cleanup

Merge branch 'master' into fix_rivian_long
pandad: gate unsupported pandas before flashing (#1754 )
2026-06-20 01:02:07 +08:00 · 2026-03-04 23:23:49 -05:00 · 2026-03-04 23:15:19 -05:00 · 2026-03-04 23:15:10 -05:00 · 2026-03-03 15:42:21 +01:00 · 2026-03-03 15:25:48 +01:00
773 changed files with 18972 additions and 30351 deletions
@@ -1,58 +0,0 @@
 name: 'automatically cache based on current runner'
 inputs:
  path:
    description: 'path to cache'
    required: true
  key:
    description: 'key'
    required: true
  restore-keys:
    description: 'restore-keys'
    required: true
  save:
    description: 'whether to save the cache'
    default: 'true'
    required: false
 outputs:
  cache-hit:
    description: 'cache hit occurred'
    value: ${{ (contains(runner.name, 'nsc') && steps.ns-cache.outputs.cache-hit) ||
               (!contains(runner.name, 'nsc') && inputs.save != 'false' && steps.gha-cache.outputs.cache-hit) ||
               (!contains(runner.name, 'nsc') && inputs.save == 'false' && steps.gha-cache-ro.outputs.cache-hit) }}
 runs:
  using: "composite"
  steps:
    - name: setup namespace cache
      id: ns-cache
      if: ${{ contains(runner.name, 'nsc') }}
      uses: namespacelabs/nscloud-cache-action@v1
      with:
        path: ${{ inputs.path }}
    - name: setup github cache
      id: gha-cache
      if: ${{ !contains(runner.name, 'nsc') && inputs.save != 'false' }}
      uses: 'actions/cache@v4'
      with:
        path: ${{ inputs.path }}
        key: ${{ inputs.key }}
        restore-keys: ${{ inputs.restore-keys }}
    - name: setup github cache
      id: gha-cache-ro
      if: ${{ !contains(runner.name, 'nsc') && inputs.save == 'false' }}
      uses: 'actions/cache/restore@v4'
      with:
        path: ${{ inputs.path }}
        key: ${{ inputs.key }}
        restore-keys: ${{ inputs.restore-keys }}
    # make the directory manually in case we didn't get a hit, so it doesn't fail on future steps
    - id: scons-cache-setup
      shell: bash
      run: |
        mkdir -p ${{ inputs.path }}
        sudo chmod -R 777 ${{ inputs.path }}
        sudo chown -R $USER ${{ inputs.path }}
@@ -12,12 +12,12 @@ jobs:
      issues: write
    runs-on: ubuntu-latest
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: false
    # Label PRs
-    - uses: actions/labeler@v5.0.0
+    - uses: actions/labeler@v6
      with:
        dot: true
        configuration-path: .github/labeler.yaml
@@ -55,13 +55,13 @@ jobs:
              repo: context.repo.repo,
              issue_number: prNumber
            });
-            
+
            const hasDevC3Label = labels.some(label => label.name === process.env.PR_LABEL);
            const hasTrustLabel = labels.some(label => label.name === process.env.TRUST_FORK_PR_LABEL);
-            
+
            console.log(`PR #${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,
@@ -5,9 +5,7 @@ on:
  workflow_dispatch:
 env:
-  BASE_IMAGE: sunnypilot-base
+  PYTHONPATH: ${{ github.workspace }}
  DOCKER_REGISTRY: ghcr.io/sunnypilot
  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $DOCKER_REGISTRY/$BASE_IMAGE:latest /bin/bash -c
 jobs:
  badges:
@@ -17,13 +15,13 @@ jobs:
    permissions:
      contents: write
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
+    - run: ./tools/op.sh setup
    - name: Push badges
      run: |
-        ${{ env.RUN }} "python3 selfdrive/ui/translations/create_badges.py"
+        python3 selfdrive/ui/translations/create_badges.py
        rm .gitattributes
@@ -140,7 +140,7 @@ jobs:
        run: |
          echo '${{ needs.setup.outputs.model_matrix }}' > matrix.json
          built=(); while IFS= read -r line; do built+=("$line"); done < <(
-            ls output | sed -E 's/^model-//' | sed -E 's/-[0-9]+$//' | sed -E 's/ \([^)]*\)//' | awk '{gsub(/^ +| +$/, ""); print}'
+            find output -maxdepth 1 -name 'model-*' -printf "%f\n" | sed -E 's/^model-//' | sed -E 's/-[0-9]+$//' | sed -E 's/ \([^)]*\)//' | awk '{gsub(/^ +| +$/, ""); print}'
          )
          jq -c --argjson built "$(printf '%s\n' "${built[@]}" | jq -R . | jq -s .)" \
            'map(select(.display_name as $n | ($built | index($n | gsub("^ +| +$"; "")) | not)))' matrix.json > retry_matrix.json
@@ -168,6 +168,7 @@ jobs:
    if: ${{ !cancelled() && (needs.get_and_build.result != 'failure' || needs.retry_get_and_build.result == 'success' || (needs.retry_failed_models.outputs.retry_matrix != '[]' && needs.retry_failed_models.outputs.retry_matrix != '')) }}
    runs-on: ubuntu-latest
    strategy:
      fail-fast: false
      max-parallel: 1
      matrix:
        model: ${{ fromJson(needs.setup.outputs.model_matrix) }}
@@ -20,27 +20,23 @@ concurrency:
  cancel-in-progress: true
 env:
-  PYTHONWARNINGS: error
+  CI: 1
  BASE_IMAGE: openpilot-base
  BUILD: selfdrive/test/docker_build.sh base
  RUN: docker run --shm-size 2G -v $PWD:/tmp/openpilot -w /tmp/openpilot -e CI=1 -e PYTHONWARNINGS=error -e FILEREADER_CACHE=1 -e PYTHONPATH=/tmp/openpilot -e NUM_JOBS -e JOB_ID -e GITHUB_ACTION -e GITHUB_REF -e GITHUB_HEAD_REF -e GITHUB_SHA -e GITHUB_REPOSITORY -e GITHUB_RUN_ID -v $GITHUB_WORKSPACE/.ci_cache/scons_cache:/tmp/scons_cache -v $GITHUB_WORKSPACE/.ci_cache/comma_download_cache:/tmp/comma_download_cache -v $GITHUB_WORKSPACE/.ci_cache/openpilot_cache:/tmp/openpilot_cache $BASE_IMAGE /bin/bash -c
 jobs:
  generate_cereal_artifact:
    name: Generate cereal validation artifacts
    runs-on: ubuntu-24.04
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
        with:
          submodules: true
-      - uses: ./.github/workflows/setup-with-retry
+      - run: ./tools/op.sh setup
      - name: Build openpilot
-        run: ${{ env.RUN }} "scons -j$(nproc) cereal"
+        run: scons -j$(nproc) cereal
      - name: Generate the log file
        run: |
-          ${{ env.RUN }} "cereal/messaging/tests/validate_sp_cereal_upstream.py -g -f schema_instances.bin" && \
+          export PYTHONPATH=${{ github.workspace }}
-          ls -la
+          python3 cereal/messaging/tests/validate_sp_cereal_upstream.py -g -f schema_instances.bin
          ls -la cereal/messaging/tests
      - name: 'Prepare artifact'
        run: |
          mkdir -p "cereal/messaging/tests/cereal_validations"
@@ -57,20 +53,26 @@ jobs:
    runs-on: ubuntu-24.04
    needs: generate_cereal_artifact
    steps:
-      - uses: actions/checkout@v4
+      - name: Checkout sunnypilot
        uses: actions/checkout@v6
      - name: Checkout upstream openpilot
        uses: actions/checkout@v6
        with:
          repository: 'commaai/openpilot'
          path: openpilot
          submodules: true
          ref: "refs/heads/master"
-      - uses: ./.github/workflows/setup-with-retry
+      - run: ./tools/op.sh setup
      - name: Build openpilot
-        run: ${{ env.RUN }} "scons -j$(nproc) cereal"
+        working-directory: openpilot
        run: scons -j$(nproc) cereal
      - name: Download build artifacts
        uses: actions/download-artifact@v4
        with:
          name: cereal_validations
-          path: cereal/messaging/tests/cereal_validations
+          path: openpilot/cereal/messaging/tests/cereal_validations
      - name: 'Run the validation'
        run: |
-          chmod +x cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py
+          export PYTHONPATH=${{ github.workspace }}/openpilot
-          ${{ env.RUN }} "cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py -r -f cereal/messaging/tests/cereal_validations/schema_instances.bin"
+          chmod +x openpilot/cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py
          python3 openpilot/cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py -r -f openpilot/cereal/messaging/tests/cereal_validations/schema_instances.bin
@@ -1,101 +0,0 @@
 name: weekly CI test report
 on:
  schedule:
    - cron: '37 9 * * 1' # 9:37AM UTC -> 2:37AM PST every monday
  workflow_dispatch:
    inputs:
      ci_runs:
        description: 'The amount of runs to trigger in CI test report'
 concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true
 env:
  CI_RUNS: ${{ github.event.inputs.ci_runs || '50' }}
 jobs:
  setup:
    if: github.repository == 'sunnypilot/sunnypilot'
    runs-on: ubuntu-latest
    outputs:
      ci_runs: ${{ steps.ci_runs_setup.outputs.matrix }}
    steps:
      - id: ci_runs_setup
        name: CI_RUNS=${{ env.CI_RUNS }}
        run: |
          matrix=$(python3 -c "import json; print(json.dumps({ 'run_number' : list(range(${{ env.CI_RUNS }})) }))")
          echo "matrix=$matrix" >> $GITHUB_OUTPUT
  ci_matrix_run:
    needs: [ setup ]
    strategy:
      fail-fast: false
      matrix: ${{fromJSON(needs.setup.outputs.ci_runs)}}
    uses: sunnypilot/sunnypilot/.github/workflows/ci_weekly_run.yaml@master
    with:
      run_number: ${{ matrix.run_number }}
  report:
    needs: [ci_matrix_run]
    runs-on: ubuntu-latest
    if: always() && github.repository == 'commaai/openpilot'
    steps:
      - name: Get job results
        uses: actions/github-script@v7
        id: get-job-results
        with:
          script: |
            const jobs = await github
              .paginate("GET /repos/{owner}/{repo}/actions/runs/{run_id}/attempts/{attempt}/jobs", {
                owner: "commaai",
                repo: "${{ github.event.repository.name }}",
                run_id: "${{ github.run_id }}",
                attempt: "${{ github.run_attempt }}",
              })
            var report = {}
            jobs.slice(1, jobs.length-1).forEach(job => {
              if (job.conclusion === "skipped") return;
              const jobName = job.name.split(" / ")[2];
              const runRegex = /\((.*?)\)/;
              const run = job.name.match(runRegex)[1];
              report[jobName] = report[jobName] || { successes: [], failures: [], canceled: [] };
              switch (job.conclusion) {
                case "success":
                  report[jobName].successes.push({ "run_number": run, "link": job.html_url}); break;
                case "failure":
                  report[jobName].failures.push({ "run_number": run, "link": job.html_url }); break;
                case "canceled":
                  report[jobName].canceled.push({ "run_number": run, "link": job.html_url }); break;
              }
            });
            return JSON.stringify({"jobs": report});
      - name: Add job results to summary
        env:
          JOB_RESULTS: ${{ fromJSON(steps.get-job-results.outputs.result) }}
        run: |
          cat <<EOF >> template.html
          <table>
            <thead>
              <tr>
                <th></th>
                <th>Job</th>
                <th>✅ Passing</th>
                <th>❌ Failure Details</th>
              </tr>
            </thead>
            <tbody>
              {% for key in jobs.keys() %}<tr>
                <td>{% for i in range(5) %}{% if i+1 <= (5 * jobs[key]["successes"]|length // ${{ env.CI_RUNS }}) %}🟩{% else %}🟥{% endif %}{% endfor%}</td>
                <td>{{ key }}</td>
                <td>{{ 100 * jobs[key]["successes"]|length // ${{ env.CI_RUNS }} }}%</td>
                <td>{% if jobs[key]["failures"]|length > 0 %}<details>{% for failure in jobs[key]["failures"] %}<a href="{{ failure['link'] }}">Log for run #{{ failure['run_number'] }}</a><br>{% endfor %}</details>{% else %}{% endif %}</td>
                </td>
              </tr>{% endfor %}
          </table>
          EOF
          pip install jinja2-cli
          echo $JOB_RESULTS | jinja2 template.html > report.html
          echo "# CI Test Report - ${{ env.CI_RUNS }} Runs" >> $GITHUB_STEP_SUMMARY
          cat report.html >> $GITHUB_STEP_SUMMARY
@@ -1,17 +0,0 @@
 name: weekly CI test run
 on:
  workflow_call:
    inputs:
      run_number:
        required: true
        type: string
 concurrency:
  group: ci-run-${{ inputs.run_number }}-${{ github.ref }}
  cancel-in-progress: true
 jobs:
  tests:
    uses: sunnypilot/sunnypilot/.github/workflows/tests.yaml@master
    with:
      run_number: ${{ inputs.run_number }}
@@ -1,21 +0,0 @@
 name: 'compile openpilot'
 runs:
  using: "composite"
  steps:
    - shell: bash
      name: Build openpilot with all flags
      run: |
        ${{ env.RUN }} "scons -j$(nproc)"
        ${{ env.RUN }} "release/check-dirty.sh"
    - shell: bash
      name: Cleanup scons cache and rebuild
      run: |
          ${{ env.RUN }} "rm -rf /tmp/scons_cache/* && \
                          scons -j$(nproc) --cache-populate"
    - name: Save scons cache
      uses: actions/cache/save@v4
      if: github.ref == 'refs/heads/master'
      with:
        path: .ci_cache/scons_cache
        key: scons-${{ runner.arch }}-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
@@ -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
@@ -5,7 +5,44 @@ on:
    types: [created, edited]
 jobs:
-  # TODO: gc old branches in a separate job in this workflow
+  cleanup-branches:
    runs-on: ubuntu-latest
    permissions:
      contents: write
    steps:
      - name: Delete stale Jenkins branches
        uses: actions/github-script@v8
        with:
          script: |
            const cutoff = Date.now() - 24 * 60 * 60 * 1000;
            const prefixes = ['tmp-jenkins', '__jenkins'];
            for await (const response of github.paginate.iterator(github.rest.repos.listBranches, {
              owner: context.repo.owner,
              repo: context.repo.repo,
              per_page: 100,
            })) {
              for (const branch of response.data) {
                if (!prefixes.some(p => branch.name.startsWith(p))) continue;
                const { data: commit } = await github.rest.repos.getCommit({
                  owner: context.repo.owner,
                  repo: context.repo.repo,
                  ref: branch.commit.sha,
                });
                const commitDate = new Date(commit.commit.committer.date).getTime();
                if (commitDate < cutoff) {
                  console.log(`Deleting branch: ${branch.name} (last commit: ${commit.commit.committer.date})`);
                  await github.rest.git.deleteRef({
                    owner: context.repo.owner,
                    repo: context.repo.repo,
                    ref: `heads/${branch.name}`,
                  });
                }
              }
            }
  scan-comments:
    runs-on: ubuntu-latest
    if: ${{ github.event.issue.pull_request }}
@@ -15,7 +52,7 @@ jobs:
    steps:
    - name: Check for trigger phrase
      id: check_comment
-      uses: actions/github-script@v7
+      uses: actions/github-script@v8
      with:
        script: |
          const triggerPhrase = "trigger-jenkins";
@@ -35,7 +72,7 @@ jobs:
    - name: Checkout repository
      if: steps.check_comment.outputs.result == 'true'
-      uses: actions/checkout@v4
+      uses: actions/checkout@v6
      with:
        ref: refs/pull/${{ github.event.issue.number }}/head
@@ -49,7 +86,7 @@ jobs:
    - name: Delete trigger comment
      if: steps.check_comment.outputs.result == 'true' && always()
-      uses: actions/github-script@v7
+      uses: actions/github-script@v8
      with:
        script: |
          await github.rest.issues.deleteComment({
@@ -1,151 +0,0 @@
 name: "mici raylib ui preview"
 on:
  push:
    branches:
      - master
  pull_request_target:
    types: [assigned, opened, synchronize, reopened, edited]
    branches:
      - 'master'
    paths:
      - 'selfdrive/assets/**'
      - 'selfdrive/ui/**'
      - 'system/ui/**'
  workflow_dispatch:
 env:
  UI_JOB_NAME: "Create mici raylib UI Report"
  REPORT_NAME: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
  SHA: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && github.sha || github.event.pull_request.head.sha }}
  BRANCH_NAME: "openpilot/pr-${{ github.event.number }}-mici-raylib-ui"
  MASTER_BRANCH_NAME: "openpilot_master_ui_mici_raylib"
  # All report files are pushed here
  REPORT_FILES_BRANCH_NAME: "mici-raylib-ui-reports"
 jobs:
  preview:
    if: github.repository == 'sunnypilot/sunnypilot'
    name: preview
    runs-on: ubuntu-latest
    timeout-minutes: 20
    permissions:
      contents: read
      pull-requests: write
      actions: read
    steps:
      - uses: actions/checkout@v4
        with:
          submodules: true
      - name: Waiting for ui generation to end
        uses: lewagon/wait-on-check-action@v1.3.4
        with:
          ref: ${{ env.SHA }}
          check-name: ${{ env.UI_JOB_NAME }}
          repo-token: ${{ secrets.GITHUB_TOKEN }}
          allowed-conclusions: success
          wait-interval: 20
      - name: Getting workflow run ID
        id: get_run_id
        run: |
          echo "run_id=$(curl https://api.github.com/repos/${{ github.repository }}/commits/${{ env.SHA }}/check-runs | jq -r '.check_runs[] | select(.name == "${{ env.UI_JOB_NAME }}") | .html_url | capture("(?<number>[0-9]+)") | .number')" >> $GITHUB_OUTPUT
      - name: Getting proposed ui  # filename: pr_ui/mici_ui_replay.mp4
        id: download-artifact
        uses: dawidd6/action-download-artifact@v6
        with:
          github_token: ${{ secrets.GITHUB_TOKEN }}
          run_id: ${{ steps.get_run_id.outputs.run_id }}
          search_artifacts: true
          name: mici-raylib-report-1-${{ env.REPORT_NAME }}
          path: ${{ github.workspace }}/pr_ui
      - name: Getting master ui  # filename: master_ui_raylib/mici_ui_replay.mp4
        uses: actions/checkout@v4
        with:
          repository: sunnypilot/ci-artifacts
          ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
          path: ${{ github.workspace }}/master_ui_raylib
          ref: ${{ env.MASTER_BRANCH_NAME }}
      - name: Saving new master ui
        if: github.ref == 'refs/heads/master' && github.event_name == 'push'
        working-directory: ${{ github.workspace }}/master_ui_raylib
        run: |
          git checkout --orphan=new_master_ui_mici_raylib
          git rm -rf *
          git branch -D ${{ env.MASTER_BRANCH_NAME }}
          git branch -m ${{ env.MASTER_BRANCH_NAME }}
          git config user.name "GitHub Actions Bot"
          git config user.email "<>"
          mv ${{ github.workspace }}/pr_ui/* .
          git add .
          git commit -m "mici raylib video for commit ${{ env.SHA }}"
          git push origin ${{ env.MASTER_BRANCH_NAME }} --force
      - name: Setup FFmpeg
        uses: AnimMouse/setup-ffmpeg@ae28d57dabbb148eff63170b6bf7f2b60062cbae
      - name: Finding diff
        if: github.event_name == 'pull_request_target'
        id: find_diff
        run: |
          # Find the video file from PR
          pr_video="${{ github.workspace }}/pr_ui/mici_ui_replay_proposed.mp4"
          mv "${{ github.workspace }}/pr_ui/mici_ui_replay.mp4" "$pr_video"
          master_video="${{ github.workspace }}/pr_ui/mici_ui_replay_master.mp4"
          mv "${{ github.workspace }}/master_ui_raylib/mici_ui_replay.mp4" "$master_video"
          # Run report
          export PYTHONPATH=${{ github.workspace }}
          baseurl="https://github.com/sunnypilot/ci-artifacts/raw/refs/heads/${{ env.BRANCH_NAME }}"
          diff_exit_code=0
          python3 ${{ github.workspace }}/selfdrive/ui/tests/diff/diff.py "${{ github.workspace }}/pr_ui/mici_ui_replay_master.mp4" "${{ github.workspace }}/pr_ui/mici_ui_replay_proposed.mp4" "diff.html" --basedir "$baseurl" --no-open || diff_exit_code=$?
