Merge remote-tracking branch 'upstream/master' into cc-curvature

.gitattributes

@@ -11,8 +11,6 @@
 
 selfdrive/car/tests/test_models_segs.txt filter=lfs diff=lfs merge=lfs -text
 system/hardware/tici/updater filter=lfs diff=lfs merge=lfs -text
-selfdrive/ui/qt/spinner_larch64 filter=lfs diff=lfs merge=lfs -text
-selfdrive/ui/qt/text_larch64 filter=lfs diff=lfs merge=lfs -text
 third_party/**/*.a filter=lfs diff=lfs merge=lfs -text
 third_party/**/*.so filter=lfs diff=lfs merge=lfs -text
 third_party/**/*.so.* filter=lfs diff=lfs merge=lfs -text

.github/workflows/auto_pr_review.yaml

@@ -1,7 +1,7 @@
 name: "PR review"
 on:
   pull_request_target:
-    types: [opened, reopened, synchronize, edited, edited]
+    types: [opened, reopened, synchronize, edited]
 
 jobs:
   labeler:
@@ -50,4 +50,3 @@ jobs:
               * all the tests are passing
               * the change is [something we merge](https://github.com/commaai/openpilot/blob/master/docs/CONTRIBUTING.md#what-gets-merged)
               * include a route or your device' dongle ID if relevant
-      

.github/workflows/model_review.yaml

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

.github/workflows/selfdrive_tests.yaml

@@ -85,26 +85,34 @@ jobs:
 
   build_mac:
     name: build macOS
-    runs-on: ${{ github.repository == 'commaai/openpilot' && 'namespace-profile-macos-8x14' || 'macos-latest' }}
+    runs-on: ${{ ((github.repository == 'commaai/openpilot') && ((github.event_name != 'pull_request') || (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))) && 'namespace-profile-macos-8x14' || 'macos-latest' }}
     steps:
     - uses: actions/checkout@v4
       with:
         submodules: true
+    - run: echo "CACHE_COMMIT_DATE=$(git log -1 --pretty='format:%cd' --date=format:'%Y-%m-%d-%H:%M')" >> $GITHUB_ENV
     - name: Homebrew cache
       uses: ./.github/workflows/auto-cache
       with:
         path: ~/Library/Caches/Homebrew
+        key: brew-macos-${{ env.CACHE_COMMIT_DATE }}-${{ github.sha }}
+        restore-keys: |
+          brew-macos-${{ env.CACHE_COMMIT_DATE }}
+          brew-macos
     - name: Install dependencies
       run: ./tools/mac_setup.sh
       env:
         # package install has DeprecationWarnings
         PYTHONWARNINGS: default
     - run: git lfs pull
-    - run: echo "CACHE_COMMIT_DATE=$(git log -1 --pretty='format:%cd' --date=format:'%Y-%m-%d-%H:%M')" >> $GITHUB_ENV
     - name: Getting scons cache
       uses: ./.github/workflows/auto-cache
       with:
         path: /tmp/scons_cache
+        key: scons-${{ 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)
 
@@ -227,7 +235,7 @@ jobs:
     - name: Build openpilot
       run: ${{ env.RUN }} "scons -j$(nproc)"
     - name: Test car models
-      timeout-minutes: ${{ contains(runner.name, 'nsc') && (steps.routes-cache.outputs.cache-hit == 'true') && 1 || 20 }}
+      timeout-minutes: ${{ contains(runner.name, 'nsc') && (steps.routes-cache.outputs.cache-hit == 'true') && 1 || 6 }}
       run: |
         ${{ env.RUN }} "MAX_EXAMPLES=1 $PYTEST selfdrive/car/tests/test_models.py && \
                         chmod -R 777 /tmp/comma_download_cache"
@@ -323,6 +331,7 @@ jobs:
     runs-on:
       - ${{ ((github.repository == 'commaai/openpilot') && ((github.event_name != 'pull_request') || (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))) && 'namespace-profile-amd64-8x16' || 'ubuntu-24.04' }}
       - ${{ ((github.repository == 'commaai/openpilot') && ((github.event_name != 'pull_request') || (github.event.pull_request.head.repo.full_name == 'commaai/openpilot'))) && 'namespace-experiments:docker.builds.local-cache=separate' || 'ubuntu-24.04' }}
+    if: false  # FIXME: FrameReader is broken on CI runners
     steps:
       - uses: actions/checkout@v4
         with:

