))
+
+  def test_euler_rot_consistency(self):
+    rpy = [0.1, 0.2, 0.3]
+    R = euler2rot(rpy)
+
+    # R -> q -> R
+    q = rot2quat(R)
+    R_new = quat2rot(q)
+    np.testing.assert_allclose(R, R_new, atol=1e-15)
+
+    # q -> R -> Euler (quat2euler) -> R
+    rpy_new = quat2euler(q)
+    R_new2 = euler2rot(rpy_new)
+    np.testing.assert_allclose(R, R_new2, atol=1e-15)
+
+    # R -> Euler (rot2euler) -> R
+    rpy_from_rot = rot2euler(R)
+    R_new3 = euler2rot(rpy_from_rot)
+    np.testing.assert_allclose(R, R_new3, atol=1e-15)

common/transformations/transformations.pxd

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

common/transformations/transformations.py

@@ -0,0 +1,342 @@
+import numpy as np
+
+
+# Constants
+a = 6378137.0
+b = 6356752.3142
+esq = 6.69437999014e-3
+e1sq = 6.73949674228e-3
+
+
+def geodetic2ecef_single(g):
+  """
+  Convert geodetic coordinates (latitude, longitude, altitude) to ECEF.
+  """
+  try:
+    if len(g) != 3:
+      raise ValueError("Geodetic must be size 3")
+  except TypeError:
+    raise ValueError("Geodetic must be a sequence of length 3") from None
+
+  lat, lon, alt = g
+  lat = np.radians(lat)
+  lon = np.radians(lon)
+  xi = np.sqrt(1.0 - esq * np.sin(lat)**2)
+  x = (a / xi + alt) * np.cos(lat) * np.cos(lon)
+  y = (a / xi + alt) * np.cos(lat) * np.sin(lon)
+  z = (a / xi * (1.0 - esq) + alt) * np.sin(lat)
+  return np.array([x, y, z])
+
+
+def ecef2geodetic_single(e):
+  """
+  Convert ECEF to geodetic coordinates using Ferrari's solution.
+  """
+  x, y, z = e
+  r = np.sqrt(x**2 + y**2)
+  Esq = a**2 - b**2
+  F = 54 * b**2 * z**2
+  G = r**2 + (1 - esq) * z**2 - esq * Esq
+  C = (esq**2 * F * r**2) / (G**3)
+  S = np.cbrt(1 + C + np.sqrt(C**2 + 2 * C))
+  P = F / (3 * (S + 1 / S + 1)**2 * G**2)
+  Q = np.sqrt(1 + 2 * esq**2 * P)
+  r_0 = -(P * esq * r) / (1 + Q) + np.sqrt(0.5 * a**2 * (1 + 1.0 / Q) - P * (1 - esq) * z**2 / (Q * (1 + Q)) - 0.5 * P * r**2)
+  U = np.sqrt((r - esq * r_0)**2 + z**2)
+  V = np.sqrt((r - esq * r_0)**2 + (1 - esq) * z**2)
+  Z_0 = b**2 * z / (a * V)
+  h = U * (1 - b**2 / (a * V))
+  lat = np.arctan((z + e1sq * Z_0) / r)
+  lon = np.arctan2(y, x)
+  return np.array([np.degrees(lat), np.degrees(lon), h])
+
+
+def euler2quat_single(euler):
+  """
+  Convert Euler angles (roll, pitch, yaw) to a quaternion.
+  Rotation order: Z-Y-X (yaw, pitch, roll).
+  """
+  phi, theta, psi = euler
+
+  c_phi, s_phi = np.cos(phi / 2), np.sin(phi / 2)
+  c_theta, s_theta = np.cos(theta / 2), np.sin(theta / 2)
+  c_psi, s_psi = np.cos(psi / 2), np.sin(psi / 2)
+
+  w = c_phi * c_theta * c_psi + s_phi * s_theta * s_psi
+  x = s_phi * c_theta * c_psi - c_phi * s_theta * s_psi
+  y = c_phi * s_theta * c_psi + s_phi * c_theta * s_psi
+  z = c_phi * c_theta * s_psi - s_phi * s_theta * c_psi
+
+  if w < 0:
+    return np.array([-w, -x, -y, -z])
+  return np.array([w, x, y, z])
+
+
+def quat2euler_single(q):
+  """
+  Convert a quaternion to Euler angles (roll, pitch, yaw).
+  """
+  w, x, y, z = q
+  gamma = np.arctan2(2 * (w * x + y * z), 1 - 2 * (x**2 + y**2))
+  sin_arg = 2 * (w * y - z * x)
+  sin_arg = np.clip(sin_arg, -1.0, 1.0)
+  theta = np.arcsin(sin_arg)
+  psi = np.arctan2(2 * (w * z + x * y), 1 - 2 * (y**2 + z**2))
+  return np.array([gamma, theta, psi])
+
+
+def quat2rot_single(q):
+  """
+  Convert a quaternion to a 3x3 rotation matrix.
+  """
+  w, x, y, z = q
+  xx, yy, zz = x * x, y * y, z * z
+  xy, xz, yz = x * y, x * z, y * z
+  wx, wy, wz = w * x, w * y, w * z
+
+  mat = np.array([
+    [1 - 2 * (yy + zz), 2 * (xy - wz), 2 * (xz + wy)],
+    [2 * (xy + wz), 1 - 2 * (xx + zz), 2 * (yz - wx)],
+    [2 * (xz - wy), 2 * (yz + wx), 1 - 2 * (xx + yy)]
+  ])
+  return mat
+
+
+def rot2quat_single(rot):
+  """
+  Convert a 3x3 rotation matrix to a quaternion.
+  """
+  trace = np.trace(rot)
+  if trace > 0:
+    s = 0.5 / np.sqrt(trace + 1.0)
+    w = 0.25 / s
+    x = (rot[2, 1] - rot[1, 2]) * s
+    y = (rot[0, 2] - rot[2, 0]) * s
+    z = (rot[1, 0] - rot[0, 1]) * s
+  else:
+    if rot[0, 0] > rot[1, 1] and rot[0, 0] > rot[2, 2]:
+      s = 2.0 * np.sqrt(1.0 + rot[0, 0] - rot[1, 1] - rot[2, 2])
+      w = (rot[2, 1] - rot[1, 2]) / s
+      x = 0.25 * s
+      y = (rot[0, 1] + rot[1, 0]) / s
+      z = (rot[0, 2] + rot[2, 0]) / s
+    elif rot[1, 1] > rot[2, 2]:
+      s = 2.0 * np.sqrt(1.0 + rot[1, 1] - rot[0, 0] - rot[2, 2])
+      w = (rot[0, 2] - rot[2, 0]) / s
+      x = (rot[0, 1] + rot[1, 0]) / s
+      y = 0.25 * s
+      z = (rot[1, 2] + rot[2, 1]) / s
+    else:
+      s = 2.0 * np.sqrt(1.0 + rot[2, 2] - rot[0, 0] - rot[1, 1])
+      w = (rot[1, 0] - rot[0, 1]) / s
+      x = (rot[0, 2] + rot[2, 0]) / s
+      y = (rot[1, 2] + rot[2, 1]) / s
+      z = 0.25 * s
+
+  if w < 0:
+    return np.array([-w, -x, -y, -z])
+  return np.array([w, x, y, z])
+
+
+def euler2rot_single(euler):
+  """
+  Convert Euler angles (roll, pitch, yaw) to a 3x3 rotation matrix.
+  Rotation order: Z-Y-X (yaw, pitch, roll).
+  """
+  phi, theta, psi = euler
+
+  cx, sx = np.cos(phi), np.sin(phi)
+  cy, sy = np.cos(theta), np.sin(theta)
+  cz, sz = np.cos(psi), np.sin(psi)
+
+  Rx = np.array([[1, 0, 0], [0, cx, -sx], [0, sx, cx]])
+  Ry = np.array([[cy, 0, sy], [0, 1, 0], [-sy, 0, cy]])
+  Rz = np.array([[cz, -sz, 0], [sz, cz, 0], [0, 0, 1]])
+
+  return Rz @ Ry @ Rx
+
+
+def rot2euler_single(rot):
+  """
+  Convert a 3x3 rotation matrix to Euler angles (roll, pitch, yaw).
+  """
+  return quat2euler_single(rot2quat_single(rot))
+
+
+def rot_matrix(roll, pitch, yaw):
+  """
+  Create a 3x3 rotation matrix from roll, pitch, and yaw angles.
+  """
+  return euler2rot_single([roll, pitch, yaw])
+
+
+def axis_angle_to_rot(axis, angle):
+  """
+  Convert an axis-angle representation to a 3x3 rotation matrix.
+  """
+  c = np.cos(angle / 2)
+  s = np.sin(angle / 2)
+  q = np.array([c, s*axis[0], s*axis[1], s*axis[2]])
+  return quat2rot_single(q)
+
+
+class LocalCoord:
+  """
+  A class to handle conversions between ECEF and local NED coordinates.
+  """
+  def __init__(self, geodetic=None, ecef=None):
+    """
+    Initialize LocalCoord with either geodetic or ECEF coordinates.
+    """
+    if geodetic is not None:
+      self.init_ecef = geodetic2ecef_single(geodetic)
+      lat, lon, _ = geodetic
+    elif ecef is not None:
+      self.init_ecef = np.array(ecef)
+      lat, lon, _ = ecef2geodetic_single(ecef)
+    else:
+      raise ValueError("Must provide geodetic or ecef")
+
+    lat = np.radians(lat)
+    lon = np.radians(lon)
+
+    self.ned2ecef_matrix = np.array([
+      [-np.sin(lat) * np.cos(lon), -np.sin(lon), -np.cos(lat) * np.cos(lon)],
+      [-np.sin(lat) * np.sin(lon), np.cos(lon), -np.cos(lat) * np.sin(lon)],
+      [np.cos(lat), 0, -np.sin(lat)]
+    ])
+    self.ecef2ned_matrix = self.ned2ecef_matrix.T
+
+  @classmethod
+  def from_geodetic(cls, geodetic):
+    """
+    Create a LocalCoord instance from geodetic coordinates.
+    """
+    return cls(geodetic=geodetic)
+
+  @classmethod
+  def from_ecef(cls, ecef):
+    """
+    Create a LocalCoord instance from ECEF coordinates.
+    """
+    return cls(ecef=ecef)
+
+  def ecef2ned_single(self, ecef):
+    """
+    Convert a single ECEF point to NED coordinates relative to the origin.
+    """
+    return self.ecef2ned_matrix @ (ecef - self.init_ecef)
+
+  def ned2ecef_single(self, ned):
+    """
+    Convert a single NED point to ECEF coordinates.
+    """
+    return self.ned2ecef_matrix @ ned + self.init_ecef
+
+  def geodetic2ned_single(self, geodetic):
+    """
+    Convert a single geodetic point to NED coordinates.
+    """
+    ecef = geodetic2ecef_single(geodetic)
+    return self.ecef2ned_single(ecef)
+
+  def ned2geodetic_single(self, ned):
+    """
+    Convert a single NED point to geodetic coordinates.
+    """
+    ecef = self.ned2ecef_single(ned)
+    return ecef2geodetic_single(ecef)
+
+  @property
+  def ned_from_ecef_matrix(self):
+    """
+    Returns the rotation matrix from ECEF to NED coordinates.
+    """
+    return self.ecef2ned_matrix
+
+  @property
+  def ecef_from_ned_matrix(self):
+    """
+    Returns the rotation matrix from NED to ECEF coordinates.
+    """
+    return self.ned2ecef_matrix
+
+
+def ecef_euler_from_ned_single(ecef_init, ned_pose):
+  """
+  Convert NED Euler angles (roll, pitch, yaw) at a given ECEF origin
+  to equivalent ECEF Euler angles.
+  """
+  converter = LocalCoord(ecef=ecef_init)
+  zero = np.array(ecef_init)
+
+  x0 = converter.ned2ecef_single([1, 0, 0]) - zero
+  y0 = converter.ned2ecef_single([0, 1, 0]) - zero
+  z0 = converter.ned2ecef_single([0, 0, 1]) - zero
+
+  phi, theta, psi = ned_pose
+
+  x1 = axis_angle_to_rot(z0, psi) @ x0
+  y1 = axis_angle_to_rot(z0, psi) @ y0
+  z1 = axis_angle_to_rot(z0, psi) @ z0
+
+  x2 = axis_angle_to_rot(y1, theta) @ x1
+  y2 = axis_angle_to_rot(y1, theta) @ y1
+  z2 = axis_angle_to_rot(y1, theta) @ z1
+
+  x3 = axis_angle_to_rot(x2, phi) @ x2
+  y3 = axis_angle_to_rot(x2, phi) @ y2
+
+  x0 = np.array([1.0, 0, 0])
+  y0 = np.array([0, 1.0, 0])
+  z0 = np.array([0, 0, 1.0])
+
+  psi_out = np.arctan2(np.dot(x3, y0), np.dot(x3, x0))
+  theta_out = np.arctan2(-np.dot(x3, z0), np.sqrt(np.dot(x3, x0)**2 + np.dot(x3, y0)**2))
+
+  y2 = axis_angle_to_rot(z0, psi_out) @ y0
+  z2 = axis_angle_to_rot(y2, theta_out) @ z0
+
+  phi_out = np.arctan2(np.dot(y3, z2), np.dot(y3, y2))
+
+  return np.array([phi_out, theta_out, psi_out])
+
+
+def ned_euler_from_ecef_single(ecef_init, ecef_pose):
+  """
+  Convert ECEF Euler angles (roll, pitch, yaw) at a given ECEF origin
+  to equivalent NED Euler angles.
+  """
+  converter = LocalCoord(ecef=ecef_init)
+
+  x0 = np.array([1.0, 0, 0])
+  y0 = np.array([0, 1.0, 0])
+  z0 = np.array([0, 0, 1.0])
+
+  phi, theta, psi = ecef_pose
+
+  x1 = axis_angle_to_rot(z0, psi) @ x0
+  y1 = axis_angle_to_rot(z0, psi) @ y0
+  z1 = axis_angle_to_rot(z0, psi) @ z0
+
+  x2 = axis_angle_to_rot(y1, theta) @ x1
+  y2 = axis_angle_to_rot(y1, theta) @ y1
+  z2 = axis_angle_to_rot(y1, theta) @ z1
+
+  x3 = axis_angle_to_rot(x2, phi) @ x2
+  y3 = axis_angle_to_rot(x2, phi) @ y2
+
+  zero = np.array(ecef_init)
+  x0 = converter.ned2ecef_single([1, 0, 0]) - zero
+  y0 = converter.ned2ecef_single([0, 1, 0]) - zero
+  z0 = converter.ned2ecef_single([0, 0, 1]) - zero
+
+  psi_out = np.arctan2(np.dot(x3, y0), np.dot(x3, x0))
+  theta_out = np.arctan2(-np.dot(x3, z0), np.sqrt(np.dot(x3, x0)**2 + np.dot(x3, y0)**2))
+
+  y2 = axis_angle_to_rot(z0, psi_out) @ y0
+  z2 = axis_angle_to_rot(y2, theta_out) @ z0
+
+  phi_out = np.arctan2(np.dot(y3, z2), np.dot(y3, y2))
+
+  return np.array([phi_out, theta_out, psi_out])