          # Copy diff report files
          cp ${{ github.workspace }}/selfdrive/ui/tests/diff/report/diff.html ${{ github.workspace }}/pr_ui/
          cp ${{ github.workspace }}/selfdrive/ui/tests/diff/report/diff.mp4 ${{ github.workspace }}/pr_ui/
          REPORT_URL="https://sunnypilot.github.io/ci-artifacts/diff_pr_${{ github.event.number }}.html"
          if [ $diff_exit_code -eq 0 ]; then
            DIFF="✅ Videos are identical! [View Diff Report]($REPORT_URL)"
          else
            DIFF="❌ <strong>Videos differ!</strong> [View Diff Report]($REPORT_URL)"
          fi
          echo "DIFF=$DIFF" >> "$GITHUB_OUTPUT"
      - name: Saving proposed ui
        if: github.event_name == 'pull_request_target'
        working-directory: ${{ github.workspace }}/master_ui_raylib
        run: |
          # Overwrite PR branch w/ proposed ui, and master ui at this point in time for future reference
          git config user.name "GitHub Actions Bot"
          git config user.email "<>"
          git checkout --orphan=${{ env.BRANCH_NAME }}
          git rm -rf *
          mv ${{ github.workspace }}/pr_ui/* .
          git add .
          git commit -m "mici raylib video for PR #${{ github.event.number }}"
          git push origin ${{ env.BRANCH_NAME }} --force
          # Append diff report to report files branch
          git fetch origin ${{ env.REPORT_FILES_BRANCH_NAME }}
          git checkout ${{ env.REPORT_FILES_BRANCH_NAME }}
          cp ${{ github.workspace }}/selfdrive/ui/tests/diff/report/diff.html diff_pr_${{ github.event.number }}.html
          git add diff_pr_${{ github.event.number }}.html
          git commit -m "mici raylib ui diff report for PR #${{ github.event.number }}" || echo "No changes to commit"
          git push origin ${{ env.REPORT_FILES_BRANCH_NAME }}
      - name: Comment Video on PR
        if: github.event_name == 'pull_request_target'
        uses: thollander/actions-comment-pull-request@v2
        with:
          message: |
            <!-- _(run_id_video_mici_raylib **${{ github.run_id }}**)_ -->
            ## mici raylib UI Preview
            ${{ steps.find_diff.outputs.DIFF }}
          comment_tag: run_id_video_mici_raylib
          pr_number: ${{ github.event.number }}
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -16,23 +16,23 @@ jobs:
    if: github.repository == 'commaai/openpilot'
    steps:
      - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
        with:
          submodules: true
      - name: Checkout master
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
        with:
          ref: master
          path: base
      - run: git lfs pull
      - run: cd base && git lfs pull
      - run: pip install onnx
      - name: scripts/reporter.py
        id: report
        run: |
          echo "content<<EOF" >> $GITHUB_OUTPUT
          echo "## Model Review" >> $GITHUB_OUTPUT
-          MASTER_PATH=${{ github.workspace }}/base python scripts/reporter.py >> $GITHUB_OUTPUT
+          PYTHONPATH=${{ github.workspace }} MASTER_PATH=${{ github.workspace }}/base python scripts/reporter.py >> $GITHUB_OUTPUT
          echo "EOF" >> $GITHUB_OUTPUT
      - name: Post model report comment
@@ -6,7 +6,7 @@ on:
 env:
  DOCKER_LOGIN: docker login ghcr.io -u ${{ github.actor }} -p ${{ secrets.GITHUB_TOKEN }}
-  BUILD: release/ci/docker_build_sp.sh prebuilt
+  BUILD: release/ci/docker_build_sp.sh
 jobs:
  build_prebuilt:
@@ -28,8 +28,8 @@ jobs:
        wait-interval: 30
        running-workflow-name: 'build prebuilt'
        repo-token: ${{ secrets.GITHUB_TOKEN }}
-        check-regexp: ^((?!.*(build master-ci).*).)*$
+        check-regexp: ^((?!.*(build master-ci|create badges).*).)*$
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
    - run: git lfs pull
@@ -1,175 +0,0 @@
 name: "raylib ui preview"
 on:
  push:
    branches:
      - master
  pull_request_target:
    types: [assigned, opened, synchronize, reopened, edited]
    branches:
      - 'master'
    paths:
      - 'selfdrive/assets/**'
      - 'selfdrive/ui/**'
      - 'system/ui/**'
  workflow_dispatch:
 env:
  UI_JOB_NAME: "Create raylib UI Report"
  REPORT_NAME: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
  SHA: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && github.sha || github.event.pull_request.head.sha }}
  BRANCH_NAME: "openpilot/pr-${{ github.event.number }}-raylib-ui"
 jobs:
  preview:
    if: github.repository == 'sunnypilot/sunnypilot'
    name: preview
    runs-on: ubuntu-latest
    timeout-minutes: 20
    permissions:
      contents: read
      pull-requests: write
      actions: read
    steps:
      - name: Waiting for ui generation to start
        run: sleep 30
      - name: Waiting for ui generation to end
        uses: lewagon/wait-on-check-action@v1.3.4
        with:
          ref: ${{ env.SHA }}
          check-name: ${{ env.UI_JOB_NAME }}
          repo-token: ${{ secrets.GITHUB_TOKEN }}
          allowed-conclusions: success
          wait-interval: 20
      - name: Getting workflow run ID
        id: get_run_id
        run: |
          echo "run_id=$(curl https://api.github.com/repos/${{ github.repository }}/commits/${{ env.SHA }}/check-runs | jq -r '.check_runs[] | select(.name == "${{ env.UI_JOB_NAME }}") | .html_url | capture("(?<number>[0-9]+)") | .number')" >> $GITHUB_OUTPUT
      - name: Getting proposed ui
        id: download-artifact
        uses: dawidd6/action-download-artifact@v6
        with:
          github_token: ${{ secrets.GITHUB_TOKEN }}
          run_id: ${{ steps.get_run_id.outputs.run_id }}
          search_artifacts: true
          name: raylib-report-1-${{ env.REPORT_NAME }}
          path: ${{ github.workspace }}/pr_ui
      - name: Getting master ui
        uses: actions/checkout@v4
        with:
          repository: sunnypilot/ci-artifacts
          ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
          path: ${{ github.workspace }}/master_ui_raylib
          ref: openpilot_master_ui_raylib
      - name: Saving new master ui
        if: github.ref == 'refs/heads/master' && github.event_name == 'push'
        working-directory: ${{ github.workspace }}/master_ui_raylib
        run: |
          git checkout --orphan=new_master_ui_raylib
          git rm -rf *
          git branch -D openpilot_master_ui_raylib
          git branch -m openpilot_master_ui_raylib
          git config user.name "GitHub Actions Bot"
          git config user.email "<>"
          mv ${{ github.workspace }}/pr_ui/*.png .
          git add .
          git commit -m "raylib screenshots for commit ${{ env.SHA }}"
          git push origin openpilot_master_ui_raylib --force
      - name: Finding diff
        if: github.event_name == 'pull_request_target'
        id: find_diff
        run: >-
          sudo apt-get update && sudo apt-get install -y imagemagick
          scenes=$(find ${{ github.workspace }}/pr_ui/*.png -type f -printf "%f\n" | cut -d '.' -f 1 | grep -v 'pair_device')
          A=($scenes)
          DIFF=""
          TABLE="<details><summary>All Screenshots</summary>"
          TABLE="${TABLE}<table>"
          for ((i=0; i<${#A[*]}; i=i+1));
          do
            # Check if the master file exists
            if [ ! -f "${{ github.workspace }}/master_ui_raylib/${A[$i]}.png" ]; then
              # This is a new file in PR UI that doesn't exist in master
              DIFF="${DIFF}<details open>"
              DIFF="${DIFF}<summary>${A[$i]} : \$\${\\color{cyan}\\text{NEW}}\$\$</summary>"
              DIFF="${DIFF}<table>"
              DIFF="${DIFF}<tr>"
              DIFF="${DIFF}  <td> <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}.png\"> </td>"
              DIFF="${DIFF}</tr>"
              DIFF="${DIFF}</table>"
              DIFF="${DIFF}</details>"
            elif ! compare -fuzz 2% -highlight-color DeepSkyBlue1 -lowlight-color Black -compose Src ${{ github.workspace }}/master_ui_raylib/${A[$i]}.png ${{ github.workspace }}/pr_ui/${A[$i]}.png ${{ github.workspace }}/pr_ui/${A[$i]}_diff.png; then
              convert ${{ github.workspace }}/pr_ui/${A[$i]}_diff.png -transparent black mask.png
              composite mask.png ${{ github.workspace }}/master_ui_raylib/${A[$i]}.png composite_diff.png
              convert -delay 100 ${{ github.workspace }}/master_ui_raylib/${A[$i]}.png composite_diff.png -loop 0 ${{ github.workspace }}/pr_ui/${A[$i]}_diff.gif
              mv ${{ github.workspace }}/master_ui_raylib/${A[$i]}.png ${{ github.workspace }}/pr_ui/${A[$i]}_master_ref.png
              DIFF="${DIFF}<details open>"
              DIFF="${DIFF}<summary>${A[$i]} : \$\${\\color{red}\\text{DIFFERENT}}\$\$</summary>"
              DIFF="${DIFF}<table>"
              DIFF="${DIFF}<tr>"
              DIFF="${DIFF}  <td> master <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}_master_ref.png\"> </td>"
              DIFF="${DIFF}  <td> proposed <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}.png\"> </td>"
              DIFF="${DIFF}</tr>"
              DIFF="${DIFF}<tr>"
              DIFF="${DIFF}  <td> diff <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}_diff.png\"> </td>"
              DIFF="${DIFF}  <td> composite diff <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}_diff.gif\"> </td>"
              DIFF="${DIFF}</tr>"
              DIFF="${DIFF}</table>"
              DIFF="${DIFF}</details>"
            else
              rm -f ${{ github.workspace }}/pr_ui/${A[$i]}_diff.png
            fi
            INDEX=$(($i % 2))
            if [[ $INDEX -eq 0 ]]; then
              TABLE="${TABLE}<tr>"
            fi
            TABLE="${TABLE}  <td> <img src=\"https://raw.githubusercontent.com/sunnypilot/ci-artifacts/${{ env.BRANCH_NAME }}/${A[$i]}.png\"> </td>"
            if [[ $INDEX -eq 1 || $(($i + 1)) -eq ${#A[*]} ]]; then
              TABLE="${TABLE}</tr>"
            fi
          done
          TABLE="${TABLE}</table></details>"
          echo "DIFF=$DIFF$TABLE" >> "$GITHUB_OUTPUT"
      - name: Saving proposed ui
        if: github.event_name == 'pull_request_target'
        working-directory: ${{ github.workspace }}/master_ui_raylib
        run: |
          git config user.name "GitHub Actions Bot"
          git config user.email "<>"
          git checkout --orphan=${{ env.BRANCH_NAME }}
          git rm -rf *
          mv ${{ github.workspace }}/pr_ui/* .
          git add .
          git commit -m "raylib screenshots for PR #${{ github.event.number }}"
          git push origin ${{ env.BRANCH_NAME }} --force
      - name: Comment Screenshots on PR
        if: github.event_name == 'pull_request_target'
        uses: thollander/actions-comment-pull-request@v2
        with:
          message: |
            <!-- _(run_id_screenshots_raylib **${{ github.run_id }}**)_ -->
            ## raylib UI Preview
            ${{ steps.find_diff.outputs.DIFF }}
          comment_tag: run_id_screenshots_raylib
          pr_number: ${{ github.event.number }}
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -7,20 +7,12 @@ on:
 jobs:
  build___nightly:
    name: build __nightly
    env:
      ImageOS: ubuntu24
    container:
      image: ghcr.io/sunnypilot/sunnypilot-base:latest
    runs-on: ubuntu-latest
    if: github.repository == 'sunnypilot/sunnypilot'
    permissions:
      checks: read
      contents: write
    steps:
    - name: Install wait-on-check-action dependencies
      run: |
        sudo apt-get update
        sudo apt-get install -y libyaml-dev
    - name: Wait for green check mark
      if: ${{ github.event_name == 'schedule' }}
      uses: lewagon/wait-on-check-action@ccfb013c15c8afb7bf2b7c028fb74dc5a068cccc
@@ -29,14 +21,11 @@ jobs:
        wait-interval: 30
        running-workflow-name: 'build __nightly'
        repo-token: ${{ secrets.GITHUB_TOKEN }}
-        check-regexp: ^((?!.*(build prebuilt).*).)*$
+        check-regexp: ^((?!.*(build prebuilt|create badges).*).)*$
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
        fetch-depth: 0
-    - name: Pull LFS
+    - run: ./tools/op.sh setup
      run: |
        git config --global --add safe.directory '*'
        git lfs pull
    - name: Push __nightly
      run: BRANCH=__nightly release/build_stripped.sh
@@ -6,22 +6,21 @@ on:
  workflow_dispatch:
 env:
-  BASE_IMAGE: sunnypilot-base
+  PYTHONPATH: ${{ github.workspace }}
  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
 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
+        with:
          submodules: true
      - run: ./tools/op.sh setup
      - name: Update translations
-        run: |
+        run: python3 selfdrive/ui/update_translations.py --vanish
          ${{ env.RUN }} "python3 selfdrive/ui/update_translations.py --vanish"
      - name: Create Pull Request
-        uses: peter-evans/create-pull-request@9153d834b60caba6d51c9b9510b087acf9f33f83
+        uses: peter-evans/create-pull-request@c0f553fe549906ede9cf27b5156039d195d2ece0
        with:
          author: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
          commit-message: "Update translations"
@@ -35,33 +34,49 @@ jobs:
  package_updates:
    name: package_updates
    runs-on: ubuntu-latest
    container:
      image: ghcr.io/sunnypilot/sunnypilot-base:latest
    if: github.repository == 'sunnypilot/sunnypilot'
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
    - run: ./tools/op.sh setup
    - name: uv lock
-      if: github.repository == 'commaai/openpilot'
+      run: uv lock --upgrade
    - name: uv pip tree
      id: pip_tree
      run: |
-        python3 -m ensurepip --upgrade
+        echo 'PIP_TREE<<EOF' >> $GITHUB_OUTPUT
-        pip3 install uv
+        uv pip tree >> $GITHUB_OUTPUT
-        uv lock --upgrade
+        echo 'EOF' >> $GITHUB_OUTPUT
    - name: venv size
      id: venv_size
      run: |
        echo 'VENV_SIZE<<EOF' >> $GITHUB_OUTPUT
        echo "Total: $(du -sh .venv | cut -f1)" >> $GITHUB_OUTPUT
        echo "" >> $GITHUB_OUTPUT
        echo "Top 10 by size:" >> $GITHUB_OUTPUT
        du -sh .venv/lib/python*/site-packages/* 2>/dev/null \
          | grep -v '\.dist-info' \
          | grep -v '__pycache__' \
          | sort -rh \
          | head -10 \
          | while IFS=$'\t' read size path; do echo "$size  ${path##*/}"; done >> $GITHUB_OUTPUT
        echo 'EOF' >> $GITHUB_OUTPUT
    - name: bump submodules
      run: |
-        git config --global --add safe.directory '*'
+        git config submodule.msgq.update none
        git config submodule.rednose_repo.update none
        git config submodule.teleoprtc_repo.update none
        git config submodule.tinygrad.update none
        git submodule update --remote
        git add .
    - name: update car docs
      run: |
        export PYTHONPATH="$PWD"
        scons -j$(nproc) --minimal opendbc_repo
        python selfdrive/car/docs.py
        git add docs/CARS.md
    - name: Create Pull Request
-      uses: peter-evans/create-pull-request@9153d834b60caba6d51c9b9510b087acf9f33f83
+      uses: peter-evans/create-pull-request@c0f553fe549906ede9cf27b5156039d195d2ece0
      with:
        author: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
        token: ${{ github.repository == 'commaai/openpilot' && secrets.ACTIONS_CREATE_PR_PAT || secrets.GITHUB_TOKEN }}
@@ -70,5 +85,16 @@ jobs:
        branch: auto-package-updates
        base: master
        delete-branch: true
-        body: 'Automatic PR from repo-maintenance -> package_updates'
+        body: |
          Automatic PR from repo-maintenance -> package_updates
          ```
          $ du -sh .venv && du -sh .venv/lib/python*/site-packages/* | sort -rh | head -10
          ${{ steps.venv_size.outputs.VENV_SIZE }}
          ```
          ```
          $ uv pip tree
          ${{ steps.pip_tree.outputs.PIP_TREE }}
          ```
        labels: bot
@@ -1,52 +0,0 @@
 name: 'openpilot env setup, with retry on failure'
 inputs:
  docker_hub_pat:
    description: 'Auth token for Docker Hub, required for BuildJet jobs'
    required: false
    default: ''
  sleep_time:
    description: 'Time to sleep between retries'
    required: false
    default: 30
 outputs:
  duration:
    description: 'Duration of the setup process in seconds'
    value: ${{ steps.get_duration.outputs.duration }}
 runs:
  using: "composite"
  steps:
    - id: start_time
      shell: bash
      run: echo "START_TIME=$(date +%s)" >> $GITHUB_ENV
    - id: setup1
      uses: ./.github/workflows/setup
      continue-on-error: true
      with:
        is_retried: true
    - if: steps.setup1.outcome == 'failure'
      shell: bash
      run: sleep ${{ inputs.sleep_time }}
    - id: setup2
      if: steps.setup1.outcome == 'failure'
      uses: ./.github/workflows/setup
      continue-on-error: true
      with:
        is_retried: true
    - if: steps.setup2.outcome == 'failure'
      shell: bash
      run: sleep ${{ inputs.sleep_time }}
    - id: setup3
      if: steps.setup2.outcome == 'failure'
      uses: ./.github/workflows/setup
      with:
        is_retried: true
    - id: get_duration
      shell: bash
      run: |
        END_TIME=$(date +%s)
        DURATION=$((END_TIME - START_TIME))
        echo "Total duration: $DURATION seconds"
        echo "duration=$DURATION" >> $GITHUB_OUTPUT
@@ -1,56 +0,0 @@
 name: 'openpilot env setup'
 inputs:
  is_retried:
    description: 'A mock param that asserts that we use the setup-with-retry instead of this action directly'
    required: false
    default: 'false'
 runs:
  using: "composite"
  steps:
    # assert that this action is retried using the setup-with-retry
    - shell: bash
      if: ${{ inputs.is_retried == 'false' }}
      run: |
        echo "You should not run this action directly. Use setup-with-retry instead"
        exit 1
    - shell: bash
      name: No retries!
      run: |
        if [ "${{ github.run_attempt }}" -gt ${{ github.event.pull_request.head.repo.fork && github.event.pull_request.author_association == 'NONE' && 2 || 1}} ]; then
          echo -e "\033[0;31m##################################################"
          echo -e "\033[0;31m    Retries not allowed! Fix the flaky test!      "
          echo -e "\033[0;31m##################################################\033[0m"
          exit 1
        fi
    # do this after checkout to ensure our custom LFS config is used to pull from GitLab
    - shell: bash
      run: git lfs pull
    # build cache
    - id: date
      shell: bash
      run: echo "CACHE_COMMIT_DATE=$(git log -1 --pretty='format:%cd' --date=format:'%Y-%m-%d-%H:%M')" >> $GITHUB_ENV
    - shell: bash
      run: echo "$CACHE_COMMIT_DATE"
    - id: scons-cache
      uses: ./.github/workflows/auto-cache
      with:
        path: .ci_cache/scons_cache
        key: scons-${{ runner.arch }}-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
        restore-keys: |
          scons-${{ runner.arch }}-${{ env.CACHE_COMMIT_DATE }}
          scons-${{ runner.arch }}
    # as suggested here: https://github.com/moby/moby/issues/32816#issuecomment-910030001
    - id: normalize-file-permissions
      shell: bash
      name: Normalize file permissions to ensure a consistent docker build cache
      run: |
        find . -type f -executable -not -perm 755 -exec chmod 755 {} \;
        find . -type f -not -executable -not -perm 644 -exec chmod 644 {} \;
    # build our docker image
    - shell: bash
      run: eval ${{ env.BUILD }}
@@ -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
@@ -173,9 +173,18 @@ jobs:
            echo "Compiling: $onnx_file -> $output_file"
            QCOM=1 python3 "${{ env.TINYGRAD_PATH }}/examples/openpilot/compile3.py" "$onnx_file" "$output_file"
-            QCOM=1 python3 "${{ env.MODELS_DIR }}/../get_model_metadata.py" "$onnx_file" || true
+            DEV=QCOM FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 python3 "${{ env.MODELS_DIR }}/../get_model_metadata.py" "$onnx_file" || true
          done
      - name: Validate Model Outputs
        run: |
          source /etc/profile
          export UV_PROJECT_ENVIRONMENT=${HOME}/venv
          export VIRTUAL_ENV=$UV_PROJECT_ENVIRONMENT
          python3 "${{ github.workspace }}/release/ci/model_generator.py" \
            --validate-only \
            --model-dir "${{ env.MODELS_DIR }}"
      - name: Prepare Output
        run: |
          sudo rm -rf ${{ env.OUTPUT_DIR }}
@@ -184,7 +193,6 @@ jobs:
          # Copy the model files
          rsync -avm \
            --include='*.dlc' \
            --include='*.thneed' \
            --include='*.pkl' \
            --include='*.onnx' \
            --exclude='*' \
@@ -180,8 +180,6 @@ jobs:
          ./release/release_files.py | sort | uniq | rsync -rRl${RUNNER_DEBUG:+v} --files-from=- . $BUILD_DIR/
          cd $BUILD_DIR
          sed -i '/from .board.jungle import PandaJungle, PandaJungleDFU/s/^/#/' panda/__init__.py
          echo "Building sunnypilot's modeld..."
          scons -j$(nproc) cache_dir=${{env.SCONS_CACHE_DIR}} --minimal sunnypilot/modeld
          echo "Building sunnypilot's modeld_v2..."
          scons -j$(nproc) cache_dir=${{env.SCONS_CACHE_DIR}} --minimal sunnypilot/modeld_v2
          echo "Building sunnypilot's locationd..."