.github/workflows/ui_preview.yaml

@@ -19,7 +19,8 @@ env:
 
 jobs:
   preview:
-    if: github.repository == 'commaai/openpilot'
+    #if: github.repository == 'commaai/openpilot'
+    if: false  # FIXME: FrameReader is broken on CI runners
     name: preview
     runs-on: ubuntu-latest
     timeout-minutes: 20
@@ -82,7 +83,7 @@ jobs:
         if: github.event_name == 'pull_request_target'
         id: find_diff
         run: >-
-          sudo apt-get install -y imagemagick
+          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)
@@ -93,8 +94,20 @@ jobs:
 
           for ((i=0; i<${#A[*]}; i=i+1));
           do
+            # Check if the master file exists
+            if [ ! -f "${{ github.workspace }}/master_ui/${A[$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>"
 
-            if ! compare -fuzz 2% -highlight-color DeepSkyBlue1 -lowlight-color Black -compose Src ${{ github.workspace }}/master_ui/${A[$i]}.png ${{ github.workspace }}/pr_ui/${A[$i]}.png ${{ github.workspace }}/pr_ui/${A[$i]}_diff.png; then
+              DIFF="${DIFF}<tr>"
+              DIFF="${DIFF}  <td> <img src=\"https://raw.githubusercontent.com/commaai/ci-artifacts/${{ 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 ${{ github.workspace }}/master_ui/${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 ${{ github.workspace }}/master_ui/${A[$i]}.png composite_diff.png
               convert -delay 100 ${{ github.workspace }}/master_ui/${A[$i]}.png composite_diff.png -loop 0 ${{ github.workspace }}/pr_ui/${A[$i]}_diff.gif

RELEASES.md

@@ -1,12 +1,16 @@
-Version 0.9.9 (2025-04-XX)
+Version 0.9.9 (2025-04-30)
 ========================
+* New driving model
 * Tesla Model 3 and Y support thanks to lukasloetkolben!
+* Coming soon
+  * New driving model supervised by MLSIM
+  * An online learner for steering actuator delay
 
 Version 0.9.8 (2025-02-28)
 ========================
 * New driving model
   * Model now gates applying positive acceleration in Chill mode
-* New driving monitoring model
+* New driver monitoring model
   * Reduced false positives related to passengers
 * Image processing pipeline moved to the ISP
   * More GPU time for bigger driving models

cereal/log.capnp

@@ -59,6 +59,7 @@ struct OnroadEvent @0xc4fa6047f024e718 {
     pcmEnable @23;
     pcmDisable @24;
     radarFault @25;
+    radarTempUnavailable @93;
     brakeHold @26;
     parkBrake @27;
     manualRestart @28;
@@ -728,7 +729,7 @@ struct PeripheralState {
 struct RadarState @0x9a185389d6fdd05f {
   mdMonoTime @6 :UInt64;
   carStateMonoTime @11 :UInt64;
-  radarErrors @12 :List(Car.RadarData.Error);
+  radarErrors @13 :Car.RadarData.Error;
 
   leadOne @3 :LeadData;
   leadTwo @4 :LeadData;
@@ -762,6 +763,7 @@ struct RadarState @0x9a185389d6fdd05f {
   calPercDEPRECATED @9 :Int8;
   canMonoTimesDEPRECATED @10 :List(UInt64);
   cumLagMsDEPRECATED @5 :Float32;
+  radarErrorsDEPRECATED @12 :List(Car.RadarData.ErrorDEPRECATED);
 }
 
 struct LiveCalibrationData {
@@ -1172,6 +1174,8 @@ struct ModelDataV2 {
 
   struct Action {
     desiredCurvature @0 :Float32;
+    desiredAcceleration @1 :Float32;
+    shouldStop @2 :Bool;
   }
 }
 