common/transformations/transformations.pyx

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

common/util.py

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

common/utils.py

@@ -7,14 +7,82 @@ import time
 import functools
 from subprocess import Popen, PIPE, TimeoutExpired
 import zstandard as zstd
-from openpilot.common.swaglog import cloudlog
 
 LOG_COMPRESSION_LEVEL = 10  # little benefit up to level 15. level ~17 is a small step change
 
+class Timer:
+  """Simple lap timer for profiling sequential operations."""
+
+  def __init__(self):
+    self._start = self._lap = time.monotonic()
+    self._sections = {}
+
+  def lap(self, name):
+    now = time.monotonic()
+    self._sections[name] = now - self._lap
+    self._lap = now
+
+  @property
+  def total(self):
+    return time.monotonic() - self._start
+
+  def fmt(self, duration):
+    parts = ", ".join(f"{k}={v:.2f}s" + (f" ({duration/v:.0f}x)" if k == 'render' and v > 0 else "") for k, v in self._sections.items())
+    total = self.total
+    realtime = f"{duration/total:.1f}x realtime" if total > 0 else "N/A"
+    return f"{duration}s in {total:.1f}s ({realtime}) | {parts}"
+
+def sudo_write(val: str, path: str) -> None:
+  try:
+    with open(path, 'w') as f:
+      f.write(str(val))
+  except PermissionError:
+    os.system(f"sudo chmod a+w {path}")
+    try:
+      with open(path, 'w') as f:
+        f.write(str(val))
+    except PermissionError:
+      # fallback for debugfs files
+      os.system(f"sudo su -c 'echo {val} > {path}'")
+
+
+def sudo_read(path: str) -> str:
+  try:
+    return subprocess.check_output(f"sudo cat {path}", shell=True, encoding='utf8').strip()
+  except Exception:
+    return ""
+
+
+class MovingAverage:
+  def __init__(self, window_size: int):
+    self.window_size: int = window_size
+    self.buffer: list[float] = [0.0] * window_size
+    self.index: int = 0
+    self.count: int = 0
+    self.sum: float = 0.0
+
+  def add_value(self, new_value: float):
+    # Update the sum: subtract the value being replaced and add the new value
+    self.sum -= self.buffer[self.index]
+    self.buffer[self.index] = new_value
+    self.sum += new_value
+
+    # Update the index in a circular manner
+    self.index = (self.index + 1) % self.window_size
+
+    # Track the number of added values (for partial windows)
+    self.count = min(self.count + 1, self.window_size)
+
+  def get_average(self) -> float:
+    if self.count == 0:
+      return float('nan')
+    return self.sum / self.count
+
 
 class CallbackReader:
   """Wraps a file, but overrides the read method to also
   call a callback function with the number of bytes read so far."""
+
   def __init__(self, f, callback, *args):
     self.f = f
     self.callback = callback
@@ -32,8 +100,8 @@ class CallbackReader:
 
 
 @contextlib.contextmanager
-def atomic_write_in_dir(path: str, mode: str = 'w', buffering: int = -1, encoding: str | None = None, newline: str | None = None,
-                        overwrite: bool = False):
+def atomic_write(path: str, mode: str = 'w', buffering: int = -1, encoding: str | None = None, newline: str | None = None,
+                 overwrite: bool = False):
   """Write to a file atomically using a temporary file in the same directory as the destination file."""
   dir_name = os.path.dirname(path)
 
@@ -107,11 +175,11 @@ def retry(attempts=3, delay=1.0, ignore_failure=False):
         try:
           return func(*args, **kwargs)
         except Exception:
-          cloudlog.exception(f"{func.__name__} failed, trying again")
+          print(f"{func.__name__} failed, trying again")
           time.sleep(delay)
 
       if ignore_failure:
-        cloudlog.error(f"{func.__name__} failed after retry")
+        print(f"{func.__name__} failed after retry")
       else:
         raise Exception(f"{func.__name__} failed after retry")
     return wrapper

common/version.h

@@ -1 +1 @@
-#define COMMA_VERSION "0.10.2"
+#define COMMA_VERSION "0.10.4"

docs/CARS.md

@@ -4,23 +4,24 @@
 
 A supported vehicle is one that just works when you install a comma device. All supported cars provide a better experience than any stock system. Supported vehicles reference the US market unless otherwise specified.
 