@@ -219,7 +217,6 @@ jobs:
            --exclude='**/.venv/' \
            --exclude='selfdrive/modeld/models/driving_vision.onnx' \
            --exclude='selfdrive/modeld/models/driving_policy.onnx' \
            --exclude='sunnypilot/modeld*/models/supercombo.onnx' \
            --exclude='third_party/*x86*' \
            --exclude='third_party/*Darwin*' \
            --delete-excluded \
@@ -241,10 +241,3 @@ jobs:
          gh run watch "$RUN_ID"
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
      - name: Trigger prebuilt workflow
        if: success() && steps.push-changes.outputs.has_changes == 'true'
        run: |
          gh workflow run sunnypilot-build-prebuilt.yaml --ref "${{ inputs.target_branch || env.DEFAULT_TARGET_BRANCH }}"
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -18,15 +18,8 @@ concurrency:
  cancel-in-progress: true
 env:
-  PYTHONWARNINGS: error
+  CI: 1
-  BASE_IMAGE: sunnypilot-base
+  PYTHONPATH: ${{ github.workspace }}
  AZURE_TOKEN: ${{ secrets.AZURE_COMMADATACI_OPENPILOTCI_TOKEN }}
  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 $BASE_IMAGE /bin/bash -c
  PYTEST: pytest --continue-on-collection-errors --durations=0 -n logical
 jobs:
@@ -36,12 +29,13 @@ jobs:
      (github.repository == 'commaai/openpilot') &&
      ((github.event_name != 'pull_request') ||
      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
      || fromJSON('["ubuntu-24.04"]') }}
    env:
      STRIPPED_DIR: /tmp/releasepilot
      PYTHONPATH: /tmp/releasepilot
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
    - name: Getting LFS files
@@ -53,17 +47,15 @@ jobs:
    - name: Build devel
      timeout-minutes: 1
      run: TARGET_DIR=$STRIPPED_DIR release/build_stripped.sh
-    - uses: ./.github/workflows/setup-with-retry
+    - run: ./tools/op.sh setup
    - name: Build openpilot and run checks
-      timeout-minutes: ${{ ((steps.restore-scons-cache.outputs.cache-hit == 'true') && 10 || 30) }} # allow more time when we missed the scons cache
+      timeout-minutes: 30
-      run: |
+      working-directory: ${{ env.STRIPPED_DIR }}
-        cd $STRIPPED_DIR
+      run: python3 system/manager/build.py
        ${{ env.RUN }} "python3 system/manager/build.py"
    - name: Run tests
      timeout-minutes: 1
-      run: |
+      working-directory: ${{ env.STRIPPED_DIR }}
-        cd $STRIPPED_DIR
+      run: release/check-dirty.sh
        ${{ env.RUN }} "release/check-dirty.sh"
    - name: Check submodules
      if: github.repository == 'sunnypilot/sunnypilot'
      timeout-minutes: 3
@@ -85,73 +77,20 @@ jobs:
        fi
        release/check-submodules.sh
  build:
    runs-on: ${{
      (github.repository == 'commaai/openpilot') &&
      ((github.event_name != 'pull_request') ||
      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
      || fromJSON('["ubuntu-24.04"]') }}
    steps:
    - uses: actions/checkout@v4
      with:
        submodules: true
    - name: Setup docker push
      if: github.ref == 'refs/heads/master' && github.event_name != 'pull_request' && github.repository == 'sunnypilot/sunnypilot'
      run: |
        echo "PUSH_IMAGE=true" >> "$GITHUB_ENV"
        $DOCKER_LOGIN
    - uses: ./.github/workflows/setup-with-retry
    - uses: ./.github/workflows/compile-openpilot
      timeout-minutes: 30
  build_mac:
    name: build macOS
    runs-on: ${{ ((github.repository == 'commaai/openpilot') && ((github.event_name != 'pull_request') || (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))) && 'namespace-profile-macos-8x14' || 'macos-latest' }}
    if: false  # There'll be one day that this works. That day is not today.
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
-    - run: echo "CACHE_COMMIT_DATE=$(git log -1 --pretty='format:%cd' --date=format:'%Y-%m-%d-%H:%M')" >> $GITHUB_ENV
+    - name: Remove Homebrew from environment
-    - name: Homebrew cache
+      run: |
-      uses: ./.github/workflows/auto-cache
+        FILTERED=$(echo "$PATH" | tr ':' '\n' | grep -v '/opt/homebrew' | tr '\n' ':')
-      with:
+        echo "PATH=${FILTERED}/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin" >> $GITHUB_ENV
-        save: false # No need save here if we manually save it later conditionally
+    - run: ./tools/op.sh setup
        path: ~/Library/Caches/Homebrew
        key: brew-macos-${{ hashFiles('tools/Brewfile') }}-${{ github.sha }}
        restore-keys: |
          brew-macos-${{ hashFiles('tools/Brewfile') }}
          brew-macos-
    - name: Install dependencies
      run: ./tools/mac_setup.sh
      env:
        PYTHONWARNINGS: default  # package install has DeprecationWarnings
        HOMEBREW_DISPLAY_INSTALL_TIMES: 1
    - name: Save Homebrew cache
      uses: actions/cache/save@v4
      if: github.ref == 'refs/heads/master'
      with:
        path: ~/Library/Caches/Homebrew
        key: brew-macos-${{ hashFiles('tools/Brewfile') }}-${{ github.sha }}
    - run: git lfs pull
    - name: Getting scons cache
      uses: ./.github/workflows/auto-cache
      with:
        save: false # No need save here if we manually save it later conditionally
        path: /tmp/scons_cache
        key: scons-${{ runner.arch }}-macos-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
        restore-keys: |
          scons-${{ runner.arch }}-macos-${{ env.CACHE_COMMIT_DATE }}
          scons-${{ runner.arch }}-macos
    - name: Building openpilot
-      run: . .venv/bin/activate && scons -j$(nproc)
+      run: scons
    - name: Save scons cache
      uses: actions/cache/save@v4
      if: github.ref == 'refs/heads/master'
      with:
        path: /tmp/scons_cache
        key: scons-${{ runner.arch }}-macos-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
  static_analysis:
    name: static analysis
@@ -159,18 +98,16 @@ jobs:
      (github.repository == 'commaai/openpilot') &&
      ((github.event_name != 'pull_request') ||
      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
      || fromJSON('["ubuntu-24.04"]') }}
    env:
      PYTHONWARNINGS: default
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
+    - run: ./tools/op.sh setup
    - name: Static analysis
      timeout-minutes: 1
-      run: ${{ env.RUN }} "scripts/lint/lint.sh"
+      run: scripts/lint/lint.sh
  unit_tests:
    name: unit tests
@@ -178,24 +115,22 @@ jobs:
      (github.repository == 'commaai/openpilot') &&
      ((github.event_name != 'pull_request') ||
      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
      || fromJSON('["ubuntu-24.04"]') }}
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
+    - run: ./tools/op.sh setup
      id: setup-step
    - name: Build openpilot
-      run: ${{ env.RUN }} "scons -j$(nproc)"
+      run: scons -j$(nproc)
    - name: Run unit tests
-      timeout-minutes: ${{ contains(runner.name, 'nsc') && ((steps.setup-step.outputs.duration < 18) && 1 || 2) || 999 }}
+      timeout-minutes: ${{ contains(runner.name, 'nsc') && 2 || 999 }}
      run: |
-        ${{ env.RUN }} "source selfdrive/test/setup_xvfb.sh && \
+        source selfdrive/test/setup_xvfb.sh
-                        # Pre-compile Python bytecode so each pytest worker doesn't need to
+        # Pre-compile Python bytecode so each pytest worker doesn't need to
-                        $PYTEST --collect-only -m 'not slow' -qq && \
+        $PYTEST --collect-only -m 'not slow' -qq
-                        MAX_EXAMPLES=1 $PYTEST -m 'not slow' && \
+        MAX_EXAMPLES=1 $PYTEST -m 'not slow'
                        chmod -R 777 /tmp/comma_download_cache"
  process_replay:
    name: process replay
@@ -204,48 +139,55 @@ jobs:
      (github.repository == 'commaai/openpilot') &&
      ((github.event_name != 'pull_request') ||
      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
      || fromJSON('["ubuntu-24.04"]') }}
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
+    - run: ./tools/op.sh setup
      id: setup-step
    - name: Cache test routes
      id: dependency-cache
      uses: actions/cache@v4
      with:
        path: .ci_cache/comma_download_cache
        key: proc-replay-${{ hashFiles('selfdrive/test/process_replay/ref_commit', 'selfdrive/test/process_replay/test_processes.py') }}
    - name: Build openpilot
-      run: |
+      run: scons -j$(nproc)
        ${{ env.RUN }} "scons -j$(nproc)"
    - name: Run replay
-      timeout-minutes: ${{ contains(runner.name, 'nsc') && (steps.dependency-cache.outputs.cache-hit == 'true') && ((steps.setup-step.outputs.duration < 18) && 1 || 2) || 20 }}
+      timeout-minutes: ${{ contains(runner.name, 'nsc') && 2 || 20 }}
-      run: |
+      continue-on-error: ${{ github.ref == 'refs/heads/master' }}
-        ${{ env.RUN }} "selfdrive/test/process_replay/test_processes.py -j$(nproc) && \
+      run: selfdrive/test/process_replay/test_processes.py -j$(nproc)
                        chmod -R 777 /tmp/comma_download_cache"
    - name: Print diff
      id: print-diff
      if: always()
      run: cat selfdrive/test/process_replay/diff.txt
-    - uses: actions/upload-artifact@v4
+    - uses: actions/upload-artifact@v6
      if: always()
      continue-on-error: true
      with:
        name: process_replay_diff.txt
        path: selfdrive/test/process_replay/diff.txt
-    - name: Upload reference logs
+    - name: Checkout ci-artifacts
-      if: false # TODO: move this to github instead of azure
+      if: github.repository == 'commaai/openpilot' && github.ref == 'refs/heads/master'
      uses: actions/checkout@v4
      with:
        repository: commaai/ci-artifacts
        ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
        path: ${{ github.workspace }}/ci-artifacts
    - name: Push refs
      if: github.repository == 'commaai/openpilot' && github.ref == 'refs/heads/master'
      working-directory: ${{ github.workspace }}/ci-artifacts
      run: |
-        ${{ env.RUN }} "unset PYTHONWARNINGS && AZURE_TOKEN='$AZURE_TOKEN' python3 selfdrive/test/process_replay/test_processes.py -j$(nproc) --upload-only"
+        git config user.name "GitHub Actions Bot"
        git config user.email "<>"
        git fetch origin process-replay || true
        git checkout process-replay 2>/dev/null || git checkout --orphan process-replay
        cp ${{ github.workspace }}/selfdrive/test/process_replay/fakedata/*.zst .
        echo "${{ github.sha }}" > ref_commit
        git add .
        git commit -m "process-replay refs for ${{ github.repository }}@${{ github.sha }}" || echo "No changes to commit"
        git push origin process-replay
    - name: Run regen
      if: false
      timeout-minutes: 4
-      run: |
+      env:
-        ${{ env.RUN }} "ONNXCPU=1 $PYTEST selfdrive/test/process_replay/test_regen.py && \
+        ONNXCPU: 1
-                        chmod -R 777 /tmp/comma_download_cache"
+      run: $PYTEST selfdrive/test/process_replay/test_regen.py
  simulator_driving:
    name: simulator driving
@@ -253,73 +195,44 @@ jobs:
      (github.repository == 'commaai/openpilot') &&
      ((github.event_name != 'pull_request') ||
      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
      || fromJSON('["ubuntu-24.04"]') }}
    if: false  # FIXME: Started to timeout recently
    steps:
-    - uses: actions/checkout@v4
+    - uses: actions/checkout@v6
      with:
        submodules: true
-    - uses: ./.github/workflows/setup-with-retry
+    - run: ./tools/op.sh setup
      id: setup-step
    - name: Build openpilot
-      run: |
+      run: scons -j$(nproc)
        ${{ env.RUN }} "scons -j$(nproc)"
    - name: Driving test
-      timeout-minutes: ${{ (steps.setup-step.outputs.duration < 18) && 1 || 2 }}
+      timeout-minutes: 2
      run: |
-        ${{ env.RUN }} "source selfdrive/test/setup_xvfb.sh && \
+        source selfdrive/test/setup_xvfb.sh
-                        source selfdrive/test/setup_vsound.sh && \
+        pytest -s tools/sim/tests/test_metadrive_bridge.py
                        CI=1 pytest -s tools/sim/tests/test_metadrive_bridge.py"
-  create_raylib_ui_report:
+  create_ui_report:
-    name: Create raylib UI Report
+    name: Create UI Report
    runs-on: ${{
      (github.repository == 'commaai/openpilot') &&
      ((github.event_name != 'pull_request') ||
      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
-      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
+      && fromJSON('["namespace-profile-amd64-8x16"]')
      || fromJSON('["ubuntu-24.04"]') }}
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
        with:
          submodules: true
-      - uses: ./.github/workflows/setup-with-retry
+      - run: ./tools/op.sh setup
      - name: Build openpilot
-        run: ${{ env.RUN }} "scons -j$(nproc)"
+        run: scons -j$(nproc)
-      - name: Create raylib UI Report
+      - name: Create UI Report
-        run: >
+        run: |
-          ${{ env.RUN }} "PYTHONWARNINGS=ignore &&
+          source selfdrive/test/setup_xvfb.sh
-                          source selfdrive/test/setup_xvfb.sh &&
+          python3 selfdrive/ui/tests/diff/replay.py
-                          python3 selfdrive/ui/tests/test_ui/raylib_screenshots.py"
+          python3 selfdrive/ui/tests/diff/replay.py --big
-      - name: Upload Raylib UI Report
+      - name: Upload UI Report
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
        with:
-          name: raylib-report-${{ inputs.run_number || '1' }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
+          name: ui-report-${{ inputs.run_number || '1' }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
          path: selfdrive/ui/tests/test_ui/raylib_report/screenshots
  create_mici_raylib_ui_report:
    name: Create mici raylib UI Report
    runs-on: ${{
      (github.repository == 'commaai/openpilot') &&
      ((github.event_name != 'pull_request') ||
      (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))
      && fromJSON('["namespace-profile-amd64-8x16", "namespace-experiments:docker.builds.local-cache=separate"]')
      || fromJSON('["ubuntu-24.04"]') }}
    steps:
      - uses: actions/checkout@v4
        with:
          submodules: true
      - uses: ./.github/workflows/setup-with-retry
      - name: Build openpilot
        run: ${{ env.RUN }} "scons -j$(nproc)"
      - name: Create mici raylib UI Report
        run: >
          ${{ env.RUN }} "PYTHONWARNINGS=ignore &&
                          source selfdrive/test/setup_xvfb.sh &&
                          WINDOWED=1 python3 selfdrive/ui/tests/diff/replay.py"
      - name: Upload Raylib UI Report
        uses: actions/upload-artifact@v4
        with:
          name: mici-raylib-report-${{ inputs.run_number || '1' }}-${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
          path: selfdrive/ui/tests/diff/report
@@ -0,0 +1,175 @@
 name: "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 UI Report"
  REPORT_NAME: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && 'master' || github.event.number }}
  SHA: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' && github.sha || github.event.pull_request.head.sha }}
  BRANCH_NAME: "openpilot/pr-${{ github.event.number }}-ui-preview"
  REPORT_FILES_BRANCH_NAME: "mici-raylib-ui-reports"
  # variant:video_prefix:master_branch
  VARIANTS: "mici:mici_ui_replay:openpilot_master_ui_mici_raylib big:tizi_ui_replay:openpilot_master_ui_big_raylib"
 jobs:
  preview:
    if: 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
        uses: dawidd6/action-download-artifact@v6
        with:
          github_token: ${{ secrets.GITHUB_TOKEN }}
          run_id: ${{ steps.get_run_id.outputs.run_id }}
          search_artifacts: true
          name: ui-report-1-${{ env.REPORT_NAME }}
          path: ${{ github.workspace }}/pr_ui
      - name: Getting mici master ui
        uses: actions/checkout@v6
        with:
          repository: sunnypilot/ci-artifacts
          ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
          path: ${{ github.workspace }}/master_mici
          ref: openpilot_master_ui_mici_raylib
      - name: Getting big master ui
        uses: actions/checkout@v6
        with:
          repository: sunnypilot/ci-artifacts
          ssh-key: ${{ secrets.CI_ARTIFACTS_DEPLOY_KEY }}
          path: ${{ github.workspace }}/master_big
          ref: openpilot_master_ui_big_raylib
      - name: Saving new master ui
        if: github.ref == 'refs/heads/master' && github.event_name == 'push'
        run: |
          for variant in $VARIANTS; do
            IFS=':' read -r name video branch <<< "$variant"
            master_dir="${{ github.workspace }}/master_${name}"
            cd "$master_dir"
            git checkout --orphan=new_branch
            git rm -rf *
            git branch -D "$branch"
            git branch -m "$branch"
            git config user.name "GitHub Actions Bot"
            git config user.email "<>"
            cp "${{ github.workspace }}/pr_ui/${video}.mp4" .
            git add .
            git commit -m "${name} video for commit ${{ env.SHA }}"
            git push origin "$branch" --force
          done
      - name: Setup FFmpeg
        uses: AnimMouse/setup-ffmpeg@ae28d57dabbb148eff63170b6bf7f2b60062cbae
      - name: Finding diffs
        if: github.event_name == 'pull_request_target'
        id: find_diff
        run: |
          export PYTHONPATH=${{ github.workspace }}
          baseurl="https://github.com/sunnypilot/ci-artifacts/raw/refs/heads/${{ env.BRANCH_NAME }}"
          COMMENT=""
          for variant in $VARIANTS; do
            IFS=':' read -r name video _ <<< "$variant"
            diff_name="${name}_diff"
            mv "${{ github.workspace }}/pr_ui/${video}.mp4" "${{ github.workspace }}/pr_ui/${video}_proposed.mp4"
            cp "${{ github.workspace }}/master_${name}/${video}.mp4" "${{ github.workspace }}/pr_ui/${video}_master.mp4"
            diff_exit_code=0
            python3 ${{ github.workspace }}/selfdrive/ui/tests/diff/diff.py \
              "${{ github.workspace }}/pr_ui/${video}_master.mp4" \
              "${{ github.workspace }}/pr_ui/${video}_proposed.mp4" \
              "${diff_name}.html" --basedir "$baseurl" --no-open || diff_exit_code=$?