@@ -1584,6 +1588,10 @@ struct UbloxGnss {
       svId @0 :UInt8;
       gnssId @1 :UInt8;
       flagsBitfield @2 :UInt32;
+      cno @3 :UInt8;
+      elevationDeg @4 :Int8;
+      azimuthDeg @5 :Int16;
+      pseudorangeResidual @6 :Float32;
     }
   }
 
@@ -2272,6 +2280,22 @@ struct LiveTorqueParametersData {
   useParams @12 :Bool;
 }
 
+struct LiveDelayData {
+  lateralDelay @0 :Float32;
+  validBlocks @1 :Int32;
+  status @2 :Status;
+
+  lateralDelayEstimate @3 :Float32;
+  lateralDelayEstimateStd @5 :Float32;
+  points @4 :List(Float32);
+
+  enum Status {
+    unestimated @0;
+    estimated @1;
+    invalid @2;
+  }
+}
+
 struct LiveMapDataDEPRECATED {
   speedLimitValid @0 :Bool;
   speedLimit @1 :Float32;
@@ -2502,6 +2526,7 @@ struct Event {
     gnssMeasurements @91 :GnssMeasurements;
     liveParameters @61 :LiveParametersData;
     liveTorqueParameters @94 :LiveTorqueParametersData;
+    liveDelay @146 : LiveDelayData;
     cameraOdometry @63 :CameraOdometry;
     thumbnail @66: Thumbnail;
     onroadEvents @134: List(OnroadEvent);

cereal/services.py

@@ -36,6 +36,7 @@ _services: dict[str, tuple] = {
   "errorLogMessage": (True, 0., 1),
   "liveCalibration": (True, 4., 4),
   "liveTorqueParameters": (True, 4., 1),
+  "liveDelay": (True, 4., 1),
   "androidLog": (True, 0.),
   "carState": (True, 100., 10),
   "carControl": (True, 100., 10),