-# 341 Supported Cars
+# 344 Supported Cars
 
 |Make|Model|Supported Package|ACC|No ACC accel below|No ALC below|Steering Torque|Resume from stop|<a href="##"><img width=2000></a>Hardware Needed<br>&nbsp;|Video|Setup Video|
 |---|---|---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 |Acura|ILX 2016-18|Technology Plus Package or AcuraWatch Plus|openpilot|26 mph|25 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura ILX 2016-18">Buy Here</a></sub></details>|||
 |Acura|ILX 2019|All|openpilot|26 mph|25 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura ILX 2019">Buy Here</a></sub></details>|||
-|Acura|MDX 2025|All except Type S|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2025">Buy Here</a></sub></details>|||
+|Acura|MDX 2025-26|All except Type S|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2025-26">Buy Here</a></sub></details>|||
 |Acura|RDX 2016-18|AcuraWatch Plus or Advance Package|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2016-18">Buy Here</a></sub></details>|||
 |Acura|RDX 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2019-21">Buy Here</a></sub></details>|||
 |Acura|TLX 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2021">Buy Here</a></sub></details>|||
-|Audi|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
-|Audi|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
-|Audi|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
-|Audi|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
-|Audi|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
-|Audi|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
-|Chevrolet|Bolt EUV 2022-23|Premier or Premier Redline Trim without Super Cruise Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EUV 2022-23">Buy Here</a></sub></details>|<a href="https://youtu.be/xvwzGMUA210" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Acura|TLX 2025|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2025">Buy Here</a></sub></details>|||
+|Audi|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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"></img></a>||
 |Chevrolet|Bolt EV 2022-23|2LT Trim with Adaptive Cruise Control Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV 2022-23">Buy Here</a></sub></details>|||
 |Chevrolet|Bolt EV Non-ACC 2017|Adaptive Cruise Control (ACC)|Stock|24 mph|7 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV Non-ACC 2017">Buy Here</a></sub></details>|||
 |Chevrolet|Bolt EV Non-ACC 2018-21|Adaptive Cruise Control (ACC)|Stock|24 mph|7 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV Non-ACC 2018-21">Buy Here</a></sub></details>|||
@@ -34,33 +35,33 @@ 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"></img></a>||
-|CUPRA|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
+|CUPRA|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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>|||
 |Dodge|Durango 2020-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Dodge Durango 2020-21">Buy Here</a></sub></details>|||
 |Ford|Bronco Sport 2021-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Bronco Sport 2021-24">Buy Here</a></sub></details>|||
 |Ford|Escape 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Escape Hybrid 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Escape Plug-in Hybrid 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape Plug-in Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape Plug-in Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Explorer 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer 2020-24">Buy Here</a></sub></details>|||
 |Ford|Explorer Hybrid 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer Hybrid 2020-24">Buy Here</a></sub></details>|||
-|Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|Focus 2018[<sup>3</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018">Buy Here</a></sub></details>|||
-|Ford|Focus Hybrid 2018[<sup>3</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018">Buy Here</a></sub></details>|||
+|Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Focus 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018">Buy Here</a></sub></details>|||
+|Ford|Focus Hybrid 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018">Buy Here</a></sub></details>|||
 |Ford|Kuga 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga 2020-23">Buy Here</a></sub></details>|||
 |Ford|Kuga Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2020-23">Buy Here</a></sub></details>|||
-|Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Kuga Plug-in Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2020-23">Buy Here</a></sub></details>|||
-|Ford|Kuga Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Kuga Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Maverick 2022|LARIAT Luxury|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick 2022">Buy Here</a></sub></details>|||
 |Ford|Maverick 2023-24|Co-Pilot360 Assist|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick 2023-24">Buy Here</a></sub></details>|||
 |Ford|Maverick Hybrid 2022|LARIAT Luxury|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick Hybrid 2022">Buy Here</a></sub></details>|||
 |Ford|Maverick Hybrid 2023-24|Co-Pilot360 Assist|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick Hybrid 2023-24">Buy Here</a></sub></details>|||
-|Ford|Mustang Mach-E 2021-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Mustang Mach-E 2021-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Mustang Mach-E 2021-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Mustang Mach-E 2021-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Genesis|G70 2018|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2018">Buy Here</a></sub></details>|||
 |Genesis|G70 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2019-21">Buy Here</a></sub></details>|||
 |Genesis|G70 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2022-23">Buy Here</a></sub></details>|||
@@ -82,7 +83,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Honda|Accord Hybrid 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2023-25">Buy Here</a></sub></details>|||
 |Honda|City (Brazil only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|14 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda City (Brazil only) 2023">Buy Here</a></sub></details>|||
 |Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>5</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Honda|Civic 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Honda|Civic Hatchback 2017-18|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2017-18">Buy Here</a></sub></details>|||
 |Honda|Civic Hatchback 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2019-21">Buy Here</a></sub></details>|||
@@ -95,7 +96,7 @@ 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</sup>](#footnotes)|0 mph|15 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2017-22">Buy Here</a></sub></details>|||
 |Honda|CR-V 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2023-26">Buy Here</a></sub></details>|||
 |Honda|CR-V Hybrid 2017-22|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2017-22">Buy Here</a></sub></details>|||
-|Honda|CR-V Hybrid 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2023-25">Buy Here</a></sub></details>|||
+|Honda|CR-V Hybrid 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2023-26">Buy Here</a></sub></details>|||
 |Honda|e 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda e 2020">Buy Here</a></sub></details>|||
 |Honda|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>|||
@@ -106,6 +107,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Honda|N-Box 2018|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|11 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda N-Box 2018">Buy Here</a></sub></details>|||
 |Honda|Odyssey 2018-20|Honda Sensing|openpilot|26 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey 2018-20">Buy Here</a></sub></details>|||
 |Honda|Odyssey 2021-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|43 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey 2021-26">Buy Here</a></sub></details>|||
+|Honda|Odyssey (Taiwan) 2018-19|Honda Sensing|openpilot|19 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey (Taiwan) 2018-19">Buy Here</a></sub></details>|||
 |Honda|Passport 2019-25|All|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Passport 2019-25">Buy Here</a></sub></details>|||
 |Honda|Passport 2026|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Passport 2026">Buy Here</a></sub></details>|||
 |Honda|Pilot 2016-22|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Pilot 2016-22">Buy Here</a></sub></details>|||
@@ -202,171 +204,171 @@ A supported vehicle is one that just works when you install a comma device. All
 |Kia|Stinger 2018-20|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=MJ94qoofYw0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Kia|Stinger 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2022-23">Buy Here</a></sub></details>|||
 |Kia|Telluride 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Telluride 2020-22">Buy Here</a></sub></details>|||
-|Lexus|CT Hybrid 2017-18|Lexus Safety System+|openpilot available[<sup>2</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 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus CT Hybrid 2017-18">Buy Here</a></sub></details>|||
-|Lexus|ES 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2017-18">Buy Here</a></sub></details>|||
+|Lexus|CT Hybrid 2017-18|Lexus Safety System+|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus CT Hybrid 2017-18">Buy Here</a></sub></details>|||
+|Lexus|ES 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2017-18">Buy Here</a></sub></details>|||
 |Lexus|ES 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2019-25">Buy Here</a></sub></details>|||
-|Lexus|ES Hybrid 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2017-18">Buy Here</a></sub></details>|||
+|Lexus|ES Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2017-18">Buy Here</a></sub></details>|||
 |Lexus|ES Hybrid 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2019-25">Buy Here</a></sub></details>|<a href="https://youtu.be/BZ29osRVJeg?t=12" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Lexus|GS F 2016|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus GS F 2016">Buy Here</a></sub></details>|||
 |Lexus|IS 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2017-19">Buy Here</a></sub></details>|||
 |Lexus|IS 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2022-24">Buy Here</a></sub></details>|||
 |Lexus|LC 2024-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus LC 2024-25">Buy Here</a></sub></details>|||
-|Lexus|NX 2018-19|All|openpilot available[<sup>2</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 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2018-19">Buy Here</a></sub></details>|||
+|Lexus|LS 2018|All except Lexus Safety System+ A|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus LS 2018">Buy Here</a></sub></details>|||
+|Lexus|NX 2018-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2018-19">Buy Here</a></sub></details>|||
 |Lexus|NX 2020-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2020-21">Buy Here</a></sub></details>|||
-|Lexus|NX Hybrid 2018-19|All|openpilot available[<sup>2</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 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX Hybrid 2018-19">Buy Here</a></sub></details>|||
+|Lexus|NX Hybrid 2018-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX Hybrid 2018-19">Buy Here</a></sub></details>|||
 |Lexus|NX Hybrid 2020-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX Hybrid 2020-21">Buy Here</a></sub></details>|||
 |Lexus|RC 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=Lexus RC 2018-20">Buy Here</a></sub></details>|||
 |Lexus|RC 2023|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 RC 2023">Buy Here</a></sub></details>|||
-|Lexus|RX 2016|Lexus Safety System+|openpilot available[<sup>2</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 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 RX 2016">Buy Here</a></sub></details>|||
-|Lexus|RX 2017-19|All|openpilot available[<sup>2</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 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 RX 2017-19">Buy Here</a></sub></details>|||
+|Lexus|RX 2016|Lexus Safety System+|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX 2016">Buy Here</a></sub></details>|||
+|Lexus|RX 2017-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX 2017-19">Buy Here</a></sub></details>|||
 |Lexus|RX 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX 2020-22">Buy Here</a></sub></details>|||
-|Lexus|RX Hybrid 2016|Lexus Safety System+|openpilot available[<sup>2</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 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 RX Hybrid 2016">Buy Here</a></sub></details>|||
-|Lexus|RX Hybrid 2017-19|All|openpilot available[<sup>2</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 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 RX Hybrid 2017-19">Buy Here</a></sub></details>|||
+|Lexus|RX Hybrid 2016|Lexus Safety System+|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX Hybrid 2016">Buy Here</a></sub></details>|||