            cp "${{ github.workspace }}/selfdrive/ui/tests/diff/report/${diff_name}.html" "${{ github.workspace }}/pr_ui/"
            cp "${{ github.workspace }}/selfdrive/ui/tests/diff/report/${diff_name}.mp4" "${{ github.workspace }}/pr_ui/"
            REPORT_URL="https://sunnypilot.github.io/ci-artifacts/${diff_name}_pr_${{ github.event.number }}.html"
            if [ $diff_exit_code -eq 0 ]; then
              COMMENT+="**${name}**: Videos are identical! [View Diff Report]($REPORT_URL)"$'\n'
            else
              COMMENT+="**${name}**: ⚠️ <strong>Videos differ!</strong> [View Diff Report]($REPORT_URL)"$'\n'
            fi
          done
          {
            echo "COMMENT<<EOF"
            echo "$COMMENT"
            echo "EOF"
          } >> "$GITHUB_OUTPUT"
      - name: Saving proposed ui
        if: github.event_name == 'pull_request_target'
        working-directory: ${{ github.workspace }}/master_mici
        run: |
          git config user.name "GitHub Actions Bot"
          git config user.email "<>"
          git checkout --orphan=${{ env.BRANCH_NAME }}
          git rm -rf *
          mv ${{ github.workspace }}/pr_ui/* .
          git add .
          git commit -m "ui videos for PR #${{ github.event.number }}"
          git push origin ${{ env.BRANCH_NAME }} --force
          # Append diff reports to report files branch
          git fetch origin ${{ env.REPORT_FILES_BRANCH_NAME }}
          git checkout ${{ env.REPORT_FILES_BRANCH_NAME }}
          for variant in $VARIANTS; do
            IFS=':' read -r name _ _ <<< "$variant"
            diff_name="${name}_diff"
            cp "${{ github.workspace }}/selfdrive/ui/tests/diff/report/${diff_name}.html" "${diff_name}_pr_${{ github.event.number }}.html"
            git add "${diff_name}_pr_${{ github.event.number }}.html"
          done
          git commit -m "ui diff reports for PR #${{ github.event.number }}" || echo "No changes to commit"
          git push origin ${{ env.REPORT_FILES_BRANCH_NAME }}
      - name: Comment on PR
        if: github.event_name == 'pull_request_target'
        uses: thollander/actions-comment-pull-request@v2
        with:
          message: |
            <!-- _(run_id_ui_preview **${{ github.run_id }}**)_ -->
            ## UI Preview
            ${{ steps.find_diff.outputs.COMMENT }}
          comment_tag: run_id_ui_preview
          pr_number: ${{ github.event.number }}
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -64,9 +64,7 @@ flycheck_*
 cppcheck_report.txt
 comma*.sh
-selfdrive/modeld/models/*.pkl
+selfdrive/modeld/models/*.pkl*
 sunnypilot/modeld*/thneed/compile
 sunnypilot/modeld*/models/*.thneed
 sunnypilot/modeld*/models/*.pkl
 # openpilot log files
@@ -99,6 +97,11 @@ Pipfile
 .history
 .ionide
 .claude/
 .context/
 PLAN.md
 TASK.md
 ### JetBrains ###
 !.idea/customTargets.xml
 !.idea/tools/*
@@ -15,7 +15,7 @@
  url = https://github.com/commaai/teleoprtc
 [submodule "tinygrad"]
  path = tinygrad_repo
-  url = https://github.com/commaai/tinygrad.git
+  url = https://github.com/sunnypilot/tinygrad.git
 [submodule "sunnypilot/neural_network_data"]
  path = sunnypilot/neural_network_data
  url = https://github.com/sunnypilot/neural-network-data.git
@@ -1,5 +1,104 @@
-sunnypilot Version 2025.003.000 (20xx-xx-xx)
+sunnypilot Version 2026.001.000 (2026-03-xx)
 ========================
 * What's Changed (sunnypilot/sunnypilot)
  * Complete rewrite of the user interface from Qt C++ to Raylib Python
  * comma four support
  * ui: sunnypilot toggle style by @nayan8teen
  * ui: fix scroll panel mouse wheel behavior by @nayan8teen
  * ui: sunnypilot panels by @nayan8teen
  * sunnylink: centralize key pair handling in sunnylink registration by @devtekve
  * ui: reimplement sunnypilot branding with Raylib by @sunnyhaibin
  * ui: Platform Selector by @Discountchubbs
  * ui: vehicle brand settings by @Discountchubbs
  * ui: sunnylink client-side implementation by @nayan8teen
  * ui: `NetworkUISP` by @Discountchubbs
  * ui: add sunnypilot font by @nayan8teen
  * ui: sunnypilot sponsor tier color mapping by @sunnyhaibin
  * ui: sunnylink panel by @nayan8teen
  * ui: Models panel by @Discountchubbs
  * ui: software panel by @Discountchubbs
  * modeld_v2: support planplus outputs by @Discountchubbs
  * ui: OSM panel by @Discountchubbs
  * ui: Developer panel extension by @Discountchubbs
  * sunnylink: Vehicle Selector support by @sunnyhaibin
  * [TIZI/TICI] ui: Developer Metrics by @rav4kumar
  * [comma 4] ui: sunnylink panel by @nayan8teen
  * ui: lateral-only and longitudinal-only UI statuses support by @royjr
  * sunnylink: elliptic curve keys support and improve key path handling by @nayan8teen
  * sunnylink: block remote modification of SSH key parameters by @zikeji
  * [TIZI/TICI] ui: rainbow path by @rav4kumar
  * [TIZI/TICI] ui: chevron metrics by @rav4kumar
  * ui: include MADS enabled state to `engaged` check by @sunnyhaibin
  * Toyota: Enforce Factory Longitudinal Control by @sunnyhaibin
  * ui: fix malformed dongle ID display on the PC if dongleID is not set by @dzid26
  * SL: Re enable and validate ingestion of swaglogs by @devtekve
  * modeld_v2: planplus model tuning by @Discountchubbs
  * ui: fix Always Offroad button visibility by @nayan8teen
  * Reimplement sunnypilot Terms of Service & sunnylink Consent Screens by @sunnyhaibin
  * [TIZI/TICI] ui: update dmoji position and Developer UI adjustments by @rav4kumar
  * modeld: configurable camera offset by @Discountchubbs
  * [TIZI/TICI] ui: sunnylink status on sidebar by @Copilot
  * ui: Global Brightness Override by @nayan8teen
  * ui: Customizable Interactive Timeout by @sunnyhaibin
  * sunnylink: add units to param metadata by @nayan8teen
  * ui: Customizable Onroad Brightness by @sunnyhaibin
  * [TIZI/TICI] ui: Steering panel by @nayan8teen
  * [TIZI/TICI] ui: Rocket Fuel by @rav4kumar
  * [TIZI/TICI] ui: MICI style turn signals by @rav4kumar
  * [TIZI/TICI] ui: MICI style blindspot indicators by @sunnyhaibin
  * [MICI] ui: display blindspot indicators when available by @rav4kumar
  * [TIZI/TICI] ui: Road Name by @rav4kumar
  * [TIZI/TICI] ui: Blue "Exit Always Offroad" button by @dzid26
  * [TIZI/TICI] ui: Speed Limit by @rav4kumar
  * Reapply "latcontrol_torque: lower kp and lower friction threshold (commaai/openpilot#36619)" by @sunnyhaibin
  * [TIZI/TICI] ui: steering arc by @royjr
  * [TIZI/TICI] ui: Smart Cruise Control elements by @sunnyhaibin
  * [TIZI/TICI] ui: Green Light and Lead Departure elements by @sunnyhaibin
  * [TIZI/TICI] ui: standstill timer by @sunnyhaibin
  * [MICI] ui: driving models selector by @Discountchubbs
  * [TIZI/TICI] ui: Hide vEgo and True vEgo by @sunnyhaibin
  * [TIZI/TICI] ui: Visuals panel by @nayan8teen
  * Device: Retain QuickBoot state after op switch by @nayan8teen
  * [TIZI/TICI] ui: Trips panel by @sunnyhaibin
  * [TIZI/TICI] ui: dynamic ICBM status by @sunnyhaibin
  * [TIZI/TICI] ui: Cruise panel by @sunnyhaibin
  * ui: better wake mode support by @nayan8teen
  * Pause Lateral Control with Blinker: Post-Blinker Delay by @CHaucke89
  * SCC-V: Use p97 for predicted lateral accel by @yasu-oh
  * Controls: Support for Torque Lateral Control v0 Tune by @sunnyhaibin
 * What's Changed (sunnypilot/opendbc)
  * Honda: DBC for Accord 9th Generation by @mvl-boston
  * FCA: update tire stiffness values for `RAM_HD` by @dparring
  * Honda: Nidec hybrid baseline brake support by @mvl-boston
  * Subaru Global Gen2: bump steering limits and update tuning by @sunnyhaibin
  * Toyota: Enforce Stock Longitudinal Control by @rav4kumar
  * Nissan: use MADS enabled status for LKAS HUD logic by @downquark7
  * Reapply "Lateral: lower friction threshold (#2915)" (#378) by @sunnyhaibin
  * HKG: add KIA_FORTE_2019_NON_SCC fingerprint by @royjr
  * Nissan: Parse cruise control buttons by @downquark7
  * Rivian: Add stalk down ACC behavior to match stock Rivian by @lukasloetkolben
  * Tesla: remove `TESLA_MODEL_X` from `dashcamOnly` by @ssysm
  * Hyundai Longitudinal: refactor tuning by @Discountchubbs
  * Tesla: add fingerprint for Model 3 Performance HW4 by @sunnyhaibin
  * Toyota: do not disable radar when smartDSU or CAN Filter detected by @sunnyhaibin
  * Honda: add missing `GasInterceptor` messages to Taiwan Odyssey DBC by @mvl-boston
  * GM: remove `CHEVROLET_EQUINOX_NON_ACC_3RD_GEN` from `dashcamOnly` by @sunnyhaibin
  * GM: remove `CHEVROLET_BOLT_NON_ACC_2ND_GEN` from `dashcamOnly` by @sunnyhaibin
 * New Contributors (sunnypilot/sunnypilot)
  * @TheSecurityDev made their first contribution in "ui: fix sidebar scroll in UI screenshots"
  * @zikeji made their first contribution in "sunnylink: block remote modification of SSH key parameters"
  * @Candy0707 made their first contribution in "[TIZI/TICI] ui: Fix misaligned turn signals and blindspot indicators with sidebar"
  * @CHaucke89 made their first contribution in "Pause Lateral Control with Blinker: Post-Blinker Delay"
  * @yasu-oh made their first contribution in "SCC-V: Use p97 for predicted lateral accel"
 * New Contributors (sunnypilot/opendbc)
  * @AmyJeanes made their first contribution in "Tesla: Fix stock LKAS being blocked when MADS is enabled"
  * @mvl-boston made their first contribution in "Honda: Update Clarity brake to renamed DBC message name"
  * @dzid26 made their first contribution in "Tesla: Parse speed limit from CAN"
  * @firestar5683 made their first contribution in "GM: Non-ACC platforms with steering only support"
  * @downquark7 made their first contribution in "Nissan: use MADS enabled status for LKAS HUD logic"
  * @royjr made their first contribution in "HKG: add KIA_FORTE_2019_NON_SCC fingerprint"
  * @ssysm made their first contribution in "Tesla: remove `TESLA_MODEL_X` from `dashcamOnly`"
 * Full Changelog: https://github.com/sunnypilot/sunnypilot/compare/v2025.002.000...v2026.001.000
 sunnypilot Version 2025.002.000 (2025-11-06)
 ========================
@@ -1,14 +1,38 @@
-FROM ghcr.io/commaai/openpilot-base:latest
+FROM ubuntu:24.04
 ENV PYTHONUNBUFFERED=1
-ENV OPENPILOT_PATH=/home/batman/openpilot
+ENV DEBIAN_FRONTEND=noninteractive
 RUN apt-get update && \
    apt-get install -y --no-install-recommends sudo tzdata locales && \
    rm -rf /var/lib/apt/lists/*
 RUN sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen && locale-gen
 ENV LANG=en_US.UTF-8
 ENV LANGUAGE=en_US:en
 ENV LC_ALL=en_US.UTF-8
 ENV NVIDIA_VISIBLE_DEVICES=all
 ENV NVIDIA_DRIVER_CAPABILITIES=graphics,utility,compute
 ARG USER=batman
 ARG USER_UID=1001
 RUN useradd -m -s /bin/bash -u $USER_UID $USER
 RUN usermod -aG sudo $USER
 RUN echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
 USER $USER
 ENV OPENPILOT_PATH=/home/$USER/openpilot
 RUN mkdir -p ${OPENPILOT_PATH}
 WORKDIR ${OPENPILOT_PATH}
-COPY . ${OPENPILOT_PATH}/
+COPY --chown=$USER . ${OPENPILOT_PATH}/
-ENV UV_BIN="/home/batman/.local/bin/"
+ENV UV_BIN="/home/$USER/.local/bin/"
-ENV PATH="$UV_BIN:$PATH"
+ENV VIRTUAL_ENV=${OPENPILOT_PATH}/.venv
-RUN UV_PROJECT_ENVIRONMENT=$VIRTUAL_ENV uv run scons --cache-readonly -j$(nproc)
+ENV PATH="$UV_BIN:$VIRTUAL_ENV/bin:$PATH"
 RUN tools/setup_dependencies.sh && \
    sudo rm -rf /var/lib/apt/lists/*
 USER root
 RUN git config --global --add safe.directory '*'
@@ -1,82 +0,0 @@
 FROM ubuntu:24.04
 ENV PYTHONUNBUFFERED=1
 ENV DEBIAN_FRONTEND=noninteractive
 RUN apt-get update && \
    apt-get install -y --no-install-recommends sudo tzdata locales ssh pulseaudio xvfb x11-xserver-utils gnome-screenshot python3-tk python3-dev && \
    rm -rf /var/lib/apt/lists/*
 RUN sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen && locale-gen
 ENV LANG=en_US.UTF-8
 ENV LANGUAGE=en_US:en
 ENV LC_ALL=en_US.UTF-8
 COPY tools/install_ubuntu_dependencies.sh /tmp/tools/
 RUN /tmp/tools/install_ubuntu_dependencies.sh && \
    rm -rf /var/lib/apt/lists/* /tmp/* && \
    cd /usr/lib/gcc/arm-none-eabi/* && \
    rm -rf arm/ thumb/nofp thumb/v6* thumb/v8* thumb/v7+fp thumb/v7-r+fp.sp
 # Add OpenCL
 RUN apt-get update && apt-get install -y --no-install-recommends \
    apt-utils \
    alien \
    unzip \
    tar \
    curl \
    xz-utils \
    dbus \
    gcc-arm-none-eabi \
    tmux \
    vim \
    libx11-6 \
    wget \
  && rm -rf /var/lib/apt/lists/*
 RUN mkdir -p /tmp/opencl-driver-intel && \
    cd /tmp/opencl-driver-intel && \
    wget https://github.com/intel/llvm/releases/download/2024-WW14/oclcpuexp-2024.17.3.0.09_rel.tar.gz && \
    wget https://github.com/oneapi-src/oneTBB/releases/download/v2021.12.0/oneapi-tbb-2021.12.0-lin.tgz && \
    mkdir -p /opt/intel/oclcpuexp_2024.17.3.0.09_rel && \
    cd /opt/intel/oclcpuexp_2024.17.3.0.09_rel && \
    tar -zxvf /tmp/opencl-driver-intel/oclcpuexp-2024.17.3.0.09_rel.tar.gz && \
    mkdir -p /etc/OpenCL/vendors && \
    echo /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64/libintelocl.so > /etc/OpenCL/vendors/intel_expcpu.icd && \
    cd /opt/intel && \
    tar -zxvf /tmp/opencl-driver-intel/oneapi-tbb-2021.12.0-lin.tgz && \
    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbb.so /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbbmalloc.so /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbb.so.12 /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbbmalloc.so.2 /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
    mkdir -p /etc/ld.so.conf.d && \
    echo /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 > /etc/ld.so.conf.d/libintelopenclexp.conf && \
    ldconfig -f /etc/ld.so.conf.d/libintelopenclexp.conf && \
    cd / && \
    rm -rf /tmp/opencl-driver-intel
 ENV NVIDIA_VISIBLE_DEVICES=all
 ENV NVIDIA_DRIVER_CAPABILITIES=graphics,utility,compute
 ENV QTWEBENGINE_DISABLE_SANDBOX=1
 RUN dbus-uuidgen > /etc/machine-id
 RUN apt-get update && apt-get install -y fonts-noto-cjk fonts-noto-color-emoji
 ARG USER=batman
 ARG USER_UID=1001
 RUN useradd -m -s /bin/bash -u $USER_UID $USER
 RUN usermod -aG sudo $USER
 RUN echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
 USER $USER
 COPY --chown=$USER pyproject.toml uv.lock /home/$USER
 COPY --chown=$USER tools/install_python_dependencies.sh /home/$USER/tools/
 ENV VIRTUAL_ENV=/home/$USER/.venv
 ENV PATH="$VIRTUAL_ENV/bin:$PATH"
 RUN cd /home/$USER && \
    tools/install_python_dependencies.sh && \
    rm -rf tools/ pyproject.toml uv.lock .cache
 USER root
 RUN sudo git config --global --add safe.directory /tmp/openpilot
@@ -1,12 +0,0 @@
 FROM ghcr.io/sunnypilot/sunnypilot-base:latest
 ENV PYTHONUNBUFFERED=1
 ENV OPENPILOT_PATH=/home/batman/openpilot
 RUN mkdir -p ${OPENPILOT_PATH}
 WORKDIR ${OPENPILOT_PATH}
 COPY . ${OPENPILOT_PATH}/
 RUN scons --cache-readonly -j$(nproc)
@@ -1,83 +0,0 @@
 FROM ubuntu:24.04
 ENV PYTHONUNBUFFERED=1
 ENV DEBIAN_FRONTEND=noninteractive
 RUN apt-get update && \
    apt-get install -y --no-install-recommends sudo tzdata locales ssh pulseaudio xvfb x11-xserver-utils gnome-screenshot python3-tk python3-dev && \
    rm -rf /var/lib/apt/lists/*
 RUN sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen && locale-gen
 ENV LANG=en_US.UTF-8
 ENV LANGUAGE=en_US:en
 ENV LC_ALL=en_US.UTF-8
 COPY tools/install_ubuntu_dependencies.sh /tmp/tools/
 RUN /tmp/tools/install_ubuntu_dependencies.sh && \
    rm -rf /var/lib/apt/lists/* /tmp/* && \
    cd /usr/lib/gcc/arm-none-eabi/* && \
    rm -rf arm/ thumb/nofp thumb/v6* thumb/v8* thumb/v7+fp thumb/v7-r+fp.sp
 # Add OpenCL
 RUN apt-get update && apt-get install -y --no-install-recommends \
    apt-utils \
    alien \
    unzip \
    tar \
    curl \
    xz-utils \
    dbus \
    gcc-arm-none-eabi \
    tmux \
    vim \
    libx11-6 \
    wget \
    rsync \
  && rm -rf /var/lib/apt/lists/*
 RUN mkdir -p /tmp/opencl-driver-intel && \
    cd /tmp/opencl-driver-intel && \
    wget https://github.com/intel/llvm/releases/download/2024-WW14/oclcpuexp-2024.17.3.0.09_rel.tar.gz && \
    wget https://github.com/oneapi-src/oneTBB/releases/download/v2021.12.0/oneapi-tbb-2021.12.0-lin.tgz && \
    mkdir -p /opt/intel/oclcpuexp_2024.17.3.0.09_rel && \
    cd /opt/intel/oclcpuexp_2024.17.3.0.09_rel && \
    tar -zxvf /tmp/opencl-driver-intel/oclcpuexp-2024.17.3.0.09_rel.tar.gz && \
    mkdir -p /etc/OpenCL/vendors && \
    echo /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64/libintelocl.so > /etc/OpenCL/vendors/intel_expcpu.icd && \
    cd /opt/intel && \
    tar -zxvf /tmp/opencl-driver-intel/oneapi-tbb-2021.12.0-lin.tgz && \
    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbb.so /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbbmalloc.so /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbb.so.12 /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
    ln -s /opt/intel/oneapi-tbb-2021.12.0/lib/intel64/gcc4.8/libtbbmalloc.so.2 /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 && \
    mkdir -p /etc/ld.so.conf.d && \
    echo /opt/intel/oclcpuexp_2024.17.3.0.09_rel/x64 > /etc/ld.so.conf.d/libintelopenclexp.conf && \
    ldconfig -f /etc/ld.so.conf.d/libintelopenclexp.conf && \
    cd / && \
    rm -rf /tmp/opencl-driver-intel
 ENV NVIDIA_VISIBLE_DEVICES=all
 ENV NVIDIA_DRIVER_CAPABILITIES=graphics,utility,compute
 ENV QTWEBENGINE_DISABLE_SANDBOX=1
 RUN dbus-uuidgen > /etc/machine-id
 RUN apt-get update && apt-get install -y fonts-noto-cjk fonts-noto-color-emoji
 ARG USER=batman
 ARG USER_UID=1001
 RUN useradd -m -s /bin/bash -u $USER_UID $USER
 RUN usermod -aG sudo $USER
 RUN echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
 USER $USER
 COPY --chown=$USER pyproject.toml uv.lock /home/$USER
 COPY --chown=$USER tools/install_python_dependencies.sh /home/$USER/tools/
 ENV VIRTUAL_ENV=/home/$USER/.venv
 ENV PATH="$VIRTUAL_ENV/bin:$PATH"
 RUN cd /home/$USER && \
    tools/install_python_dependencies.sh && \
    rm -rf tools/ pyproject.toml uv.lock .cache
 USER root
 RUN sudo git config --global --add safe.directory /tmp/openpilot
@@ -22,7 +22,7 @@ shopt -s huponexit # kill all child processes when the shell exits
 export CI=1
 export PYTHONWARNINGS=error
-export LOGPRINT=debug
+#export LOGPRINT=debug # this has gotten too spammy...