common/clutil.cc

@@ -96,109 +96,3 @@ cl_program cl_program_from_source(cl_context ctx, cl_device_id device_id, const
   }
   return prg;
 }
-
-cl_program cl_program_from_binary(cl_context ctx, cl_device_id device_id, const uint8_t* binary, size_t length, const char* args) {
-  cl_program prg = CL_CHECK_ERR(clCreateProgramWithBinary(ctx, 1, &device_id, &length, &binary, 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;
-}
-
-// Given a cl code and return a string representation
-#define CL_ERR_TO_STR(err) case err: return #err
-const char* cl_get_error_string(int err) {
-  switch (err) {
-    CL_ERR_TO_STR(CL_SUCCESS);
-    CL_ERR_TO_STR(CL_DEVICE_NOT_FOUND);
-    CL_ERR_TO_STR(CL_DEVICE_NOT_AVAILABLE);
-    CL_ERR_TO_STR(CL_COMPILER_NOT_AVAILABLE);
-    CL_ERR_TO_STR(CL_MEM_OBJECT_ALLOCATION_FAILURE);
-    CL_ERR_TO_STR(CL_OUT_OF_RESOURCES);
-    CL_ERR_TO_STR(CL_OUT_OF_HOST_MEMORY);
-    CL_ERR_TO_STR(CL_PROFILING_INFO_NOT_AVAILABLE);
-    CL_ERR_TO_STR(CL_MEM_COPY_OVERLAP);
-    CL_ERR_TO_STR(CL_IMAGE_FORMAT_MISMATCH);
-    CL_ERR_TO_STR(CL_IMAGE_FORMAT_NOT_SUPPORTED);
-    CL_ERR_TO_STR(CL_MAP_FAILURE);
-    CL_ERR_TO_STR(CL_MISALIGNED_SUB_BUFFER_OFFSET);
-    CL_ERR_TO_STR(CL_EXEC_STATUS_ERROR_FOR_EVENTS_IN_WAIT_LIST);
-    CL_ERR_TO_STR(CL_COMPILE_PROGRAM_FAILURE);
-    CL_ERR_TO_STR(CL_LINKER_NOT_AVAILABLE);
-    CL_ERR_TO_STR(CL_LINK_PROGRAM_FAILURE);
-    CL_ERR_TO_STR(CL_DEVICE_PARTITION_FAILED);
-    CL_ERR_TO_STR(CL_KERNEL_ARG_INFO_NOT_AVAILABLE);
-    CL_ERR_TO_STR(CL_INVALID_VALUE);
-    CL_ERR_TO_STR(CL_INVALID_DEVICE_TYPE);
-    CL_ERR_TO_STR(CL_INVALID_PLATFORM);
-    CL_ERR_TO_STR(CL_INVALID_DEVICE);
-    CL_ERR_TO_STR(CL_INVALID_CONTEXT);
-    CL_ERR_TO_STR(CL_INVALID_QUEUE_PROPERTIES);
-    CL_ERR_TO_STR(CL_INVALID_COMMAND_QUEUE);
-    CL_ERR_TO_STR(CL_INVALID_HOST_PTR);
-    CL_ERR_TO_STR(CL_INVALID_MEM_OBJECT);
-    CL_ERR_TO_STR(CL_INVALID_IMAGE_FORMAT_DESCRIPTOR);
-    CL_ERR_TO_STR(CL_INVALID_IMAGE_SIZE);
-    CL_ERR_TO_STR(CL_INVALID_SAMPLER);
-    CL_ERR_TO_STR(CL_INVALID_BINARY);
-    CL_ERR_TO_STR(CL_INVALID_BUILD_OPTIONS);
-    CL_ERR_TO_STR(CL_INVALID_PROGRAM);
-    CL_ERR_TO_STR(CL_INVALID_PROGRAM_EXECUTABLE);
-    CL_ERR_TO_STR(CL_INVALID_KERNEL_NAME);
-    CL_ERR_TO_STR(CL_INVALID_KERNEL_DEFINITION);
-    CL_ERR_TO_STR(CL_INVALID_KERNEL);
-    CL_ERR_TO_STR(CL_INVALID_ARG_INDEX);
-    CL_ERR_TO_STR(CL_INVALID_ARG_VALUE);
-    CL_ERR_TO_STR(CL_INVALID_ARG_SIZE);
-    CL_ERR_TO_STR(CL_INVALID_KERNEL_ARGS);
-    CL_ERR_TO_STR(CL_INVALID_WORK_DIMENSION);
-    CL_ERR_TO_STR(CL_INVALID_WORK_GROUP_SIZE);