+|Lexus|RX Hybrid 2017-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX Hybrid 2017-19">Buy Here</a></sub></details>|||
 |Lexus|RX Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX Hybrid 2020-22">Buy Here</a></sub></details>|||
 |Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus UX Hybrid 2019-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator 2020-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator Plug-in Hybrid 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>|||
-|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|MAN|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Mazda|CX-5 2022-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-5 2022-25">Buy Here</a></sub></details>|||
 |Mazda|CX-9 2021-23|All|Stock|0 mph|28 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-9 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/dA3duO4a0O4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Nissan[<sup>6</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
-|Nissan[<sup>6</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Nissan[<sup>6</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Rogue 2018-20">Buy Here</a></sub></details>|||
-|Nissan[<sup>6</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
+|Nissan[<sup>5</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
+|Nissan[<sup>5</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Nissan[<sup>5</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 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>5</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
 |Ram|1500 2019-24|Adaptive Cruise Control (ACC)|Stock|32 mph|1 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 1500 2019-24">Buy Here</a></sub></details>|||
 |Ram|2500 2020-24|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 2500 2020-24">Buy Here</a></sub></details>|||
 |Ram|3500 2019-22|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 3500 2019-22">Buy Here</a></sub></details>|||
-|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|SEAT|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
-|SEAT|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
-|Subaru|Ascent 2019-21|All[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|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)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Impreza 2017-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|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)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Škoda|Fabia 2022-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Škoda|Kamiq 2021-23[<sup>12,14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Škoda|Karoq 2019-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Karoq 2019-23">Buy Here</a></sub></details>|||
-|Škoda|Kodiaq 2017-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
-|Škoda|Octavia 2015-19[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia 2015-19">Buy Here</a></sub></details>|||
-|Škoda|Octavia RS 2016[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia RS 2016">Buy Here</a></sub></details>|||
-|Škoda|Octavia Scout 2017-19[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia Scout 2017-19">Buy Here</a></sub></details>|||
-|Škoda|Scala 2020-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Škoda|Superb 2015-22[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
-|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 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>|||
-|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 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW4) 2024-25">Buy Here</a></sub></details>|||
-|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 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW3) 2020-23">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model 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 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
+|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/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|SEAT|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Forester 2017-18|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2017-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Forester 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Impreza 2017-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Legacy 2015-18|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2015-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Legacy 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Outback 2015-17|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2015-17">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Outback 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Outback 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Škoda|Fabia 2022-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Škoda|Kamiq 2021-23[<sup>11,13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Škoda|Karoq 2019-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Kodiaq 2017-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
+|Škoda|Octavia 2015-19[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Octavia RS 2016[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Octavia Scout 2017-19[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Škoda|Superb 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
+|Tesla[<sup>9</sup>](#footnotes)|Model 3 (with HW3) 2019-23[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>|||
+|Tesla[<sup>9</sup>](#footnotes)|Model 3 (with HW4) 2024-25[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 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>9</sup>](#footnotes)|Model Y (with HW3) 2020-23[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 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>9</sup>](#footnotes)|Model Y (with HW4) 2024-25[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
 |Toyota|Alphard 2019-20|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Alphard 2019-20">Buy Here</a></sub></details>|||
 |Toyota|Alphard Hybrid 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Alphard Hybrid 2021">Buy Here</a></sub></details>|||
-|Toyota|Avalon 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|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>|||
-|Toyota|Avalon 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|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 2017-18">Buy Here</a></sub></details>|||
-|Toyota|Avalon 2019-21|All|openpilot available[<sup>2</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 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 2019-21">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>|||
+|Toyota|Avalon 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2017-18">Buy Here</a></sub></details>|||
+|Toyota|Avalon 2019-21|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 Avalon 2019-21">Buy Here</a></sub></details>|||
 |Toyota|Avalon 2022|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 Avalon 2022">Buy Here</a></sub></details>|||
-|Toyota|Avalon Hybrid 2019-21|All|openpilot available[<sup>2</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 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 Hybrid 2019-21">Buy Here</a></sub></details>|||
+|Toyota|Avalon Hybrid 2019-21|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 Avalon Hybrid 2019-21">Buy Here</a></sub></details>|||
 |Toyota|Avalon Hybrid 2022|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 Avalon Hybrid 2022">Buy Here</a></sub></details>|||
 |Toyota|C-HR 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 2017-20">Buy Here</a></sub></details>|||
 |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"></img></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>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2021-24">Buy Here</a></sub></details>|||
 |Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Camry Hybrid 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|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2017-19">Buy Here</a></sub></details>|||
+|Toyota|Corolla 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2017-19">Buy Here</a></sub></details>|||
 |Toyota|Corolla 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2020-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Corolla Cross (Non-US only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Cross (Non-US only) 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Corolla Cross Hybrid (Non-US only) 2020-22|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Cross Hybrid (Non-US only) 2020-22">Buy Here</a></sub></details>|||
 |Toyota|Corolla Hatchback 2019-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hatchback 2019-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Corolla Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hybrid 2020-22">Buy Here</a></sub></details>|||
 |Toyota|Corolla Hybrid (South America only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hybrid (South America only) 2020-23">Buy Here</a></sub></details>|||
-|Toyota|Highlander 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Highlander 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Highlander 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2020-23">Buy Here</a></sub></details>|||
-|Toyota|Highlander Hybrid 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2017-19">Buy Here</a></sub></details>|||
+|Toyota|Highlander Hybrid 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2017-19">Buy Here</a></sub></details>|||
 |Toyota|Highlander Hybrid 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Mirai 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Mirai 2021">Buy Here</a></sub></details>|||
-|Toyota|Prius 2016|Toyota Safety Sense P|openpilot available[<sup>2</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 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius 2017-20|All|openpilot available[<sup>2</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 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius 2016|Toyota Safety Sense P|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Prius 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius Prime 2017-20|All|openpilot available[<sup>2</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 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius Prime 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Prius Prime 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius v 2017|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius v 2017">Buy Here</a></sub></details>|||
-|Toyota|RAV4 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2016">Buy Here</a></sub></details>|||
-|Toyota|RAV4 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2017-18">Buy Here</a></sub></details>|||
+|Toyota|Prius v 2017|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius v 2017">Buy Here</a></sub></details>|||
+|Toyota|RAV4 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2016">Buy Here</a></sub></details>|||
+|Toyota|RAV4 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2017-18">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=wJxjDd42gGA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|RAV4 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2022">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2023-25">Buy Here</a></sub></details>|||
-|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|RAV4 Hybrid 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|RAV4 Hybrid 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2019-21">Buy Here</a></sub></details>|||
 |Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|RAV4 Hybrid 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Sienna 2018-20|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
-|Volkswagen|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
-|Volkswagen|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
-|Volkswagen|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Jetta 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Passat 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat Alltrack 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Volkswagen|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Roc 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont 2018-22">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont Cross Sport 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont X 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan 2018-24">Buy Here</a></sub></details>|||
-|Volkswagen|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan eHybrid 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
+|Toyota|Sienna 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
+|Volkswagen|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
+|Volkswagen|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
+|Volkswagen|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
+|Volkswagen|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
+|Volkswagen|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
+|Volkswagen|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Jetta 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
+|Volkswagen|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 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|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
 