 export TEST_DIR=${env.TEST_DIR}
 export SOURCE_DIR=${env.SOURCE_DIR}
 export GIT_BRANCH=${env.GIT_BRANCH}
@@ -210,30 +210,23 @@ node {
      'HW + Unit Tests': {
        deviceStage("tizi-hardware", "tizi-common", ["UNSAFE=1"], [
          step("build", "cd system/manager && ./build.py"),
          step("test pandad", "pytest selfdrive/pandad/tests/test_pandad.py", [diffPaths: ["panda", "selfdrive/pandad/"]]),
          step("test power draw", "pytest -s system/hardware/tici/tests/test_power_draw.py"),
          step("test encoder", "LD_LIBRARY_PATH=/usr/local/lib pytest system/loggerd/tests/test_encoder.py", [diffPaths: ["system/loggerd/"]]),
          step("test manager", "pytest system/manager/test/test_manager.py"),
        ])
      },
      'loopback': {
        deviceStage("loopback", "tizi-loopback", ["UNSAFE=1"], [
          step("build openpilot", "cd system/manager && ./build.py"),
          step("test pandad loopback", "pytest selfdrive/pandad/tests/test_pandad_loopback.py"),
        ])
      },
      'camerad OX03C10': {
        deviceStage("OX03C10", "tizi-ox03c10", ["UNSAFE=1"], [
          step("build", "cd system/manager && ./build.py"),
-          step("test camerad", "pytest system/camerad/test/test_camerad.py", [timeout: 60]),
+          step("test pandad", "pytest selfdrive/pandad/tests/test_pandad.py", [diffPaths: ["panda", "selfdrive/pandad/"]]),
-          step("test exposure", "pytest system/camerad/test/test_exposure.py"),
+          step("test camerad", "pytest system/camerad/test/test_camerad.py", [timeout: 90]),
        ])
      },
      'camerad OS04C10': {
        deviceStage("OS04C10", "tici-os04c10", ["UNSAFE=1"], [
          step("build", "cd system/manager && ./build.py"),
-          step("test camerad", "pytest system/camerad/test/test_camerad.py", [timeout: 60]),
+          step("test pandad", "pytest selfdrive/pandad/tests/test_pandad.py", [diffPaths: ["panda", "selfdrive/pandad/"]]),
-          step("test exposure", "pytest system/camerad/test/test_exposure.py"),
+          step("test camerad", "pytest system/camerad/test/test_camerad.py", [timeout: 90]),
        ])
      },
      'sensord': {
@@ -251,11 +244,9 @@ node {
      'tizi': {
        deviceStage("tizi", "tizi", ["UNSAFE=1"], [
          step("build openpilot", "cd system/manager && ./build.py"),
-          step("test pandad loopback", "SINGLE_PANDA=1 pytest selfdrive/pandad/tests/test_pandad_loopback.py"),
+          step("test pandad loopback", "pytest selfdrive/pandad/tests/test_pandad_loopback.py"),
          step("test pandad spi", "pytest selfdrive/pandad/tests/test_pandad_spi.py"),
          step("test amp", "pytest system/hardware/tici/tests/test_amplifier.py"),
          // TODO: enable once new AGNOS is available
          // step("test esim", "pytest system/hardware/tici/tests/test_esim.py"),
          step("test qcomgpsd", "pytest system/qcomgpsd/tests/test_qcomgpsd.py", [diffPaths: ["system/qcomgpsd/"]]),
        ])
      },
@@ -1,3 +1,9 @@
 Version 0.10.4 (2026-02-17)
 ========================
 * Kia K7 2017 support thanks to royjr!
 * Lexus LS 2018 support thanks to Hacheoy!
 * Reduce comma four standby power usage by 77% to 52 mW
 Version 0.10.3 (2025-12-17)
 ========================
 * New driving model #36249
@@ -14,11 +14,11 @@ 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')
 AddOption('--ccflags', action='store', type='string', default='', help='pass arbitrary flags over the command line')
 AddOption('--verbose', action='store_true', default=False, help='show full build commands')
 AddOption('--minimal',
          action='store_false',
          dest='extras',
@@ -29,7 +29,6 @@ AddOption('--minimal',
 arch = subprocess.check_output(["uname", "-m"], encoding='utf8').rstrip()
 if platform.system() == "Darwin":
  arch = "Darwin"
  brew_prefix = subprocess.check_output(['brew', '--prefix'], encoding='utf8').strip()
 elif arch == "aarch64" and os.path.isfile('/TICI'):
  arch = "larch64"
 assert arch in [
@@ -39,6 +38,25 @@ assert arch in [
  "Darwin",   # macOS arm64 (x86 not supported)
 ]
 if arch != "larch64":
  import bzip2
  import capnproto
  import eigen
  import ffmpeg as ffmpeg_pkg
  import libjpeg
  import libyuv
  import ncurses
  import openssl3
  import python3_dev
  import zeromq
  import zstd
  pkgs = [bzip2, capnproto, eigen, ffmpeg_pkg, libjpeg, libyuv, ncurses, openssl3, zeromq, zstd]
  py_include = python3_dev.INCLUDE_DIR
 else:
  # TODO: remove when AGNOS has our new vendor pkgs
  pkgs = []
  py_include = sysconfig.get_paths()['include']
 env = Environment(
  ENV={
    "PATH": os.environ['PATH'],
@@ -47,15 +65,13 @@ env = Environment(
    "ACADOS_PYTHON_INTERFACE_PATH": Dir("#third_party/acados/acados_template").abspath,
    "TERA_PATH": Dir("#").abspath + f"/third_party/acados/{arch}/t_renderer"
  },
  CC='clang',
  CXX='clang++',
  CCFLAGS=[
    "-g",
    "-fPIC",
    "-O2",
    "-Wunused",
    "-Werror",
-    "-Wshadow",
+    "-Wshadow" if arch in ("Darwin", "larch64") else "-Wshadow=local",
    "-Wno-unknown-warning-option",
    "-Wno-inconsistent-missing-override",
    "-Wno-c99-designator",
@@ -74,7 +90,7 @@ env = Environment(
    "#third_party/acados/include/blasfeo/include",
    "#third_party/acados/include/hpipm/include",
    "#third_party/catch2/include",
-    "#third_party/libyuv/include",
+    [x.INCLUDE_DIR for x in pkgs],
  ],
  LIBPATH=[
    "#common",
@@ -82,8 +98,8 @@ env = Environment(
    "#third_party",
    "#selfdrive/pandad",
    "#rednose/helpers",
    f"#third_party/libyuv/{arch}/lib",
    f"#third_party/acados/{arch}/lib",
    [x.LIB_DIR for x in pkgs],
  ],
  RPATH=[],
  CYTHONCFILESUFFIX=".cpp",
@@ -95,7 +111,8 @@ env = Environment(
 # Arch-specific flags and paths
 if arch == "larch64":
-  env.Append(CPPPATH=["#third_party/opencl/include"])
+  env["CC"] = "clang"
  env["CXX"] = "clang++"
  env.Append(LIBPATH=[
    "/usr/local/lib",
    "/system/vendor/lib64",
@@ -106,17 +123,10 @@ if arch == "larch64":
  env.Append(CXXFLAGS=arch_flags)
 elif arch == "Darwin":
  env.Append(LIBPATH=[
    f"{brew_prefix}/lib",
    f"{brew_prefix}/opt/openssl@3.0/lib",
    f"{brew_prefix}/opt/llvm/lib/c++",
    "/System/Library/Frameworks/OpenGL.framework/Libraries",
  ])
  env.Append(CCFLAGS=["-DGL_SILENCE_DEPRECATION"])
  env.Append(CXXFLAGS=["-DGL_SILENCE_DEPRECATION"])
  env.Append(CPPPATH=[
    f"{brew_prefix}/include",
    f"{brew_prefix}/opt/openssl@3.0/include",
  ])
 else:
  env.Append(LIBPATH=[
    "/usr/lib",
@@ -139,6 +149,22 @@ if _extra_cc:
 if arch != "Darwin":
  env.Append(LINKFLAGS=["-Wl,--as-needed", "-Wl,--no-undefined"])
 # Shorter build output: show brief descriptions instead of full commands.
 # Full command lines are still printed on failure by scons.
 if not GetOption('verbose'):
  for action, short in (
    ("CC",     "CC"),
    ("CXX",    "CXX"),
    ("LINK",   "LINK"),
    ("SHCC",   "CC"),
    ("SHCXX",  "CXX"),
    ("SHLINK", "LINK"),
    ("AR",     "AR"),
    ("RANLIB", "RANLIB"),
    ("AS",     "AS"),
  ):
    env[f"{action}COMSTR"] = f"  [{short}] $TARGET"
 # progress output
 node_interval = 5
 node_count = 0
@@ -150,10 +176,9 @@ if os.environ.get('SCONS_PROGRESS'):
  Progress(progress_function, interval=node_interval)
 # ********** Cython build environment **********
 py_include = sysconfig.get_paths()['include']
 envCython = env.Clone()
 envCython["CPPPATH"] += [py_include, np.get_include()]
-envCython["CCFLAGS"] += ["-Wno-#warnings", "-Wno-shadow", "-Wno-deprecated-declarations"]
+envCython["CCFLAGS"] += ["-Wno-#warnings", "-Wno-cpp", "-Wno-shadow", "-Wno-deprecated-declarations"]
 envCython["CCFLAGS"].remove("-Werror")
 envCython["LIBS"] = []
@@ -203,7 +228,6 @@ SConscript(['rednose/SConscript'])
 # Build system services
 SConscript([
  'system/ubloxd/SConscript',
  'system/loggerd/SConscript',
 ])
@@ -217,10 +241,8 @@ SConscript(['selfdrive/SConscript'])
 SConscript(['sunnypilot/SConscript'])
-if Dir('#tools/cabana/').exists() and GetOption('extras'):
+if Dir('#tools/cabana/').exists() and arch != "larch64":
-  SConscript(['tools/replay/SConscript'])
+  SConscript(['tools/cabana/SConscript'])
  if arch != "larch64":
    SConscript(['tools/cabana/SConscript'])
 env.CompilationDatabase('compile_commands.json')
@@ -13,7 +13,7 @@ cereal = env.Library('cereal', [f'gen/cpp/{s}.c++' for s in schema_files])
 # Build messaging
 services_h = env.Command(['services.h'], ['services.py'], 'python3 ' + cereal_dir.path + '/services.py > $TARGET')
-env.Program('messaging/bridge', ['messaging/bridge.cc', 'messaging/msgq_to_zmq.cc'], LIBS=[msgq, common, 'pthread'])
+env.Program('messaging/bridge', ['messaging/bridge.cc', 'messaging/msgq_to_zmq.cc', 'messaging/bridge_zmq.cc'], LIBS=[msgq, common, 'pthread'])
 socketmaster = env.Library('socketmaster', ['messaging/socketmaster.cc'])
@@ -153,6 +153,7 @@ struct ModelManagerSP @0xaedffd8f31e7b55d {
      navigation @1;
      vision @2;
      policy @3;
      offPolicy @4;
    }
  }
@@ -87,6 +87,7 @@ struct OnroadEvent @0xc4fa6047f024e718 {
    laneChange @50;
    lowMemory @51;
    stockAeb @52;
    stockLkas @98;
    ldw @53;
    carUnrecognized @54;
    invalidLkasSetting @55;
@@ -498,7 +499,8 @@ struct DeviceState @0xa4d8b5af2aa492eb {
  pmicTempC @39 :List(Float32);
  intakeTempC @46 :Float32;
  exhaustTempC @47 :Float32;
-  caseTempC @48 :Float32;
+  gnssTempC @48 :Float32;
  bottomSocTempC @50 :Float32;
  maxTempC @44 :Float32;  # max of other temps, used to control fan
  thermalZones @38 :List(ThermalZone);
  thermalStatus @14 :ThermalStatus;
@@ -591,6 +593,7 @@ struct PandaState @0xa7649e2575e4591e {
  harnessStatus @21 :HarnessStatus;
  sbu1Voltage @35 :Float32;
  sbu2Voltage @36 :Float32;
  soundOutputLevel @37 :UInt16;
  # can health
  canState0 @29 :PandaCanState;
@@ -1477,6 +1480,11 @@ struct ProcLog {
    cmdline @15 :List(Text);
    exe @16 :Text;
    # from /proc/<pid>/smaps_rollup (proportional/private memory)
    memPss @17 :UInt64;        # Pss — shared pages split by mapper count
    memPssAnon @18 :UInt64;    # Pss_Anon — private anonymous (heap, stack)
    memPssShmem @19 :UInt64;   # Pss_Shmem — proportional MSGQ/tmpfs share
  }
  struct CPUTimes {
@@ -2226,9 +2234,9 @@ 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);
@@ -1,10 +1,8 @@
 # must be built with scons
-from msgq.ipc_pyx import Context, Poller, SubSocket, PubSocket, SocketEventHandle, toggle_fake_events, \
+from msgq import fake_event_handle, drain_sock_raw, MultiplePublishersError, IpcError, \
-                                set_fake_prefix, get_fake_prefix, delete_fake_prefix, wait_for_one_event
+                 Context, Poller, SubSocket, PubSocket, SocketEventHandle, toggle_fake_events, \
-from msgq.ipc_pyx import MultiplePublishersError, IpcError
+                 set_fake_prefix, get_fake_prefix, delete_fake_prefix, wait_for_one_event
 from msgq import fake_event_handle, drain_sock_raw
 import msgq
 import os
 import capnp
 import time
@@ -13,7 +11,7 @@ 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
@@ -25,15 +25,16 @@ void msgq_to_zmq(const std::vector<std::string> &endpoints, const std::string &i
 }
 void zmq_to_msgq(const std::vector<std::string> &endpoints, const std::string &ip) {
-  auto poller = std::make_unique<ZMQPoller>();
+  auto poller = std::make_unique<BridgeZmqPoller>();
-  auto pub_context = std::make_unique<MSGQContext>();
+  auto pub_context = std::make_unique<Context>();
-  auto sub_context = std::make_unique<ZMQContext>();
+  auto sub_context = std::make_unique<BridgeZmqContext>();
-  std::map<SubSocket *, PubSocket *> sub2pub;
+  std::map<BridgeZmqSubSocket *, PubSocket *> sub2pub;
  for (auto endpoint : endpoints) {
-    auto pub_sock = new MSGQPubSocket();
+    auto pub_sock = new PubSocket();
-    auto sub_sock = new ZMQSubSocket();
+    auto sub_sock = new BridgeZmqSubSocket();
-    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);
@@ -0,0 +1,170 @@
 #include "cereal/messaging/bridge_zmq.h"
 #include <cassert>
 #include <cstring>
 #include <unistd.h>
 static size_t fnv1a_hash(const std::string &str) {
  const size_t fnv_prime = 0x100000001b3;
  size_t hash_value = 0xcbf29ce484222325;
  for (char c : str) {
    hash_value ^= (unsigned char)c;
    hash_value *= fnv_prime;
  }
  return hash_value;
 }
 // FIXME: This is a hack to get the port number from the socket name, might have collisions.
 static int get_port(std::string endpoint) {
  size_t hash_value = fnv1a_hash(endpoint);
  int start_port = 8023;
  int max_port = 65535;
  return start_port + (hash_value % (max_port - start_port));
 }
 BridgeZmqContext::BridgeZmqContext() {
  context = zmq_ctx_new();
 }
 BridgeZmqContext::~BridgeZmqContext() {
  if (context != nullptr) {
    zmq_ctx_term(context);
  }
 }
 void BridgeZmqMessage::init(size_t sz) {
  size = sz;
  data = new char[size];
 }
 void BridgeZmqMessage::init(char *d, size_t sz) {
  size = sz;
  data = new char[size];
  memcpy(data, d, size);
 }
 void BridgeZmqMessage::close() {
  if (size > 0) {
    delete[] data;
  }
  data = nullptr;
  size = 0;
 }
 BridgeZmqMessage::~BridgeZmqMessage() {
  close();
 }
 int BridgeZmqSubSocket::connect(BridgeZmqContext *context, std::string endpoint, std::string address, bool conflate, bool check_endpoint) {
  sock = zmq_socket(context->getRawContext(), ZMQ_SUB);
  if (sock == nullptr) {
    return -1;
  }
  zmq_setsockopt(sock, ZMQ_SUBSCRIBE, "", 0);
  if (conflate) {
    int arg = 1;
    zmq_setsockopt(sock, ZMQ_CONFLATE, &arg, sizeof(int));
  }
  int reconnect_ivl = 500;
  zmq_setsockopt(sock, ZMQ_RECONNECT_IVL_MAX, &reconnect_ivl, sizeof(reconnect_ivl));
  full_endpoint = "tcp://" + address + ":";
  if (check_endpoint) {
    full_endpoint += std::to_string(get_port(endpoint));
  } else {
    full_endpoint += endpoint;
  }
  return zmq_connect(sock, full_endpoint.c_str());
 }
 void BridgeZmqSubSocket::setTimeout(int timeout) {
  zmq_setsockopt(sock, ZMQ_RCVTIMEO, &timeout, sizeof(int));
 }
 Message *BridgeZmqSubSocket::receive(bool non_blocking) {
  zmq_msg_t msg;
  assert(zmq_msg_init(&msg) == 0);
  int flags = non_blocking ? ZMQ_DONTWAIT : 0;
  int rc = zmq_msg_recv(&msg, sock, flags);
  Message *ret = nullptr;
  if (rc >= 0) {
    ret = new BridgeZmqMessage;
    ret->init((char *)zmq_msg_data(&msg), zmq_msg_size(&msg));
  }
  zmq_msg_close(&msg);
  return ret;
 }
 BridgeZmqSubSocket::~BridgeZmqSubSocket() {
  if (sock != nullptr) {
    zmq_close(sock);
  }
 }
 int BridgeZmqPubSocket::connect(BridgeZmqContext *context, std::string endpoint, bool check_endpoint) {
  sock = zmq_socket(context->getRawContext(), ZMQ_PUB);
  if (sock == nullptr) {
    return -1;
  }
  full_endpoint = "tcp://*:";
  if (check_endpoint) {
    full_endpoint += std::to_string(get_port(endpoint));
  } else {
    full_endpoint += endpoint;
  }
  // ZMQ pub sockets cannot be shared between processes, so we need to ensure pid stays the same.