-    CL_ERR_TO_STR(CL_INVALID_WORK_ITEM_SIZE);
-    CL_ERR_TO_STR(CL_INVALID_GLOBAL_OFFSET);
-    CL_ERR_TO_STR(CL_INVALID_EVENT_WAIT_LIST);
-    CL_ERR_TO_STR(CL_INVALID_EVENT);
-    CL_ERR_TO_STR(CL_INVALID_OPERATION);
-    CL_ERR_TO_STR(CL_INVALID_GL_OBJECT);
-    CL_ERR_TO_STR(CL_INVALID_BUFFER_SIZE);
-    CL_ERR_TO_STR(CL_INVALID_MIP_LEVEL);
-    CL_ERR_TO_STR(CL_INVALID_GLOBAL_WORK_SIZE);
-    CL_ERR_TO_STR(CL_INVALID_PROPERTY);
-    CL_ERR_TO_STR(CL_INVALID_IMAGE_DESCRIPTOR);
-    CL_ERR_TO_STR(CL_INVALID_COMPILER_OPTIONS);
-    CL_ERR_TO_STR(CL_INVALID_LINKER_OPTIONS);
-    CL_ERR_TO_STR(CL_INVALID_DEVICE_PARTITION_COUNT);
-    case -69: return "CL_INVALID_PIPE_SIZE";
-    case -70: return "CL_INVALID_DEVICE_QUEUE";
-    case -71: return "CL_INVALID_SPEC_ID";
-    case -72: return "CL_MAX_SIZE_RESTRICTION_EXCEEDED";
-    case -1002: return "CL_INVALID_D3D10_DEVICE_KHR";
-    case -1003: return "CL_INVALID_D3D10_RESOURCE_KHR";
-    case -1004: return "CL_D3D10_RESOURCE_ALREADY_ACQUIRED_KHR";
-    case -1005: return "CL_D3D10_RESOURCE_NOT_ACQUIRED_KHR";
-    case -1006: return "CL_INVALID_D3D11_DEVICE_KHR";
-    case -1007: return "CL_INVALID_D3D11_RESOURCE_KHR";
-    case -1008: return "CL_D3D11_RESOURCE_ALREADY_ACQUIRED_KHR";
-    case -1009: return "CL_D3D11_RESOURCE_NOT_ACQUIRED_KHR";
-    case -1010: return "CL_INVALID_DX9_MEDIA_ADAPTER_KHR";
-    case -1011: return "CL_INVALID_DX9_MEDIA_SURFACE_KHR";
-    case -1012: return "CL_DX9_MEDIA_SURFACE_ALREADY_ACQUIRED_KHR";
-    case -1013: return "CL_DX9_MEDIA_SURFACE_NOT_ACQUIRED_KHR";
-    case -1093: return "CL_INVALID_EGL_OBJECT_KHR";
-    case -1092: return "CL_EGL_RESOURCE_NOT_ACQUIRED_KHR";
-    case -1001: return "CL_PLATFORM_NOT_FOUND_KHR";
-    case -1057: return "CL_DEVICE_PARTITION_FAILED_EXT";
-    case -1058: return "CL_INVALID_PARTITION_COUNT_EXT";
-    case -1059: return "CL_INVALID_PARTITION_NAME_EXT";
-    case -1094: return "CL_INVALID_ACCELERATOR_INTEL";
-    case -1095: return "CL_INVALID_ACCELERATOR_TYPE_INTEL";
-    case -1096: return "CL_INVALID_ACCELERATOR_DESCRIPTOR_INTEL";
-    case -1097: return "CL_ACCELERATOR_TYPE_NOT_SUPPORTED_INTEL";
-    case -1000: return "CL_INVALID_GL_SHAREGROUP_REFERENCE_KHR";
-    case -1098: return "CL_INVALID_VA_API_MEDIA_ADAPTER_INTEL";
-    case -1099: return "CL_INVALID_VA_API_MEDIA_SURFACE_INTEL";
-    case -1100: return "CL_VA_API_MEDIA_SURFACE_ALREADY_ACQUIRED_INTEL";
-    case -1101: return "CL_VA_API_MEDIA_SURFACE_NOT_ACQUIRED_INTEL";
-    default: return "CL_UNKNOWN_ERROR";
-  }
-}