 ### Footnotes
 <sup>1</sup>openpilot Longitudinal Control (Alpha) is available behind a toggle; the toggle is only available in non-release branches such as `devel` or `nightly-dev`. <br />
-<sup>2</sup>By default, this car will use the stock Adaptive Cruise Control (ACC) for longitudinal control. If the Driver Support Unit (DSU) is disconnected, openpilot ACC will replace stock ACC. <b><i>NOTE: disconnecting the DSU disables Automatic Emergency Braking (AEB).</i></b> <br />
-<sup>3</sup>Refers only to the Focus Mk4 (C519) available in Europe/China/Taiwan/Australasia, not the Focus Mk3 (C346) in North and South America/Southeast Asia. <br />
-<sup>4</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/gm" target="_blank">GM</a>. <br />
-<sup>5</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <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>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
-<sup>13</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
-<sup>14</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
-<sup>15</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>16</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>2</sup>Refers only to the Focus Mk4 (C519) available in Europe/China/Taiwan/Australasia, not the Focus Mk3 (C346) in North and South America/Southeast Asia. <br />
+<sup>3</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/gm" target="_blank">GM</a>. <br />
+<sup>4</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <br />
+<sup>5</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
+<sup>6</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
+<sup>7</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
+<sup>8</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
+<sup>9</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
+<sup>10</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
+<sup>11</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
+<sup>12</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
+<sup>13</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
+<sup>14</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
+<sup>15</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
 
 ## 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/).
@@ -384,7 +386,7 @@ If your car has the following packages or features, then it's a good candidate f
 
 | Make | Required Package/Features |
 | ---- | ------------------------- |
-| Acura | Any car with AcuraWatch Plus will work. AcuraWatch Plus comes standard on many newer models. |
+| Acura | Any car with AcuraWatch will work. AcuraWatch comes standard on many newer models. |
 | Ford | Any car with Lane Centering will likely work. |
 | Honda | Any car with Honda Sensing will work. Honda Sensing comes standard on many newer models. |
 | Subaru | Any car with EyeSight will work. EyeSight comes standard on many newer models. |

docs/how-to/turn-the-speed-blue.md

@@ -31,7 +31,7 @@ We'll run the `replay` tool with the demo route to get data streaming for testin
 tools/replay/replay --demo
 
 # in terminal 2
-selfdrive/ui/ui
+./selfdrive/ui/ui.py
 ```
 
 The openpilot UI should launch and show a replay of the demo route.
@@ -43,39 +43,36 @@ If you have your own comma device, you can replace `--demo` with one of your own
 
 Now let’s update the speed display color in the UI.
 
-Search for the function responsible for rendering UI text:
+Search for the function responsible for rendering the current speed:
 ```bash
-git grep "drawText" selfdrive/ui/qt/onroad/hud.cc
+git grep "_draw_current_speed" selfdrive/ui/onroad/hud_renderer.py
 ```
 
-You’ll find the relevant code inside `selfdrive/ui/qt/onroad/hud.cc`, in this function:
+You'll find the relevant code inside `selfdrive/ui/onroad/hud_renderer.py`, in this function:
 
-```cpp
-void HudRenderer::drawText(QPainter &p, int x, int y, const QString &text, int alpha) {
-  QRect real_rect = p.fontMetrics().boundingRect(text);
-  real_rect.moveCenter({x, y - real_rect.height() / 2});
-
-  p.setPen(QColor(0xff, 0xff, 0xff, alpha));  // <- this sets the speed text color
-  p.drawText(real_rect.x(), real_rect.bottom(), text);
-}
+```python
+def _draw_current_speed(self, rect: rl.Rectangle) -> None:
+  """Draw the current vehicle speed and unit."""
+  speed_text = str(round(self.speed))
+  speed_text_size = measure_text_cached(self._font_bold, speed_text, FONT_SIZES.current_speed)
+  speed_pos = rl.Vector2(rect.x + rect.width / 2 - speed_text_size.x / 2, 180 - speed_text_size.y / 2)
+  rl.draw_text_ex(self._font_bold, speed_text, speed_pos, FONT_SIZES.current_speed, 0, COLORS.white)  # <- this sets the speed text color
 ```
 
-Change the `QColor(...)` line to make it **blue** instead of white. A nice soft blue is `#8080FF`, which translates to:
+Change `COLORS.white` to make it **blue** instead of white. A nice soft blue is `#8080FF`, which you can change inline:
 
 ```diff
-- p.setPen(QColor(0xff, 0xff, 0xff, alpha));
-+ p.setPen(QColor(0x80, 0x80, 0xFF, alpha));
+- rl.draw_text_ex(self._font_bold, speed_text, speed_pos, FONT_SIZES.current_speed, 0, COLORS.white)
++ rl.draw_text_ex(self._font_bold, speed_text, speed_pos, FONT_SIZES.current_speed, 0, rl.Color(0x80, 0x80, 0xFF, 255))
 ```
 
-This change will tint all speed-related UI text to blue with the same transparency (`alpha`).
-
 ---
 