  pid = getpid();
  return zmq_bind(sock, full_endpoint.c_str());
 }
 int BridgeZmqPubSocket::sendMessage(Message *message) {
  assert(pid == getpid());
  return zmq_send(sock, message->getData(), message->getSize(), ZMQ_DONTWAIT);
 }
 int BridgeZmqPubSocket::send(char *data, size_t size) {
  assert(pid == getpid());
  return zmq_send(sock, data, size, ZMQ_DONTWAIT);
 }
 BridgeZmqPubSocket::~BridgeZmqPubSocket() {
  if (sock != nullptr) {
    zmq_close(sock);
  }
 }
 void BridgeZmqPoller::registerSocket(BridgeZmqSubSocket *socket) {
  assert(num_polls + 1 < (sizeof(polls) / sizeof(polls[0])));
  polls[num_polls].socket = socket->getRawSocket();
  polls[num_polls].events = ZMQ_POLLIN;
  sockets.push_back(socket);
  num_polls++;
 }
 std::vector<BridgeZmqSubSocket *> BridgeZmqPoller::poll(int timeout) {
  std::vector<BridgeZmqSubSocket *> ret;
  int rc = zmq_poll(polls, num_polls, timeout);
  if (rc < 0) {
    return ret;
  }
  for (size_t i = 0; i < num_polls; i++) {
    if (polls[i].revents) {
      ret.push_back(sockets[i]);
    }
  }
  return ret;
 }
@@ -0,0 +1,72 @@
 #pragma once
 #include <cstddef>
 #include <string>
 #include <vector>
 #include <zmq.h>
 #include "msgq/ipc.h"
 class BridgeZmqContext {
 public:
  BridgeZmqContext();
  void *getRawContext() { return context; }
  ~BridgeZmqContext();
 private:
  void *context = nullptr;
 };
 class BridgeZmqMessage : public Message {
 public:
  void init(size_t size);
  void init(char *data, size_t size);
  void close();
  size_t getSize() { return size; }
  char *getData() { return data; }
  ~BridgeZmqMessage();
 private:
  char *data = nullptr;
  size_t size = 0;
 };
 class BridgeZmqSubSocket {
 public:
  int connect(BridgeZmqContext *context, std::string endpoint, std::string address, bool conflate = false, bool check_endpoint = true);
  void setTimeout(int timeout);
  Message *receive(bool non_blocking = false);
  void *getRawSocket() { return sock; }
  ~BridgeZmqSubSocket();
 private:
  void *sock = nullptr;
  std::string full_endpoint;
 };
 class BridgeZmqPubSocket {
 public:
  int connect(BridgeZmqContext *context, std::string endpoint, bool check_endpoint = true);
  int sendMessage(Message *message);
  int send(char *data, size_t size);
  void *getRawSocket() { return sock; }
  ~BridgeZmqPubSocket();
 private:
  void *sock = nullptr;
  std::string full_endpoint;
  int pid = -1;
 };
 class BridgeZmqPoller {
 public:
  void registerSocket(BridgeZmqSubSocket *socket);
  std::vector<BridgeZmqSubSocket *> poll(int timeout);
 private:
  static constexpr size_t MAX_BRIDGE_ZMQ_POLLERS = 128;
  std::vector<BridgeZmqSubSocket *> sockets;
  zmq_pollitem_t polls[MAX_BRIDGE_ZMQ_POLLERS] = {};
  size_t num_polls = 0;
 };
@@ -2,6 +2,7 @@
 #include <cassert>
 #include "cereal/services.h"
 #include "common/util.h"
 extern ExitHandler do_exit;
@@ -21,14 +22,14 @@ static std::string recv_zmq_msg(void *sock) {
 }
 void MsgqToZmq::run(const std::vector<std::string> &endpoints, const std::string &ip) {
-  zmq_context = std::make_unique<ZMQContext>();
+  zmq_context = std::make_unique<BridgeZmqContext>();
-  msgq_context = std::make_unique<MSGQContext>();
+  msgq_context = std::make_unique<Context>();
  // Create ZMQPubSockets for each endpoint
  for (const auto &endpoint : endpoints) {
    auto &socket_pair = socket_pairs.emplace_back();
    socket_pair.endpoint = endpoint;
-    socket_pair.pub_sock = std::make_unique<ZMQPubSocket>();
+    socket_pair.pub_sock = std::make_unique<BridgeZmqPubSocket>();
    int ret = socket_pair.pub_sock->connect(zmq_context.get(), endpoint);
    if (ret != 0) {
      printf("Failed to create ZMQ publisher for [%s]: %s\n", endpoint.c_str(), zmq_strerror(zmq_errno()));
@@ -48,7 +49,7 @@ void MsgqToZmq::run(const std::vector<std::string> &endpoints, const std::string
      for (auto sub_sock : msgq_poller->poll(100)) {
        // Process messages for each socket
-        ZMQPubSocket *pub_sock = sub2pub.at(sub_sock);
+        BridgeZmqPubSocket *pub_sock = sub2pub.at(sub_sock);
        for (int i = 0; i < MAX_MESSAGES_PER_SOCKET; ++i) {
          auto msg = std::unique_ptr<Message>(sub_sock->receive(true));
          if (!msg) break;
@@ -71,7 +72,7 @@ void MsgqToZmq::zmqMonitorThread() {
  // Set up ZMQ monitor for each pub socket
  for (int i = 0; i < socket_pairs.size(); ++i) {
    std::string addr = "inproc://op-bridge-monitor-" + std::to_string(i);
-    zmq_socket_monitor(socket_pairs[i].pub_sock->sock, addr.c_str(), ZMQ_EVENT_ACCEPTED | ZMQ_EVENT_DISCONNECTED);
+    zmq_socket_monitor(socket_pairs[i].pub_sock->getRawSocket(), addr.c_str(), ZMQ_EVENT_ACCEPTED | ZMQ_EVENT_DISCONNECTED);
    void *monitor_socket = zmq_socket(zmq_context->getRawContext(), ZMQ_PAIR);
    zmq_connect(monitor_socket, addr.c_str());
@@ -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();
          }
@@ -128,7 +130,7 @@ void MsgqToZmq::zmqMonitorThread() {
  // Clean up monitor sockets
  for (int i = 0; i < pollitems.size(); ++i) {
-    zmq_socket_monitor(socket_pairs[i].pub_sock->sock, nullptr, 0);
+    zmq_socket_monitor(socket_pairs[i].pub_sock->getRawSocket(), nullptr, 0);
    zmq_close(pollitems[i].socket);
  }
  cv.notify_one();
@@ -7,9 +7,8 @@
 #include <string>
 #include <vector>
 #define private public
 #include "msgq/impl_msgq.h"
-#include "msgq/impl_zmq.h"
+#include "cereal/messaging/bridge_zmq.h"
 class MsgqToZmq {
 public:
@@ -22,16 +21,16 @@ protected:
  struct SocketPair {
    std::string endpoint;
-    std::unique_ptr<ZMQPubSocket> pub_sock;
+    std::unique_ptr<BridgeZmqPubSocket> pub_sock;
    std::unique_ptr<MSGQSubSocket> sub_sock;
    int connected_clients = 0;
  };
-  std::unique_ptr<MSGQContext> msgq_context;
+  std::unique_ptr<Context> msgq_context;
-  std::unique_ptr<ZMQContext> zmq_context;
+  std::unique_ptr<BridgeZmqContext> zmq_context;
  std::mutex mutex;
  std::condition_variable cv;
  std::unique_ptr<MSGQPoller> msgq_poller;
-  std::map<SubSocket *, ZMQPubSocket *> sub2pub;
+  std::map<SubSocket *, BridgeZmqPubSocket *> sub2pub;
  std::vector<SocketPair> socket_pairs;
 };
@@ -5,7 +5,7 @@ import numbers
 import random
 import threading
 import time
-from parameterized import parameterized
+from openpilot.common.parameterized import parameterized
 import pytest
 from cereal import log, car
@@ -1,7 +1,7 @@
 import os
 import tempfile
 from typing import Dict
-from parameterized import parameterized
+from openpilot.common.parameterized import parameterized
 import cereal.services as services
 from cereal.services import SERVICE_LIST
@@ -5,7 +5,6 @@ common_libs = [
  'swaglog.cc',
  'util.cc',
  'ratekeeper.cc',
  'clutil.cc',
 ]
 _common = env.Library('common', common_libs, LIBS="json11")
@@ -19,11 +18,6 @@ if GetOption('extras'):
 # Cython bindings
 params_python = envCython.Program('params_pyx.so', 'params_pyx.pyx', LIBS=envCython['LIBS'] + [_common, 'zmq', 'json11'])
-SConscript([
+common_python = [params_python]
  'transformations/SConscript',
 ])
 Import('transformations_python')
 common_python = [params_python, transformations_python]
 Export('common_python')
@@ -18,8 +18,8 @@ class Api:
    return self.service.get_token(payload_extra, expiry_hours)
-def api_get(endpoint, method='GET', timeout=None, access_token=None, **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, **params)
+  return CommaConnectApi(None).api_get(endpoint, method, timeout, access_token, session, **params)
 def get_key_pair() -> tuple[str, str, str] | tuple[None, None, None]:
@@ -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
@@ -59,7 +59,9 @@ 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() -> tuple[str, str, str] | tuple[None, None, None]:
@@ -1,98 +0,0 @@
 #include "common/clutil.h"
 #include <cassert>
 #include <iostream>
 #include <memory>
 #include "common/util.h"
 #include "common/swaglog.h"
 namespace {  // helper functions
 template <typename Func, typename Id, typename Name>
 std::string get_info(Func get_info_func, Id id, Name param_name) {
  size_t size = 0;
  CL_CHECK(get_info_func(id, param_name, 0, NULL, &size));
  std::string info(size, '\0');
  CL_CHECK(get_info_func(id, param_name, size, info.data(), NULL));
  return info;
 }
 inline std::string get_platform_info(cl_platform_id id, cl_platform_info name) { return get_info(&clGetPlatformInfo, id, name); }
 inline std::string get_device_info(cl_device_id id, cl_device_info name) { return get_info(&clGetDeviceInfo, id, name); }
 void cl_print_info(cl_platform_id platform, cl_device_id device) {
  size_t work_group_size = 0;
  cl_device_type device_type = 0;
  clGetDeviceInfo(device, CL_DEVICE_MAX_WORK_GROUP_SIZE, sizeof(work_group_size), &work_group_size, NULL);
  clGetDeviceInfo(device, CL_DEVICE_TYPE, sizeof(device_type), &device_type, NULL);
  const char *type_str = "Other...";
  switch (device_type) {
    case CL_DEVICE_TYPE_CPU: type_str ="CL_DEVICE_TYPE_CPU"; break;
    case CL_DEVICE_TYPE_GPU: type_str = "CL_DEVICE_TYPE_GPU"; break;
    case CL_DEVICE_TYPE_ACCELERATOR: type_str = "CL_DEVICE_TYPE_ACCELERATOR"; break;
  }
  LOGD("vendor: %s", get_platform_info(platform, CL_PLATFORM_VENDOR).c_str());
  LOGD("platform version: %s", get_platform_info(platform, CL_PLATFORM_VERSION).c_str());
  LOGD("profile: %s", get_platform_info(platform, CL_PLATFORM_PROFILE).c_str());
  LOGD("extensions: %s", get_platform_info(platform, CL_PLATFORM_EXTENSIONS).c_str());
  LOGD("name: %s", get_device_info(device, CL_DEVICE_NAME).c_str());
  LOGD("device version: %s", get_device_info(device, CL_DEVICE_VERSION).c_str());
  LOGD("max work group size: %zu", work_group_size);
  LOGD("type = %d, %s", (int)device_type, type_str);
 }
 void cl_print_build_errors(cl_program program, cl_device_id device) {
  cl_build_status status;
  clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_STATUS, sizeof(status), &status, NULL);
  size_t log_size;
  clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_LOG, 0, NULL, &log_size);
  std::string log(log_size, '\0');
  clGetProgramBuildInfo(program, device, CL_PROGRAM_BUILD_LOG, log_size, &log[0], NULL);
  LOGE("build failed; status=%d, log: %s", status, log.c_str());
 }
 }  // namespace
 cl_device_id cl_get_device_id(cl_device_type device_type) {
  cl_uint num_platforms = 0;
  CL_CHECK(clGetPlatformIDs(0, NULL, &num_platforms));
  std::unique_ptr<cl_platform_id[]> platform_ids = std::make_unique<cl_platform_id[]>(num_platforms);
  CL_CHECK(clGetPlatformIDs(num_platforms, &platform_ids[0], NULL));
  for (size_t i = 0; i < num_platforms; ++i) {
    LOGD("platform[%zu] CL_PLATFORM_NAME: %s", i, get_platform_info(platform_ids[i], CL_PLATFORM_NAME).c_str());
    // Get first device
    if (cl_device_id device_id = NULL; clGetDeviceIDs(platform_ids[i], device_type, 1, &device_id, NULL) == 0 && device_id) {
      cl_print_info(platform_ids[i], device_id);
      return device_id;
    }
  }
  LOGE("No valid openCL platform found");
  assert(0);
  return nullptr;
 }
 cl_context cl_create_context(cl_device_id device_id) {
  return CL_CHECK_ERR(clCreateContext(NULL, 1, &device_id, NULL, NULL, &err));
 }
 void cl_release_context(cl_context context) {
  clReleaseContext(context);
 }
 cl_program cl_program_from_file(cl_context ctx, cl_device_id device_id, const char* path, const char* args) {
  return cl_program_from_source(ctx, device_id, util::read_file(path), args);
 }
 cl_program cl_program_from_source(cl_context ctx, cl_device_id device_id, const std::string& src, const char* args) {
  const char *csrc = src.c_str();
  cl_program prg = CL_CHECK_ERR(clCreateProgramWithSource(ctx, 1, &csrc, NULL, &err));
  if (int err = clBuildProgram(prg, 1, &device_id, args, NULL, NULL); err != 0) {
    cl_print_build_errors(prg, device_id);
    assert(0);
  }
  return prg;
 }
@@ -1,28 +0,0 @@
 #pragma once
 #ifdef __APPLE__
 #include <OpenCL/cl.h>
 #else
 #include <CL/cl.h>
 #endif
 #include <string>
 #define CL_CHECK(_expr)          \
  do {                           \
    assert(CL_SUCCESS == (_expr)); \
  } while (0)
 #define CL_CHECK_ERR(_expr)           \
  ({                                  \
    cl_int err = CL_INVALID_VALUE;    \
    __typeof__(_expr) _ret = _expr;   \
    assert(_ret&& err == CL_SUCCESS); \
    _ret;                             \
  })
 cl_device_id cl_get_device_id(cl_device_type device_type);
 cl_context cl_create_context(cl_device_id device_id);
 void cl_release_context(cl_context context);
 cl_program cl_program_from_source(cl_context ctx, cl_device_id device_id, const std::string& src, const char* args = nullptr);
 cl_program cl_program_from_file(cl_context ctx, cl_device_id device_id, const char* path, const char* args);
@@ -0,0 +1,37 @@
 import math
 import os
 from pathlib import Path
 CHUNK_SIZE = 45 * 1024 * 1024  # 45MB, under GitHub's 50MB limit
 def get_chunk_name(name, idx, num_chunks):
  return f"{name}.chunk{idx+1:02d}of{num_chunks:02d}"
 def get_manifest_path(name):
  return f"{name}.chunkmanifest"
 def get_chunk_paths(path, file_size):
  num_chunks = math.ceil(file_size / CHUNK_SIZE)
  return [get_manifest_path(path)] + [get_chunk_name(path, i, num_chunks) for i in range(num_chunks)]
 def chunk_file(path, targets):
  manifest_path, *chunk_paths = targets
  with open(path, 'rb') as f:
    data = f.read()
  actual_num_chunks = max(1, math.ceil(len(data) / CHUNK_SIZE))
  assert len(chunk_paths) >= actual_num_chunks, f"Allowed {len(chunk_paths)} chunks but needs at least {actual_num_chunks}, for path {path}"
  for i, chunk_path in enumerate(chunk_paths):
    with open(chunk_path, 'wb') as f:
      f.write(data[i * CHUNK_SIZE:(i + 1) * CHUNK_SIZE])
  Path(manifest_path).write_text(str(len(chunk_paths)))
  os.remove(path)
 def read_file_chunked(path):
  manifest_path = get_manifest_path(path)
  if os.path.isfile(manifest_path):
    num_chunks = int(Path(manifest_path).read_text().strip())
    return b''.join(Path(get_chunk_name(path, i, num_chunks)).read_bytes() for i in range(num_chunks))
  if os.path.isfile(path):
    return Path(path).read_bytes()
  raise FileNotFoundError(path)
@@ -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) \
@@ -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]]
@@ -1,85 +0,0 @@
 #pragma once
 typedef struct vec3 {
  float v[3];
 } vec3;
 typedef struct vec4 {
  float v[4];
 } vec4;
 typedef struct mat3 {
  float v[3*3];
 } mat3;
 typedef struct mat4 {
  float v[4*4];
 } mat4;
 static inline mat3 matmul3(const mat3 &a, const mat3 &b) {
  mat3 ret = {{0.0}};
  for (int r=0; r<3; r++) {
    for (int c=0; c<3; c++) {
      float v = 0.0;
      for (int k=0; k<3; k++) {
        v += a.v[r*3+k] * b.v[k*3+c];
      }
      ret.v[r*3+c] = v;
    }
  }
  return ret;
 }
 static inline vec3 matvecmul3(const mat3 &a, const vec3 &b) {
  vec3 ret = {{0.0}};
  for (int r=0; r<3; r++) {
    for (int c=0; c<3; c++) {
      ret.v[r] += a.v[r*3+c] * b.v[c];
    }
  }
  return ret;
 }
 static inline mat4 matmul(const mat4 &a, const mat4 &b) {
  mat4 ret = {{0.0}};
  for (int r=0; r<4; r++) {
    for (int c=0; c<4; c++) {
      float v = 0.0;
      for (int k=0; k<4; k++) {
        v += a.v[r*4+k] * b.v[k*4+c];
      }
      ret.v[r*4+c] = v;
    }
  }
  return ret;
 }
 static inline vec4 matvecmul(const mat4 &a, const vec4 &b) {
  vec4 ret = {{0.0}};
  for (int r=0; r<4; r++) {
    for (int c=0; c<4; c++) {
      ret.v[r] += a.v[r*4+c] * b.v[c];
    }
  }
  return ret;
 }
 // scales the input and output space of a transformation matrix
 // that assumes pixel-center origin.