-## 4. Rebuild the UI
+## 4. Re-run the UI
 
-After making changes, rebuild Openpilot so your new UI is compiled:
+After making changes, re-run the UI to see your new UI:
 ```bash
-scons -j$(nproc) && selfdrive/ui/ui
+./selfdrive/ui/ui.py
 ```
 ![](https://blog.comma.ai/img/blue_speed_ui.png)
 

launch_env.sh

@@ -16,7 +16,7 @@ export VECLIB_MAXIMUM_THREADS=1
 export QCOM_PRIORITY=12
 
 if [ -z "$AGNOS_VERSION" ]; then
-  export AGNOS_VERSION="15.1"
+  export AGNOS_VERSION="16"
 fi
 
 export STAGING_ROOT="/data/safe_staging"

pyproject.toml

@@ -1,11 +1,11 @@
 [project]
 name = "openpilot"
-requires-python = ">= 3.11, < 3.13"
+requires-python = ">= 3.12.3, < 3.13"
 license = {text = "MIT License"}
 version = "0.1.0"
 description = "an open source driver assistance system"
 authors = [
-  {name ="Vehicle Researcher", email="user@comma.ai"}
+  {name = "Vehicle Researcher", email="user@comma.ai"}
 ]
 
 dependencies = [
@@ -14,12 +14,9 @@ dependencies = [
   "pyserial",     # pigeond + qcomgpsd
   "requests",     # many one-off uses
   "sympy",        # rednose + friends
-  "crcmod",       # cars + qcomgpsd
+  "crcmod-plus",  # cars + qcomgpsd
   "tqdm",         # cars (fw_versions.py) on start + many one-off uses
 
-  # hardwared
-  "smbus2", # configuring amp
-
   # core
   "cffi",
   "scons",
@@ -36,9 +33,6 @@ dependencies = [
   "pyopenssl < 24.3.0",
   "pyaudio",
 
-  # ubloxd (TODO: just use struct)
-  "kaitaistruct",
-
   # panda
   "libusb1",
   "spidev; platform_system == 'Linux'",
@@ -49,7 +43,7 @@ dependencies = [
   # logging
   "pyzmq",
   "sentry-sdk",
-  "xattr", # used in place of 'os.getxattr' for macos compatibility
+  "xattr",  # used in place of 'os.getxattr' for macOS compatibility
 
   # athena
   "PyJWT",
@@ -58,7 +52,6 @@ dependencies = [
 
   # acados deps
   "casadi >=3.6.6",  # 3.12 fixed in 3.6.6
-  "future-fstrings",
 
   # joystickd
   "inputs",
@@ -72,28 +65,28 @@ dependencies = [
   "zstandard",
 
   # ui
-  "raylib < 5.5.0.3", # TODO: unpin when they fix https://github.com/electronstudio/raylib-python-cffi/issues/186
+  "raylib > 5.5.0.3",
   "qrcode",
   "mapbox-earcut",
+  "jeepney",
 ]
 
 [project.optional-dependencies]
 docs = [
   "Jinja2",
-  "natsort",
   "mkdocs",
 ]
 
 testing = [
+  "coverage",
   "hypothesis ==6.47.*",
-  "mypy",
+  "ty",
   "pytest",
   "pytest-cpp",
   "pytest-subtests",
   # https://github.com/pytest-dev/pytest-xdist/pull/1229
   "pytest-xdist @ git+https://github.com/sshane/pytest-xdist@2b4372bd62699fb412c4fe2f95bf9f01bd2018da",
   "pytest-timeout",
-  "pytest-randomly",
   "pytest-asyncio",
   "pytest-mock",
   "pytest-repeat",
@@ -106,26 +99,18 @@ dev = [
   "av",
   "azure-identity",
   "azure-storage-blob",
-  "dbus-next", # TODO: remove once we moved everything to jeepney
   "dictdiffer",
-  "jeepney",
   "matplotlib",
   "opencv-python-headless",
   "parameterized >=0.8, <0.9",
   "pyautogui",
-  "pygame",
-  "pyopencl; platform_machine != 'aarch64'", # broken on arm64
-  "pytools < 2024.1.11; platform_machine != 'aarch64'", # pyopencl use a broken version
   "pywinctl",
-  "pyprof2calltree",
   "tabulate",
-  "types-requests",
-  "types-tabulate",
 ]
 
 tools = [
   "metadrive-simulator @ https://github.com/commaai/metadrive/releases/download/MetaDrive-minimal-0.4.2.4/metadrive_simulator-0.4.2.4-py3-none-any.whl ; (platform_machine != 'aarch64')",
-  "dearpygui>=2.1.0",
+  "dearpygui>=2.1.0; (sys_platform != 'linux' or platform_machine != 'aarch64')", # not vended for linux aarch64
 ]
 
 [project.urls]
@@ -157,19 +142,9 @@ markers = [
 testpaths = [
   "common",
   "selfdrive",
-  "system/manager",
-  "system/updated",
-  "system/athena",
-  "system/camerad",
-  "system/hardware",
-  "system/loggerd",
-  "system/tests",
-  "system/ubloxd",
-  "system/webrtc",
-  "tools/lib/tests",
-  "tools/replay",
-  "tools/cabana",
-  "cereal/messaging/tests",
+  "system",
+  "tools",
+  "cereal",
   "sunnypilot",
 ]
 
@@ -180,43 +155,7 @@ ignore-words-list = "bu,ro,te,ue,alo,hda,ois,nam,nams,ned,som,parm,setts,inout,w
 builtin = "clear,rare,informal,code,names,en-GB_to_en-US"
 skip = "./third_party/*, ./tinygrad/*, ./tinygrad_repo/*, ./msgq/*, ./panda/*, ./opendbc/*, ./opendbc_repo/*, ./rednose/*, ./rednose_repo/*, ./teleoprtc/*, ./teleoprtc_repo/*, *.po, uv.lock, *.onnx, ./cereal/gen/*, */c_generated_code/*, docs/assets/*, tools/plotjuggler/layouts/*, selfdrive/assets/offroad/mici_fcc.html"
 
-[tool.mypy]
-python_version = "3.11"
-exclude = [
-  "cereal/",
-  "msgq/",
-  "msgq_repo/",
-  "opendbc/",
-  "opendbc_repo/",
-  "panda/",
-  "rednose/",
-  "rednose_repo/",
-  "tinygrad/",
-  "tinygrad_repo/",
-  "teleoprtc/",
-  "teleoprtc_repo/",
-  "third_party/",
-]
-
-# third-party packages
-ignore_missing_imports=true
-
-# helpful warnings
-warn_redundant_casts=true
-warn_unreachable=true
-warn_unused_ignores=true
-
-# restrict dynamic typing
-warn_return_any=true
-
-# allow implicit optionals for default args
-implicit_optional = true
-
-local_partial_types=true
-explicit_package_bases=true
-disable_error_code = "annotation-unchecked"
-
-# https://beta.ruff.rs/docs/configuration/#using-pyprojecttoml
+# https://docs.astral.sh/ruff/configuration/#using-pyprojecttoml
 [tool.ruff]
 indent-width = 2
 lint.select = [
@@ -226,7 +165,7 @@ lint.select = [
   "TRY203", "TRY400", "TRY401", # try/excepts
   "RUF008", "RUF100",
   "TID251",
-  "PLR1704",
+  "PLE", "PLR1704",
 ]
 lint.ignore = [
   "E741",
@@ -274,3 +213,43 @@ lint.flake8-implicit-str-concat.allow-multiline = false
 
 [tool.ruff.format]
 quote-style = "preserve"
+
+[tool.ty.src]
+exclude = [
+  "cereal/",
+  "msgq/",
+  "msgq_repo/",
+  "opendbc/",
+  "opendbc_repo/",
+  "panda/",
+  "rednose/",
+  "rednose_repo/",
+  "tinygrad/",
+  "tinygrad_repo/",
+  "teleoprtc/",
+  "teleoprtc_repo/",
+  "third_party/",
+]
+
+[tool.ty.rules]
+# Ignore unresolved imports for Cython-compiled modules (.pyx)
+unresolved-import = "ignore"
+# Ignore unresolved attributes - many from capnp and Cython modules
+unresolved-attribute = "ignore"
+# Ignore invalid method overrides - signature variance issues
+invalid-method-override = "ignore"
+# Ignore possibly-missing-attribute - too many false positives
+possibly-missing-attribute = "ignore"
+# Ignore invalid assignment - often intentional monkey-patching
+invalid-assignment = "ignore"
+# Ignore no-matching-overload - numpy/ctypes overload matching issues
+no-matching-overload = "ignore"
+# Ignore invalid-argument-type - many false positives from raylib, ctypes, numpy
+invalid-argument-type = "ignore"
+# Ignore call-non-callable - false positives from dynamic types
+call-non-callable = "ignore"
+# Ignore unsupported-operator - false positives from dynamic types
+unsupported-operator = "ignore"
+# Ignore not-subscriptable - false positives from dynamic types
+not-subscriptable = "ignore"
+# not-iterable errors are now fixed

release/README.md

@@ -4,18 +4,17 @@
 ## release checklist
 
 ### Go to staging
-- [ ] make a GitHub issue to track release
+- [ ] make a GitHub issue to track release with this checklist
 - [ ] create release master branch
-- [ ] update RELEASES.md
+  - [ ] create a branch from upstream master named `zerotentwo` for release `v0.10.2`
+  - [ ] revert risky commits (double check with autonomy team)
+  - [ ] push the new branch
+- [ ] push to staging:
+  - [ ] make sure you are on the newly created release master branch (`zerotentwo`)
+  - [ ] run `BRANCH=devel-staging release/build_stripped.sh`. Jenkins will then automatically build staging on device, run `test_onroad` and update the staging branch
 - [ ] bump version on master: `common/version.h` and `RELEASES.md`
-- [ ] build new userdata partition from `release3-staging`
 - [ ] post on Discord, tag `@release crew`
 