 static inline mat3 transform_scale_buffer(const mat3 &in, float s) {
  // in_pt = ( transform(out_pt/s + 0.5) - 0.5) * s
  mat3 transform_out = {{
    1.0f/s, 0.0f, 0.5f,
    0.0f, 1.0f/s, 0.5f,
    0.0f, 0.0f, 1.0f,
  }};
  mat3 transform_in = {{
    s,  0.0f, -0.5f*s,
    0.0f, s, -0.5f*s,
    0.0f, 0.0f, 1.0f,
  }};
  return matmul3(transform_in, matmul3(in, transform_out));
 }
@@ -1 +1 @@
-#define DEFAULT_MODEL "Dark Souls 2 (Default)"
+#define DEFAULT_MODEL "CD210 (Default)"
@@ -0,0 +1,47 @@
 import sys
 import pytest
 import inspect
 class parameterized:
  @staticmethod
  def expand(cases):
    cases = list(cases)
    if not cases:
      return lambda func: pytest.mark.skip("no parameterized cases")(func)
    def decorator(func):
      params = [p for p in inspect.signature(func).parameters if p != 'self']
      normalized = [c if isinstance(c, tuple) else (c,) for c in cases]
      # Infer arg count from first case so extra params (e.g. from @given) are left untouched
      expand_params = params[: len(normalized[0])]
      if len(expand_params) == 1:
        return pytest.mark.parametrize(expand_params[0], [c[0] for c in normalized])(func)
      return pytest.mark.parametrize(', '.join(expand_params), normalized)(func)
    return decorator
 def parameterized_class(attrs, input_list=None):
  if isinstance(attrs, list) and (not attrs or isinstance(attrs[0], dict)):
    params_list = attrs
  else:
    assert input_list is not None
    attr_names = (attrs,) if isinstance(attrs, str) else tuple(attrs)
    params_list = [dict(zip(attr_names, v if isinstance(v, (tuple, list)) else (v,), strict=False)) for v in input_list]
  def decorator(cls):
    globs = sys._getframe(1).f_globals
    for i, params in enumerate(params_list):
      name = f"{cls.__name__}_{i}"
      new_cls = type(name, (cls,), dict(params))
      new_cls.__module__ = cls.__module__
      new_cls.__test__ = True  # override inherited False so pytest collects this subclass
      globs[name] = new_cls
    # Don't collect the un-parametrised base, but return it so outer decorators
    # (e.g. @pytest.mark.skip) land on it and propagate to subclasses via MRO.
    cls.__test__ = False
    return cls
  return decorator
@@ -115,6 +115,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"SnoozeUpdate", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, BOOL}},
    {"SshEnabled", {PERSISTENT | BACKUP, BOOL}},
    {"TermsVersion", {PERSISTENT, STRING}},
    {"TorqueBar", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"TrainingVersion", {PERSISTENT, STRING}},
    {"UbloxAvailable", {PERSISTENT, BOOL}},
    {"UpdateAvailable", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, BOOL}},
@@ -136,6 +137,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"ApiCache_DriveStats", {PERSISTENT, JSON}},
    {"AutoLaneChangeBsmDelay", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"AutoLaneChangeTimer", {PERSISTENT | BACKUP, INT, "0"}},
    {"BlinkerLateralReengageDelay", {PERSISTENT | BACKUP, INT, "0"}},  // seconds
    {"BlinkerMinLateralControlSpeed", {PERSISTENT | BACKUP, INT, "20"}},  // MPH or km/h
    {"BlinkerPauseLateralControl", {PERSISTENT | BACKUP, INT, "0"}},
    {"Brightness", {PERSISTENT | BACKUP, INT, "0"}},
@@ -168,12 +170,13 @@ 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}},
+    {"OnroadScreenOffBrightnessMigrated", {PERSISTENT | BACKUP, STRING, "0.0"}},
    {"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"}},
@@ -188,7 +191,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    // Model Manager params
    {"ModelManager_ActiveBundle", {PERSISTENT, JSON}},
    {"ModelManager_ClearCache", {CLEAR_ON_MANAGER_START, BOOL}},
-    {"ModelManager_DownloadIndex", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, INT, "0"}},
+    {"ModelManager_DownloadIndex", {CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION, INT}},
    {"ModelManager_Favs", {PERSISTENT | BACKUP, STRING}},
    {"ModelManager_LastSyncTime", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, INT, "0"}},
    {"ModelManager_ModelsCache", {PERSISTENT | BACKUP, JSON}},
@@ -216,6 +219,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"SubaruStopAndGoManualParkingBrake", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"TeslaCoopSteering", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"ToyotaEnforceStockLongitudinal", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"ToyotaStopAndGoHack", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"DynamicExperimentalControl", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"BlindSpot", {PERSISTENT | BACKUP, BOOL, "0"}},
@@ -248,7 +252,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"OsmStateTitle", {PERSISTENT, STRING}},
    {"OsmWayTest", {PERSISTENT, STRING}},
    {"RoadName", {CLEAR_ON_ONROAD_TRANSITION, STRING}},
-    {"RoadNameToggle", {PERSISTENT, STRING}},
+    {"RoadNameToggle", {PERSISTENT | BACKUP, BOOL, "0"}},
    // Speed Limit
    {"SpeedLimitMode", {PERSISTENT | BACKUP, INT, "1"}},
@@ -266,6 +270,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"EnforceTorqueControl", {PERSISTENT | BACKUP, BOOL}},
    {"LiveTorqueParamsToggle", {PERSISTENT | BACKUP , BOOL}},
    {"LiveTorqueParamsRelaxedToggle", {PERSISTENT | BACKUP , BOOL}},
    {"TorqueControlTune", {PERSISTENT | BACKUP, FLOAT}},
    {"TorqueParamsOverrideEnabled", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"TorqueParamsOverrideFriction", {PERSISTENT | BACKUP, FLOAT, "0.1"}},
    {"TorqueParamsOverrideLatAccelFactor", {PERSISTENT | BACKUP, FLOAT, "2.5"}},
@@ -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_p: list[list[float]] = [[0], [k_p]] if isinstance(k_p, Number) else k_p
-    self._k_i = k_i
+    self._k_i: list[list[float]] = [[0], [k_i]] if isinstance(k_i, Number) else k_i
-    self._k_d = k_d
+    self._k_d: list[list[float]] = [[0], [k_d]] if isinstance(k_d, Number) else 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.set_limits(pos_limit, neg_limit)
@@ -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);
@@ -23,14 +27,14 @@ public:
    auto param_path = Params().getParamPath();
    if (util::file_exists(param_path)) {
      std::string real_path = util::readlink(param_path);
-      system(util::string_format("rm %s -rf", real_path.c_str()).c_str());
+      util::check_system(util::string_format("rm %s -rf", real_path.c_str()));
      unlink(param_path.c_str());
    }
    if (getenv("COMMA_CACHE") == nullptr) {
-      system(util::string_format("rm %s -rf", Path::download_cache_root().c_str()).c_str());
+      util::check_system(util::string_format("rm %s -rf", Path::download_cache_root().c_str()));
    }
-    system(util::string_format("rm %s -rf", Path::comma_home().c_str()).c_str());
+    util::check_system(util::string_format("rm %s -rf", Path::comma_home().c_str()));
-    system(util::string_format("rm %s -rf", msgq_path.c_str()).c_str());
+    util::check_system(util::string_format("rm %s -rf", msgq_path.c_str()));
    unsetenv("OPENPILOT_PREFIX");
  }
@@ -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(), "msgq_" + 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
@@ -6,9 +6,9 @@
 #include "common/timing.h"
 #include "common/util.h"
-RateKeeper::RateKeeper(const std::string &name, float rate, float print_delay_threshold)
+RateKeeper::RateKeeper(const std::string &name_, float rate, float print_delay_threshold_)
-    : name(name),
+    : name(name_),
-      print_delay_threshold(std::max(0.f, print_delay_threshold)) {
+      print_delay_threshold(std::max(0.f, print_delay_threshold_)) {
  interval = 1 / rate;
  last_monitor_time = seconds_since_boot();
  next_frame_time = last_monitor_time + interval;
@@ -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
@@ -36,7 +36,7 @@ TEST_CASE("util::read_file") {
    REQUIRE(util::read_file(filename).empty());
    std::string content = random_bytes(64 * 1024);
-    write(fd, content.c_str(), content.size());
+    REQUIRE(write(fd, content.c_str(), content.size()) == (ssize_t)content.size());
    std::string ret = util::read_file(filename);
    bool equal = (ret == content);
    REQUIRE(equal);
@@ -114,12 +114,12 @@ TEST_CASE("util::safe_fwrite") {
 }
 TEST_CASE("util::create_directories") {
-  system("rm /tmp/test_create_directories -rf");
+  REQUIRE(system("rm /tmp/test_create_directories -rf") == 0);
  std::string dir = "/tmp/test_create_directories/a/b/c/d/e/f";
-  auto check_dir_permissions = [](const std::string &dir, mode_t mode) -> bool {
+  auto check_dir_permissions = [](const std::string &path, mode_t mode) -> bool {
    struct stat st = {};
-    return stat(dir.c_str(), &st) == 0 && (st.st_mode & S_IFMT) == S_IFDIR && (st.st_mode & (S_IRWXU | S_IRWXG | S_IRWXO)) == mode;
+    return stat(path.c_str(), &st) == 0 && (st.st_mode & S_IFMT) == S_IFDIR && (st.st_mode & (S_IRWXU | S_IRWXG | S_IRWXO)) == mode;
  };
  SECTION("create_directories") {
@@ -132,7 +132,7 @@ TEST_CASE("util::create_directories") {
  }
  SECTION("a file exists with the same name") {
    REQUIRE(util::create_directories(dir, 0755));
-    int f = open((dir + "/file").c_str(), O_RDWR | O_CREAT);
+    int f = open((dir + "/file").c_str(), O_RDWR | O_CREAT, 0644);
    REQUIRE(f != -1);
    close(f);
    REQUIRE(util::create_directories(dir + "/file", 0755) == false);
@@ -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')
@@ -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)
@@ -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)
@@ -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
@@ -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])
@@ -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
@@ -181,9 +181,9 @@ bool file_exists(const std::string& fn) {
 }
 static bool createDirectory(std::string dir, mode_t mode) {
-  auto verify_dir = [](const std::string& dir) -> bool {
+  auto verify_dir = [](const std::string& path) -> bool {
    struct stat st = {};
-    return (stat(dir.c_str(), &st) == 0 && (st.st_mode & S_IFMT) == S_IFDIR);
+    return (stat(path.c_str(), &st) == 0 && (st.st_mode & S_IFMT) == S_IFDIR);
  };
  // remove trailing /'s
  while (dir.size() > 1 && dir.back() == '/') {
@@ -288,7 +288,7 @@ std::string strip(const std::string &str) {
 std::string check_output(const std::string& command) {
  char buffer[128];
  std::string result;
-  std::unique_ptr<FILE, decltype(&pclose)> pipe(popen(command.c_str(), "r"), pclose);
+  std::unique_ptr<FILE, int(*)(FILE*)> pipe(popen(command.c_str(), "r"), pclose);
  if (!pipe) {
    return "";
@@ -303,7 +303,7 @@ std::string check_output(const std::string& command) {
 bool system_time_valid() {
  // Default to August 26, 2024
-  tm min_tm = {.tm_year = 2024 - 1900, .tm_mon = 7, .tm_mday = 26};
+  tm min_tm = {.tm_mday = 26, .tm_mon = 7, .tm_year = 2024 - 1900};
  time_t min_date = mktime(&min_tm);
  struct stat st;
@@ -97,6 +97,13 @@ bool create_directories(const std::string &dir, mode_t mode);
 std::string check_output(const std::string& command);
 inline void check_system(const std::string& cmd) {
  int ret = std::system(cmd.c_str());
  if (ret != 0) {
    fprintf(stderr, "system command failed (%d): %s\n", ret, cmd.c_str());
  }
 }
 bool system_time_valid();
 inline void sleep_for(const int milliseconds) {
@@ -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
@@ -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
@@ -99,6 +167,92 @@ def managed_proc(cmd: list[str], env: dict[str, str]):
      proc.kill()
 def tabulate(tabular_data, headers=(), tablefmt="simple", floatfmt="g", stralign="left", numalign=None):
  rows = [list(row) for row in tabular_data]
  def fmt(val):
    if isinstance(val, str):
      return val
    if isinstance(val, (bool, int)):
      return str(val)
    try:
      return format(val, floatfmt)
    except (TypeError, ValueError):
      return str(val)
  formatted = [[fmt(c) for c in row] for row in rows]
  hdrs = [str(h) for h in headers] if headers else None
  ncols = max((len(r) for r in formatted), default=0)
  if hdrs:
    ncols = max(ncols, len(hdrs))
  if ncols == 0:
    return ""
  for r in formatted:
    r.extend([""] * (ncols - len(r)))
  if hdrs:
    hdrs.extend([""] * (ncols - len(hdrs)))
  widths = [0] * ncols
  if hdrs:
    for i in range(ncols):
      widths[i] = len(hdrs[i])
  for row in formatted:
    for i in range(ncols):
      widths[i] = max(widths[i], max(len(ln) for ln in row[i].split('\n')))
  def _align(s, w):
    if stralign == "center":
      return s.center(w)
    return s.ljust(w)
  if tablefmt == "html":
    parts = ["<table>"]
    if hdrs:
      parts.append("<thead>")
      parts.append("<tr>" + "".join(f"<th>{h}</th>" for h in hdrs) + "</tr>")
      parts.append("</thead>")
    parts.append("<tbody>")
    for row in formatted:
      parts.append("<tr>" + "".join(f"<td>{c}</td>" for c in row) + "</tr>")
    parts.append("</tbody>")
    parts.append("</table>")
    return "\n".join(parts)
  if tablefmt == "simple_grid":
    def _sep(left, mid, right):
      return left + mid.join("\u2500" * (w + 2) for w in widths) + right
    top, mid_sep, bot = _sep("\u250c", "\u252c", "\u2510"), _sep("\u251c", "\u253c", "\u2524"), _sep("\u2514", "\u2534", "\u2518")
    def _fmt_row(cells):
      split = [c.split('\n') for c in cells]
      nlines = max(len(s) for s in split)
      for s in split:
        s.extend([""] * (nlines - len(s)))
      return ["\u2502" + "\u2502".join(f" {_align(split[i][li], widths[i])} " for i in range(ncols)) + "\u2502" for li in range(nlines)]
    lines = [top]
    if hdrs:
      lines.extend(_fmt_row(hdrs))
      lines.append(mid_sep)
    for ri, row in enumerate(formatted):
      lines.extend(_fmt_row(row))
      lines.append(mid_sep if ri < len(formatted) - 1 else bot)
    return "\n".join(lines)
  # simple
  gap = "  "
  lines = []
  if hdrs:
    lines.append(gap.join(h.ljust(w) for h, w in zip(hdrs, widths, strict=True)))
    lines.append(gap.join("-" * w for w in widths))
  for row in formatted:
    lines.append(gap.join(_align(row[i], widths[i]) for i in range(ncols)))
  return "\n".join(lines)
 def retry(attempts=3, delay=1.0, ignore_failure=False):
  def decorator(func):
    @functools.wraps(func)
@@ -107,11 +261,11 @@ 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
@@ -1 +1 @@
-#define COMMA_VERSION "0.10.3"
+#define COMMA_VERSION "0.10.4"
@@ -4,28 +4,26 @@
 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
+# 336 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>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
+|Acura|TLX 2025|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2025">Buy Here</a></sub></details>|||
-|Audi|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
+|Audi|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|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
+|Audi|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|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
+|Audi|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|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
+|Audi|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|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
+|Audi|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>|||
 |Chevrolet|Equinox 2019-22|Adaptive Cruise Control (ACC)|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Equinox 2019-22">Buy Here</a></sub></details>|||
 |Chevrolet|Malibu Non-ACC 2016-23|Adaptive Cruise Control (ACC)|Stock|24 mph|7 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Malibu Non-ACC 2016-23">Buy Here</a></sub></details>|||
 |Chevrolet|Silverado 1500 2020-21|Safety Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Silverado 1500 2020-21">Buy Here</a></sub></details>|||
 |Chevrolet|Trailblazer 2021-22|Adaptive Cruise Control (ACC)|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Trailblazer 2021-22">Buy Here</a></sub></details>|||
 |Chrysler|Pacifica 2017-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica 2017-18">Buy Here</a></sub></details>|||
@@ -34,33 +32,33 @@ 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>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
+|CUPRA|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|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 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></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 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 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></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|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 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></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>|||
@@ -90,12 +88,11 @@ A supported vehicle is one that just works when you install a comma device. All
 |Honda|Civic Hatchback Hybrid 2025-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid 2025-26">Buy Here</a></sub></details>|||
 |Honda|Civic Hatchback Hybrid (Europe only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid (Europe only) 2023">Buy Here</a></sub></details>|||
 |Honda|Civic Hybrid 2025-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hybrid 2025-26">Buy Here</a></sub></details>|||
 |Honda|Clarity 2018-21|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector + Honda Clarity Proxy Board<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://shop.retropilot.org/product/honda-clarity-proxy-board-kit">Buy Here</a></sub></details>|||
 |Honda|CR-V 2015-16|Touring Trim|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2015-16">Buy Here</a></sub></details>|||
 |Honda|CR-V 2017-22|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|15 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2017-22">Buy Here</a></sub></details>|||
 |Honda|CR-V 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 +103,7 @@ 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>|||
@@ -120,7 +118,6 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Elantra 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Hyundai|Elantra GT 2017-20|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra GT 2017-20">Buy Here</a></sub></details>|||
 |Hyundai|Elantra Hybrid 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra Hybrid 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Hyundai|Elantra Non-SCC 2022|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra Non-SCC 2022">Buy Here</a></sub></details>|||
 |Hyundai|Genesis 2015-16|Smart Cruise Control (SCC)|Stock|19 mph|37 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai J connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Genesis 2015-16">Buy Here</a></sub></details>|||
 |Hyundai|i30 2017-19|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai i30 2017-19">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq 5 (Southeast Asia and Europe only) 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 5 (Southeast Asia and Europe only) 2022-24">Buy Here</a></sub></details>|||
@@ -138,9 +135,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Kona Electric 2018-21|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric 2018-21">Buy Here</a></sub></details>|||
 |Hyundai|Kona Electric 2022-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai O connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric 2022-23">Buy Here</a></sub></details>|||
 |Hyundai|Kona Electric (with HDA II, Korea only) 2023|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric (with HDA II, Korea only) 2023">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=U2fOCmcQ8hw" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Hyundai|Kona Electric Non-SCC 2019|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric Non-SCC 2019">Buy Here</a></sub></details>|||
 |Hyundai|Kona Hybrid 2020|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai I connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Hybrid 2020">Buy Here</a></sub></details>|||
 |Hyundai|Kona Non-SCC 2019|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Non-SCC 2019">Buy Here</a></sub></details>|||
 |Hyundai|Nexo 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Nexo 2021">Buy Here</a></sub></details>|||
 |Hyundai|Palisade 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Palisade 2020-22">Buy Here</a></sub></details>|<a href="https://youtu.be/TAnDqjF4fDY?t=456" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Hyundai|Santa Cruz 2022-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Cruz 2022-24">Buy Here</a></sub></details>|||
@@ -164,15 +159,14 @@ A supported vehicle is one that just works when you install a comma device. All
 |Kia|Carnival 2022-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Carnival 2022-24">Buy Here</a></sub></details>|||
 |Kia|Carnival (China only) 2023|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Carnival (China only) 2023">Buy Here</a></sub></details>|||
 |Kia|Ceed 2019-21|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Ceed 2019-21">Buy Here</a></sub></details>|||
 |Kia|Ceed Plug-in Hybrid Non-SCC 2022|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai I connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Ceed Plug-in Hybrid Non-SCC 2022">Buy Here</a></sub></details>|||
 |Kia|EV6 (Southeast Asia only) 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai P connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia EV6 (Southeast Asia only) 2022-24">Buy Here</a></sub></details>|||
 |Kia|EV6 (with HDA II) 2022-24|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai P connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia EV6 (with HDA II) 2022-24">Buy Here</a></sub></details>|||
 |Kia|EV6 (without HDA II) 2022-24|Highway Driving Assist|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia EV6 (without HDA II) 2022-24">Buy Here</a></sub></details>|||
 |Kia|Forte 2019-21|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|6 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Forte 2019-21">Buy Here</a></sub></details>|||
 |Kia|Forte 2022-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Forte 2022-23">Buy Here</a></sub></details>|||
 |Kia|Forte Non-SCC 2019|No Smart Cruise Control (Non-SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Forte Non-SCC 2019">Buy Here</a></sub></details>|||
 |Kia|K5 2021-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K5 2021-24">Buy Here</a></sub></details>|||
 |Kia|K5 Hybrid 2020-22|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K5 Hybrid 2020-22">Buy Here</a></sub></details>|||
 |Kia|K7 2017|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K7 2017">Buy Here</a></sub></details>|||
 |Kia|K8 Hybrid (with HDA II) 2023|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K8 Hybrid (with HDA II) 2023">Buy Here</a></sub></details>|||
 |Kia|Niro EV 2019|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Kia|Niro EV 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2020">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
@@ -211,6 +205,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Lexus|IS 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2017-19">Buy Here</a></sub></details>|||
 |Lexus|IS 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2022-24">Buy Here</a></sub></details>|||
 |Lexus|LC 2024-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus LC 2024-25">Buy Here</a></sub></details>|||
 |Lexus|LS 2018|All except Lexus Safety System+ A|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus LS 2018">Buy Here</a></sub></details>|||
 |Lexus|NX 2018-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2018-19">Buy Here</a></sub></details>|||
 |Lexus|NX 2020-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2020-21">Buy Here</a></sub></details>|||
 |Lexus|NX Hybrid 2018-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX Hybrid 2018-19">Buy Here</a></sub></details>|||
@@ -226,21 +221,21 @@ A supported vehicle is one that just works when you install a comma device. All
 |Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus UX Hybrid 2019-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator 2020-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator Plug-in Hybrid 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>|||
-|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN|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 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|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>5</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
+|Nissan[<sup>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 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>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 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>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 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)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
 |Ram|1500 2019-24|Adaptive Cruise Control (ACC)|Stock|32 mph|1 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 1500 2019-24">Buy Here</a></sub></details>|||
 |Ram|2500 2020-24|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 2500 2020-24">Buy Here</a></sub></details>|||
 |Ram|3500 2019-22|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 3500 2019-22">Buy Here</a></sub></details>|||
-|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/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>|
+|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 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|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 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>|||
+|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>|||
@@ -255,19 +250,19 @@ A supported vehicle is one that just works when you install a comma device. All
 |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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|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 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|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 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|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 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 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 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 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 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|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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Škoda|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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
+|Škoda|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 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>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 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>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 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>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 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
+|Tesla[<sup>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|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>|||
@@ -313,45 +308,45 @@ A supported vehicle is one that just works when you install a comma device. All
 |Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></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|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 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 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 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 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 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 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 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|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 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 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 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|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 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|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 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|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 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|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 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|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 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-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 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|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 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 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 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 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 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 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 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 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 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 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 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 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 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|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 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|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 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen|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 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|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 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 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 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 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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen|Passat 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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|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 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|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 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|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 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 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 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 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 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|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 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 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 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|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 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
+|Volkswagen|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>1</sup>openpilot Longitudinal Control (Alpha) is available behind a toggle; the toggle is only available in non-release branches such as `nightly-dev`. <br />
 <sup>2</sup>Refers only to the Focus Mk4 (C519) available in Europe/China/Taiwan/Australasia, not the Focus Mk3 (C346) in North and South America/Southeast Asia. <br />
 <sup>3</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/gm" target="_blank">GM</a>. <br />
 <sup>4</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <br />
@@ -13,13 +13,13 @@ Development is coordinated through [Discord](https://discord.comma.ai) and GitHu
 ## What contributions are we looking for?
 **openpilot's priorities are [safety](SAFETY.md), stability, quality, and features, in that order.**
-openpilot is part of comma's mission to *solve self-driving cars while delivering shippable intermediaries*, and all development is towards that goal. 