-Updating staging:
-1. either rebase on master or cherry-pick changes
-2. run this to update: `BRANCH=devel-staging release/build_devel.sh`
-3. build new userdata partition from `release3-staging`
-
 ### Go to release
 - [ ] before going to release, test the following:
   - [ ] update from previous release -> new release
@@ -26,7 +25,7 @@ Updating staging:
   - [ ] check sentry, MTBF, etc.
   - [ ] stress test passes in production
 - [ ] publish the blog post
-- [ ] `git reset --hard origin/release3-staging`
+- [ ] `git reset --hard origin/release-mici-staging`
 - [ ] tag the release: `git tag v0.X.X <commit-hash> && git push origin v0.X.X`
 - [ ] create GitHub release
 - [ ] final test install on `openpilot.comma.ai`

release/ci/model_generator.py

@@ -68,8 +68,10 @@ def generate_metadata(model_path: Path, output_dir: Path, short_name: str):
     metadata_file = metadata_file.rename(output_path / f"{base}_{short_name.lower()}_metadata.pkl")
 
   # Build the metadata structure
+  model_type = "offPolicy" if "off_policy" in base else base.split("_")[-1]
+
   model_metadata = {
-    "type": base.split("_")[-1] if "dmonitoring" not in base else "dmonitoring",
+    "type": model_type,
     "artifact": {
       "file_name": tinygrad_file.name,
       "download_uri": {

scripts/ci_results.py

@@ -0,0 +1,212 @@
+#!/usr/bin/env python3
+"""Fetch CI results from GitHub Actions and Jenkins."""
+
+import argparse
+import json
+import subprocess
+import time
+import urllib.error
+import urllib.request
+from datetime import datetime
+
+JENKINS_URL = "https://jenkins.comma.life"
+DEFAULT_TIMEOUT = 1800  # 30 minutes
+POLL_INTERVAL = 30  # seconds
+LOG_TAIL_LINES = 10  # lines of log to include for failed jobs
+
+
+def get_git_info():
+  branch = subprocess.check_output(["git", "rev-parse", "--abbrev-ref", "HEAD"], text=True).strip()
+  commit = subprocess.check_output(["git", "rev-parse", "HEAD"], text=True).strip()
+  return branch, commit
+
+
+def get_github_actions_status(commit_sha):
+  result = subprocess.run(
+    ["gh", "run", "list", "--commit", commit_sha, "--workflow", "tests.yaml", "--json", "databaseId,status,conclusion"],
+    capture_output=True, text=True, check=True
+  )
+  runs = json.loads(result.stdout)
+  if not runs:
+    return None, None
+
+  run_id = runs[0]["databaseId"]
+  result = subprocess.run(
+    ["gh", "run", "view", str(run_id), "--json", "jobs"],
+    capture_output=True, text=True, check=True
+  )
+  data = json.loads(result.stdout)
+  jobs = {job["name"]: {"status": job["status"], "conclusion": job["conclusion"],
+                        "duration": format_duration(job) if job["conclusion"] not in ("skipped", None) and job.get("startedAt") else "",
+                        "id": job["databaseId"]}
+          for job in data.get("jobs", [])}
+  return jobs, run_id
+
+
+def get_github_job_log(run_id, job_id):
+  result = subprocess.run(
+    ["gh", "run", "view", str(run_id), "--job", str(job_id), "--log-failed"],
+    capture_output=True, text=True
+  )
+  lines = result.stdout.strip().split('\n')
+  return '\n'.join(lines[-LOG_TAIL_LINES:]) if len(lines) > LOG_TAIL_LINES else result.stdout.strip()
+
+
+def format_duration(job):
+  start = datetime.fromisoformat(job["startedAt"].replace("Z", "+00:00"))
+  end = datetime.fromisoformat(job["completedAt"].replace("Z", "+00:00"))
+  secs = int((end - start).total_seconds())
+  return f"{secs // 60}m {secs % 60}s"
+
+
+def get_jenkins_status(branch, commit_sha):
+  base_url = f"{JENKINS_URL}/job/openpilot/job/{branch}"
+  try:
+    # Get list of recent builds
+    with urllib.request.urlopen(f"{base_url}/api/json?tree=builds[number,url]", timeout=10) as resp:
+      builds = json.loads(resp.read().decode()).get("builds", [])
+
+    # Find build matching commit
+    for build in builds[:20]:  # check last 20 builds
+      with urllib.request.urlopen(f"{build['url']}api/json", timeout=10) as resp:
+        data = json.loads(resp.read().decode())
+        for action in data.get("actions", []):
+          if action.get("_class") == "hudson.plugins.git.util.BuildData":
+            build_sha = action.get("lastBuiltRevision", {}).get("SHA1", "")
+            if build_sha.startswith(commit_sha) or commit_sha.startswith(build_sha):
+              # Get stages info
+              stages = []
+              try:
+                with urllib.request.urlopen(f"{build['url']}wfapi/describe", timeout=10) as resp2:
+                  wf_data = json.loads(resp2.read().decode())
+                  stages = [{"name": s["name"], "status": s["status"]} for s in wf_data.get("stages", [])]
+              except urllib.error.HTTPError:
+                pass
+              return {
+                "number": data["number"],
+                "in_progress": data.get("inProgress", False),
+                "result": data.get("result"),
+                "url": data.get("url", ""),
+                "stages": stages,
+              }
+    return None  # no build found for this commit
+  except urllib.error.HTTPError:
+    return None  # branch doesn't exist on Jenkins
+
+
+def get_jenkins_log(build_url):
+  url = f"{build_url}consoleText"
+  with urllib.request.urlopen(url, timeout=30) as resp:
+    text = resp.read().decode(errors='replace')
+    lines = text.strip().split('\n')
+    return '\n'.join(lines[-LOG_TAIL_LINES:]) if len(lines) > LOG_TAIL_LINES else text.strip()
+
+
+def is_complete(gh_status, jenkins_status):
+  gh_done = gh_status is None or all(j["status"] == "completed" for j in gh_status.values())
+  jenkins_done = jenkins_status is None or not jenkins_status.get("in_progress", True)
+  return gh_done and jenkins_done
+
+
+def status_icon(status, conclusion=None):
+  if status == "completed":
+    return ":white_check_mark:" if conclusion == "success" else ":x:"
+  return ":hourglass:" if status == "in_progress" else ":grey_question:"
+
+
+def format_markdown(gh_status, gh_run_id, jenkins_status, commit_sha, branch):
+  lines = ["# CI Results", "",
+           f"**Branch**: {branch}",
+           f"**Commit**: {commit_sha[:7]}",
+           f"**Generated**: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", ""]
+
+  lines.extend(["## GitHub Actions", "", "| Job | Status | Duration |", "|-----|--------|----------|"])
+  failed_gh_jobs = []
+  if gh_status:
+    for job_name, job in gh_status.items():
+      icon = status_icon(job["status"], job.get("conclusion"))
+      conclusion = job.get("conclusion") or job["status"]
+      lines.append(f"| {job_name} | {icon} {conclusion} | {job.get('duration', '')} |")
+      if job.get("conclusion") == "failure":
+        failed_gh_jobs.append((job_name, job.get("id")))
+  else:
+    lines.append("| - | No workflow runs found | |")
+
+  lines.extend(["", "## Jenkins", "", "| Stage | Status |", "|-------|--------|"])
+  failed_jenkins_stages = []
+  if jenkins_status:
+    stages = jenkins_status.get("stages", [])
+    if stages:
+      for stage in stages:
+        icon = ":white_check_mark:" if stage["status"] == "SUCCESS" else (
+          ":x:" if stage["status"] == "FAILED" else ":hourglass:")
+        lines.append(f"| {stage['name']} | {icon} {stage['status'].lower()} |")
+        if stage["status"] == "FAILED":
+          failed_jenkins_stages.append(stage["name"])
+      # Show overall build status if still in progress
+      if jenkins_status["in_progress"]:
+        lines.append("| (build in progress) | :hourglass: in_progress |")
+    else:
+      icon = ":hourglass:" if jenkins_status["in_progress"] else (
+        ":white_check_mark:" if jenkins_status["result"] == "SUCCESS" else ":x:")
+      status = "in progress" if jenkins_status["in_progress"] else (jenkins_status["result"] or "unknown")
+      lines.append(f"| #{jenkins_status['number']} | {icon} {status.lower()} |")
+    if jenkins_status.get("url"):
+      lines.append(f"\n[View build]({jenkins_status['url']})")
+  else:
+    lines.append("| - | No builds found for branch |")
+
+  if failed_gh_jobs or failed_jenkins_stages:
+    lines.extend(["", "## Failure Logs", ""])
+
+  for job_name, job_id in failed_gh_jobs:
+    lines.append(f"### GitHub Actions: {job_name}")
+    log = get_github_job_log(gh_run_id, job_id)
+    lines.extend(["", "```", log, "```", ""])
+
+  for stage_name in failed_jenkins_stages:
+    lines.append(f"### Jenkins: {stage_name}")
+    log = get_jenkins_log(jenkins_status["url"])
+    lines.extend(["", "```", log, "```", ""])
+
+  return "\n".join(lines) + "\n"
+
+
+def main():
+  parser = argparse.ArgumentParser(description="Fetch CI results from GitHub Actions and Jenkins")
+  parser.add_argument("--wait", action="store_true", help="Wait for CI to complete")
+  parser.add_argument("--timeout", type=int, default=DEFAULT_TIMEOUT, help="Timeout in seconds (default: 1800)")
+  parser.add_argument("-o", "--output", default="ci_results.md", help="Output file (default: ci_results.md)")
+  parser.add_argument("--branch", help="Branch to check (default: current branch)")
+  parser.add_argument("--commit", help="Commit SHA to check (default: HEAD)")
+  args = parser.parse_args()
+
+  branch, commit = get_git_info()
+  branch = args.branch or branch
+  commit = args.commit or commit
+  print(f"Fetching CI results for {branch} @ {commit[:7]}")
+
+  start_time = time.monotonic()
+  while True:
+    gh_status, gh_run_id = get_github_actions_status(commit)
+    jenkins_status = get_jenkins_status(branch, commit) if branch != "HEAD" else None
+
+    if not args.wait or is_complete(gh_status, jenkins_status):
+      break
+
+    elapsed = time.monotonic() - start_time
+    if elapsed >= args.timeout:
+      print(f"Timeout after {int(elapsed)}s")
+      break
+
+    print(f"CI still running, waiting {POLL_INTERVAL}s... ({int(elapsed)}s elapsed)")
+    time.sleep(POLL_INTERVAL)
+
+  content = format_markdown(gh_status, gh_run_id, jenkins_status, commit, branch)
+  with open(args.output, "w") as f:
+    f.write(content)
+  print(f"Results written to {args.output}")
+
+
+if __name__ == "__main__":
+  main()