+openpilot is part of comma's mission to *solve self-driving cars while delivering shippable intermediaries*, and all development is towards that goal.
 ### What gets merged?
 The probability of a pull request being merged is a function of its value to the project and the effort it will take us to get it merged.
 If a PR offers *some* value but will take lots of time to get merged, it will be closed.
-Simple, well-tested bug fixes are the easiest to merge, and new features are the hardest to get merged. 
+Simple, well-tested bug fixes are the easiest to merge, and new features are the hardest to get merged.
 All of these are examples of good PRs:
 * typo fix: https://github.com/commaai/openpilot/pull/30678
@@ -29,17 +29,17 @@ All of these are examples of good PRs:
 ### What doesn't get merged?
-* **style changes**: code is art, and it's up to the author to make it beautiful 
+* **style changes**: code is art, and it's up to the author to make it beautiful
 * **500+ line PRs**: clean it up, break it up into smaller PRs, or both
 * **PRs without a clear goal**: every PR must have a singular and clear goal
 * **UI design**: we do not have a good review process for this yet
 * **New features**: We believe openpilot is mostly feature-complete, and the rest is a matter of refinement and fixing bugs. As a result of this, most feature PRs will be immediately closed, however the beauty of open source is that forks can and do offer features that upstream openpilot doesn't.
-* **Negative expected value**: This a class of PRs that makes an improvement, but the risk or validation costs more than the improvement. The risk can be mitigated by first getting a failing test merged.
+* **Negative expected value**: This is a class of PRs that makes an improvement, but the risk or validation costs more than the improvement. The risk can be mitigated by first getting a failing test merged.
 ### First contribution
 [Projects / openpilot bounties](https://github.com/orgs/commaai/projects/26/views/1?pane=info) is the best place to get started and goes in-depth on what's expected when working on a bounty.
-There's lot of bounties that don't require a comma 3X or a car.
+There are a lot of bounties that don't require a comma 3X or a car.
 ## Pull Requests
@@ -8,7 +8,7 @@ NOTE: Those commands must be run in the root directory of openpilot, **not /docs
 **1. Install the docs dependencies**
 ``` bash
-pip install .[docs]
+uv pip install .[docs]
 ```
 **2. Build the new site**
@@ -21,10 +21,10 @@ Each car brand is supported by a standard interface structure in `opendbc/car/[b
 * `values.py`: Limits for actuation, general constants for cars, and supported car documentation
 * `radar_interface.py`: Interface for parsing radar points from the car, if applicable
-## panda
+## safety
-* `board/safety/safety_[brand].h`: Brand-specific safety logic
+* `opendbc_repo/opendbc/safety/modes/[brand].h`: Brand-specific safety logic
-* `tests/safety/test_[brand].py`: Brand-specific safety CI tests
+* `opendbc_repo/opendbc/safety/tests/test_[brand].py`: Brand-specific safety CI tests
 ## openpilot
@@ -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"
@@ -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 = [
@@ -14,42 +14,44 @@ 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",
-  "pycapnp==2.1.0",
+  "pycapnp",
  "Cython",
  "setuptools",
  "numpy >=2.0",
  # vendored native dependencies
  "bzip2 @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=bzip2",
  "capnproto @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=capnproto",
  "eigen @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=eigen",
  "ffmpeg @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=ffmpeg",
  "libjpeg @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=libjpeg",
  "libyuv @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=libyuv",
  "openssl3 @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=openssl3",
  "python3-dev @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=python3-dev",
  "zstd @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=zstd",
  "ncurses @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=ncurses",
  "zeromq @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=zeromq",
  "git-lfs @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=git-lfs",
  # body / webrtcd
  "av",
  "aiohttp",
  "aiortc",
  # aiortc does not put an upper bound on pyopenssl and is now incompatible
  # with the latest release
  "pyopenssl < 24.3.0",
  "pyaudio",
  # ubloxd (TODO: just use struct)
  "kaitaistruct",
  # panda
  "libusb1",
  "spidev; platform_system == 'Linux'",
  # modeld
  "onnx >= 1.14.0",
  # 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 +60,6 @@ dependencies = [
  # acados deps
  "casadi >=3.6.6",  # 3.12 fixed in 3.6.6
  "future-fstrings",
  # joystickd
  "inputs",
@@ -72,60 +73,41 @@ 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",
  "ruff",
  "codespell",
  "pre-commit-hooks",
 ]
 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",
+  "gcc-arm-none-eabi @ git+https://github.com/commaai/dependencies.git@releases#subdirectory=gcc-arm-none-eabi",
  "pyautogui",
  "pygame",
  "pyopencl; platform_machine != 'aarch64'", # broken on arm64
  "pytools>=2025.1.6; platform_machine != 'aarch64'",
  "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')",
+  "metadrive-simulator @ git+https://github.com/commaai/metadrive.git@minimal ; (platform_machine != 'aarch64')",
  "dearpygui>=2.1.0; (sys_platform != 'linux' or platform_machine != 'aarch64')", # not vended for linux aarch64
 ]
@@ -149,7 +131,6 @@ cpp_files = "test_*"
 cpp_harness = "selfdrive/test/cpp_harness.py"
 python_files = "test_*.py"
 asyncio_default_fixture_loop_scope = "function"
 #timeout = "30"  # you get this long by default
 markers = [
  "slow: tests that take awhile to run and can be skipped with -m 'not slow'",
  "tici: tests that are only meant to run on the C3/C3X",
@@ -158,66 +139,20 @@ markers = [
 testpaths = [
  "common",
  "selfdrive",
-  "system/manager",
+  "system",
-  "system/updated",
+  "tools",
-  "system/athena",
+  "cereal",
  "system/camerad",
  "system/hardware",
  "system/loggerd",
  "system/tests",
  "system/ubloxd",
  "system/webrtc",
  "tools/lib/tests",
  "tools/replay",
  "tools/cabana",
  "cereal/messaging/tests",
  "sunnypilot",
 ]
 [tool.codespell]
 quiet-level = 3
 # if you've got a short variable name that's getting flagged, add it here
-ignore-words-list = "bu,ro,te,ue,alo,hda,ois,nam,nams,ned,som,parm,setts,inout,warmup,bumb,nd,sie,preints,whit,indexIn,ws,uint,grey,deque,stdio,amin,BA,LITE,atEnd,UIs,errorString,arange,FocusIn,od,tim,relA,hist,copyable,jupyter,thead,TGE,abl,lite"
+ignore-words-list = "bu,ro,te,ue,alo,hda,ois,nam,nams,ned,som,parm,setts,inout,warmup,bumb,nd,sie,preints,whit,indexIn,ws,uint,grey,deque,stdio,amin,BA,LITE,atEnd,UIs,errorString,arange,FocusIn,od,tim,relA,hist,copyable,jupyter,thead,TGE,abl,lite,ser"
 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]
+# https://docs.astral.sh/ruff/configuration/#using-pyprojecttoml
 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
 [tool.ruff]
 indent-width = 2
 lint.select = [
@@ -275,3 +210,43 @@ 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
@@ -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`
@@ -72,9 +72,8 @@ find . -name '*.pyc' -delete
 find . -name 'moc_*' -delete
 find . -name '__pycache__' -delete
 rm -rf .sconsign.dblite Jenkinsfile release/
-rm selfdrive/modeld/models/driving_vision.onnx
+rm -f selfdrive/modeld/models/*.onnx
-rm selfdrive/modeld/models/driving_policy.onnx
+rm -f sunnypilot/modeld*/models/*.onnx
 rm sunnypilot/modeld*/models/supercombo.onnx
 find third_party/ -name '*x86*' -exec rm -r {} +
 find third_party/ -name '*Darwin*' -exec rm -r {} +
@@ -1,12 +1,14 @@
 #!/usr/bin/env bash
 set -e
 # To build sim and docs, you can run the following to mount the scons cache to the same place as in CI:
 # mkdir -p .ci_cache/scons_cache
 # sudo mount --bind /tmp/scons_cache/ .ci_cache/scons_cache
 SCRIPT_DIR=$(dirname "$0")
 OPENPILOT_DIR=$SCRIPT_DIR/../../
 DOCKER_IMAGE=sunnypilot
 DOCKER_FILE=Dockerfile.openpilot
 DOCKER_REGISTRY=ghcr.io/sunnypilot
 COMMIT_SHA=$(git rev-parse HEAD)
 if [ -n "$TARGET_ARCHITECTURE" ]; then
  PLATFORM="linux/$TARGET_ARCHITECTURE"
  TAG_SUFFIX="-$TARGET_ARCHITECTURE"
@@ -15,9 +17,11 @@ else
  TAG_SUFFIX=""
 fi
-source $SCRIPT_DIR/docker_common_sp.sh $1 "$TAG_SUFFIX"
+LOCAL_TAG=$DOCKER_IMAGE$TAG_SUFFIX
 REMOTE_TAG=$DOCKER_REGISTRY/$LOCAL_TAG
 REMOTE_SHA_TAG=$DOCKER_REGISTRY/$LOCAL_TAG:$COMMIT_SHA
-DOCKER_BUILDKIT=1 docker buildx build --provenance false --pull --platform $PLATFORM --load --cache-to type=inline --cache-from type=registry,ref=$REMOTE_TAG -t $DOCKER_IMAGE:latest -t $REMOTE_TAG -t $LOCAL_TAG -f $OPENPILOT_DIR/$DOCKER_FILE $OPENPILOT_DIR
+DOCKER_BUILDKIT=1 docker buildx build --provenance false --pull --platform $PLATFORM --load -t $DOCKER_IMAGE:latest -t $REMOTE_TAG -t $LOCAL_TAG -f $OPENPILOT_DIR/$DOCKER_FILE $OPENPILOT_DIR
 if [ -n "$PUSH_IMAGE" ]; then
  docker push $REMOTE_TAG
@@ -1,18 +0,0 @@
 if [ "$1" = "base" ]; then
  export DOCKER_IMAGE=sunnypilot-base
  export DOCKER_FILE=Dockerfile.sunnypilot_base
 elif [ "$1" = "prebuilt" ]; then
  export DOCKER_IMAGE=sunnypilot-prebuilt
  export DOCKER_FILE=Dockerfile.sunnypilot
 else
  echo "Invalid docker build image: '$1'"
  exit 1
 fi
 export DOCKER_REGISTRY=ghcr.io/sunnypilot
 export COMMIT_SHA=$(git rev-parse HEAD)
 TAG_SUFFIX=$2
 LOCAL_TAG=$DOCKER_IMAGE$TAG_SUFFIX
 REMOTE_TAG=$DOCKER_REGISTRY/$LOCAL_TAG
 REMOTE_SHA_TAG=$DOCKER_REGISTRY/$LOCAL_TAG:$COMMIT_SHA
@@ -1,4 +1,5 @@
 import os
 import pickle
 import sys
 import hashlib
 import json
@@ -6,6 +7,41 @@ import re
 from pathlib import Path
 from datetime import datetime, UTC
 REQUIRED_OUTPUT_KEYS = frozenset({
  "plan",
  "lane_lines",
  "road_edges",
  "lead",
  "desire_state",
  "desire_pred",
  "meta",
  "lead_prob",
  "lane_lines_prob",
  "pose",
  "wide_from_device_euler",
  "road_transform",
  "hidden_state",
 })
 OPTIONAL_OUTPUT_KEYS = frozenset({
  "planplus",
  "sim_pose",
  "desired_curvature",
 })
 def validate_model_outputs(metadata_paths: list[Path]) -> None:
  combined_keys: set[str] = set()
  for path in metadata_paths:
    with open(path, "rb") as f:
      metadata = pickle.load(f)
    combined_keys.update(metadata.get("output_slices", {}).keys())
  missing = REQUIRED_OUTPUT_KEYS - combined_keys
  if missing:
    raise ValueError(f"Combined model metadata is missing required output keys: {sorted(missing)}")
  detected_optional = sorted(OPTIONAL_OUTPUT_KEYS & combined_keys)
  if detected_optional:
    print(f"Optional output keys detected: {detected_optional}")
 def create_short_name(full_name):
  # Remove parentheses and extract alphanumeric words
@@ -68,8 +104,10 @@ 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": {
@@ -122,9 +160,19 @@ if __name__ == "__main__":
  parser.add_argument("--output-dir", default="./output", help="Output directory for metadata")
  parser.add_argument("--custom-name", help="Custom display name for the model")
  parser.add_argument("--is-20hz", action="store_true", help="Whether this is a 20Hz model")
  parser.add_argument("--validate-only", action="store_true")
  parser.add_argument("--upstream-branch", default="unknown", help="Upstream branch name")
  args = parser.parse_args()
  if args.validate_only:
    metadata_paths = glob.glob(os.path.join(args.model_dir, "*_metadata.pkl"))
    if not metadata_paths:
      print(f"No metadata files found in {args.model_dir}", file=sys.stderr)
      sys.exit(1)
    validate_model_outputs([Path(p) for p in metadata_paths])
    print(f"Validated {len(metadata_paths)} metadata files successfully.")
    sys.exit(0)
  # Find all ONNX files in the given directory
  model_paths = glob.glob(os.path.join(args.model_dir, "*.onnx"))
  if not model_paths:
@@ -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()
@@ -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 "  op lint ty ruff"
-  echo "          Only run the mypy and ruff tests"
+  echo "          Only run the ty and ruff tests"
  echo ""
-  echo "  op lint --skip mypy ruff"
+  echo "  op lint --skip ty ruff"
-  echo "          Skip the mypy and ruff tests"
+  echo "          Skip the ty and ruff tests"
  echo ""
  echo "  op lint"
  echo "          Run all the tests"
@@ -1,17 +1,33 @@
 #!/usr/bin/env python3
 import os
 import glob
-import onnx
+
 from tinygrad.nn.onnx import OnnxPBParser
 BASEDIR = os.path.abspath(os.path.join(os.path.dirname(os.path.realpath(__file__)), "../"))
 MASTER_PATH = os.getenv("MASTER_PATH", BASEDIR)
 MODEL_PATH = "/selfdrive/modeld/models/"
 class MetadataOnnxPBParser(OnnxPBParser):
  def _parse_ModelProto(self) -> dict:
    obj = {"metadata_props": []}
    for fid, wire_type in self._parse_message(self.reader.len):
      match fid:
        case 14:
          obj["metadata_props"].append(self._parse_StringStringEntryProto())
        case _:
          self.reader.skip_field(wire_type)
    return obj
 def get_checkpoint(f):
-  model = onnx.load(f)
+  model = MetadataOnnxPBParser(f).parse()
-  metadata = {prop.key: prop.value for prop in model.metadata_props}
+  metadata = {prop["key"]: prop["value"] for prop in model["metadata_props"]}
  return metadata['model_checkpoint'].split('/')[0]
 if __name__ == "__main__":
  print("| | master | PR branch |")
  print("|-| -----  | --------- |")
@@ -24,8 +40,4 @@ if __name__ == "__main__":
    fn = os.path.basename(f)
    master = get_checkpoint(MASTER_PATH + MODEL_PATH + fn)
    pr = get_checkpoint(BASEDIR + MODEL_PATH + fn)
-    print(
+    print("|", fn, "|", f"[{master}](https://reporter.comma.life/experiment/{master})", "|", f"[{pr}](https://reporter.comma.life/experiment/{pr})", "|")
      "|", fn, "|",
      f"[{master}](https://reporter.comma.life/experiment/{master})", "|",
      f"[{pr}](https://reporter.comma.life/experiment/{pr})", "|"
    )
@@ -11,7 +11,7 @@ LANGUAGES_FILE = TRANSLATIONS_DIR / "languages.json"
 GLYPH_PADDING = 6
 EXTRA_CHARS = "–‑✓×°§•X⚙✕◀▶✔⌫⇧␣○●↳çêüñ–‑✓×°§•€£¥"
-UNIFONT_LANGUAGES = {"ar", "th", "zh-CHT", "zh-CHS", "ko", "ja"}
+UNIFONT_LANGUAGES = {"th", "zh-CHT", "zh-CHS", "ko", "ja"}
 def _languages():
@@ -0,0 +1,3 @@
 version https://git-lfs.github.com/spec/v1
 oid sha256:263598da73c577c01cebd31ae78f45969ef8b335be1a5f55d54a696bb2982c0a
 size 2062
@@ -1,3 +0,0 @@
 version https://git-lfs.github.com/spec/v1
 oid sha256:20024203288f144633014422e16119278477099f24fba5c155a804a1864a26b4
 size 7511
@@ -0,0 +1,3 @@
 version https://git-lfs.github.com/spec/v1
 oid sha256:70d4236bcfd3aa8f100b81179c1e0f193c6ffbd84769c4a516be4381e62b270a
 size 18666
@@ -1,3 +0,0 @@
 version https://git-lfs.github.com/spec/v1
 oid sha256:279c1d8f95eb9f4a3058dff76b0f316ce9eef7bc8f4296936ad25fd08703ce13
 size 10380
@@ -0,0 +1,3 @@
 version https://git-lfs.github.com/spec/v1
 oid sha256:ed07f72339cf1c3926a2cb7314f9baa099bcdb3f8bc89a9084661b71334b0526
 size 32599
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ffb293236f5f8f7da44b5a3c4c0b72e86c4e1fdb04f89c94507af008ff7de139
+oid sha256:5dedb4139a7ddeafcdaf050144769e490643820db726201a15250e1042eb6d15
-size 8210
+size 7982
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bda53863c9a46c50a1e2920a76c2d2f1fe4df8a94b8d2e26f5d83eef3a9c3bd3
+oid sha256:d527dcff61fa66902681706b4916586244b8cf0520086ac980ff782ab2d99ce7
-size 3627
+size 4778
--- a/Show More
+++ b/Show More
`@@ -1 +1 @@`
	`#define DEFAULT_MODEL "Dark Souls 2 (Default)"`	`#define DEFAULT_MODEL "CD210 (Default)"`
`@@ -1 +1 @@`
	`#define COMMA_VERSION "0.10.3"`	`#define COMMA_VERSION "0.10.4"`