scripts/lint/lint.sh

@@ -55,7 +55,7 @@ function run_tests() {
   run "check_nomerge_comments" $DIR/check_nomerge_comments.sh $ALL_FILES
 
   if [[ -z "$FAST" ]]; then
-    run "mypy" mypy $PYTHON_FILES
+    run "ty" ty check
     run "codespell" codespell $ALL_FILES --ignore-words=$ROOT/.codespellignore
   fi
 
@@ -69,7 +69,7 @@ function help() {
   echo ""
   echo -e "${BOLD}${UNDERLINE}Tests:${NC}"
   echo -e "  ${BOLD}ruff${NC}"
-  echo -e "  ${BOLD}mypy${NC}"
+  echo -e "  ${BOLD}ty${NC}"
   echo -e "  ${BOLD}codespell${NC}"
   echo -e "  ${BOLD}check_added_large_files${NC}"
   echo -e "  ${BOLD}check_shebang_scripts_are_executable${NC}"
@@ -81,11 +81,11 @@ function help() {
   echo "          Specify tests to skip separated by spaces"
   echo ""
   echo -e "${BOLD}${UNDERLINE}Examples:${NC}"
-  echo "  op lint mypy ruff"
-  echo "          Only run the mypy and ruff tests"
+  echo "  op lint ty ruff"
+  echo "          Only run the ty and ruff tests"
   echo ""
-  echo "  op lint --skip mypy ruff"
-  echo "          Skip the mypy and ruff tests"
+  echo "  op lint --skip ty ruff"
+  echo "          Skip the ty and ruff tests"
   echo ""
   echo "  op lint"
   echo "          Run all the tests"

scripts/usbgpu/benchmark.sh

@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+set -e
+
+DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null && pwd )"
+cd $DIR/../../tinygrad_repo
+
+GREEN='\033[0;32m'
+NC='\033[0m'
+
+
+#export DEBUG=2
+export PYTHONPATH=.
+export AM_RESET=1
+export AMD=1
+export AMD_IFACE=USB
+export AMD_LLVM=1
+
+python3 -m unittest -q --buffer test.test_tiny.TestTiny.test_plus \
+  > /tmp/test_tiny.log 2>&1 || (cat /tmp/test_tiny.log; exit 1)
+printf "${GREEN}Booted in ${SECONDS}s${NC}\n"
+printf "${GREEN}=============${NC}\n"
+
+printf "\n\n"
+printf "${GREEN}Transfer speeds:${NC}\n"
+printf "${GREEN}================${NC}\n"
+python3 test/external/external_test_usb_asm24.py TestDevCopySpeeds

selfdrive/assets/fonts/Audiowide-Regular.ttf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:434a720871336d359378beff5ebff3f9fd654d958693d272c7c6f2e271c7e41c
+size 47676

selfdrive/assets/icons_mici/adb_short.png

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:263598da73c577c01cebd31ae78f45969ef8b335be1a5f55d54a696bb2982c0a
+size 2062

selfdrive/assets/icons_mici/buttons/toggle_dot_disabled.png

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:613af9ed79bb26c60fbd19c094214f0881736c0e293f6d000b530cde0478a273
-size 2470
+oid sha256:89ac033d879beeb0a7fa1919838e0ec64b1a625a4aafc14f7b990c607a79b676
+size 2220

selfdrive/assets/icons_mici/exclamation_point.png

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b77579c099c688d1a27f356197fba9c2c8efcf4d391af580b4b29f0e70587919
-size 2086
+oid sha256:254b7f753b70c964847b686f0f71af751f2f49beea6ede4aeb333fe06062a257
+size 2289

selfdrive/assets/icons_mici/experimental_mode.png

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eb42b8d6259238beb26f286dc28fb2dc8d91b00fec1f7a7655296b5769439a15
-size 15690
+oid sha256:01841b602632c66ab14a8e52b874a1623f09641dc2ef0620f4e2d00bb4a913f3
+size 16243

selfdrive/assets/icons_mici/microphone.png

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:17b6fe530598cbad34bcf31d4f21f929b792aacedef51b3ffef1941c86017811
-size 7331
+oid sha256:744dbaa68ee74e300cd46439bad79449c860e1c5c027304b0f382bd5383fba77
+size 6817

selfdrive/assets/icons_mici/offroad_alerts/green_wheel.png

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:05f3626e790622a4ad90e982c4aacb612d0785a752339352a3187addf763e2e9
-size 13288
+oid sha256:3b11ee84d48972a2499cb29f01594d77a1a39692f6424a315a3f83262bc16087
+size 13481

selfdrive/assets/icons_mici/offroad_alerts/orange_warning.png

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a877882a8dccb884bd35918f9f9b427a724a59e90a638e54f6fd5d0680ad173c
-size 12137
+oid sha256:d548405a65ba4d4590c55866612dc6aa0e78d9278fc864ef60fe3e463edf4a68
+size 12169

selfdrive/assets/icons_mici/offroad_alerts/red_warning.png

@@ -1,3 +1,3 @@
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