common/clutil.h

@@ -25,6 +25,4 @@ 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_binary(cl_context ctx, cl_device_id device_id, const uint8_t* binary, size_t length, const char* args = nullptr);
 cl_program cl_program_from_file(cl_context ctx, cl_device_id device_id, const char* path, const char* args);
-const char* cl_get_error_string(int err);

common/numpy_fast.py

@@ -1,19 +0,0 @@
-def clip(x, lo, hi):
-  return max(lo, min(hi, x))
-
-def interp(x, xp, fp):
-  N = len(xp)
-
-  def get_interp(xv):
-    hi = 0
-    while hi < N and xv > xp[hi]:
-      hi += 1
-    low = hi - 1
-    return fp[-1] if hi == N and xv > xp[low] else (
-      fp[0] if hi == 0 else
-      (xv - xp[low]) * (fp[hi] - fp[low]) / (xp[hi] - xp[low]) + fp[low])
-
-  return [get_interp(v) for v in x] if hasattr(x, '__iter__') else get_interp(x)
-
-def mean(x):
-  return sum(x) / len(x)

common/params_keys.h

@@ -34,7 +34,7 @@ inline static std::unordered_map<std::string, uint32_t> keys = {
     {"DoReboot", CLEAR_ON_MANAGER_START},
     {"DoShutdown", CLEAR_ON_MANAGER_START},
     {"DoUninstall", CLEAR_ON_MANAGER_START},
-    {"ExperimentalLongitudinalEnabled", PERSISTENT | DEVELOPMENT_ONLY},
+    {"AlphaLongitudinalEnabled", PERSISTENT | DEVELOPMENT_ONLY},
     {"ExperimentalMode", PERSISTENT},
     {"ExperimentalModeConfirmed", PERSISTENT},
     {"FirmwareQueryDone", CLEAR_ON_MANAGER_START | CLEAR_ON_ONROAD_TRANSITION},
@@ -71,7 +71,9 @@ inline static std::unordered_map<std::string, uint32_t> keys = {
     {"LastPowerDropDetected", CLEAR_ON_MANAGER_START},
     {"LastUpdateException", CLEAR_ON_MANAGER_START},
     {"LastUpdateTime", PERSISTENT},
+    {"LiveDelay", PERSISTENT},
     {"LiveParameters", PERSISTENT},
+    {"LiveParametersV2", PERSISTENT},
     {"LiveTorqueParameters", PERSISTENT | DONT_LOG},
     {"LocationFilterInitialState", PERSISTENT},
     {"LongitudinalManeuverMode", CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION},

common/spinner.py

@@ -1,52 +0,0 @@
-import os
-import subprocess
-from openpilot.common.basedir import BASEDIR
-
-
-class Spinner:
-  def __init__(self):
-    try:
-      self.spinner_proc = subprocess.Popen(["./spinner"],
-                                           stdin=subprocess.PIPE,
-                                           cwd=os.path.join(BASEDIR, "selfdrive", "ui"),
-                                           close_fds=True)
-    except OSError:
-      self.spinner_proc = None
-
-  def __enter__(self):
-    return self
-
-  def update(self, spinner_text: str):
-    if self.spinner_proc is not None:
-      self.spinner_proc.stdin.write(spinner_text.encode('utf8') + b"\n")
-      try:
-        self.spinner_proc.stdin.flush()
-      except BrokenPipeError:
-        pass
-
-  def update_progress(self, cur: float, total: float):
-    self.update(str(round(100 * cur / total)))
-
-  def close(self):
-    if self.spinner_proc is not None:
-      self.spinner_proc.kill()
-      try:
-        self.spinner_proc.communicate(timeout=2.)
-      except subprocess.TimeoutExpired:
-        print("WARNING: failed to kill spinner")
-      self.spinner_proc = None
-
-  def __del__(self):
-    self.close()
-
-  def __exit__(self, exc_type, exc_value, traceback):
-    self.close()
-
-
-if __name__ == "__main__":
-  import time
-  with Spinner() as s:
-    s.update("Spinner text")
-    time.sleep(5.0)
-  print("gone")
-  time.sleep(5.0)

common/text_window.py

@@ -1,63 +0,0 @@
-#!/usr/bin/env python3
-import os
-import time
-import subprocess
-from openpilot.common.basedir import BASEDIR
-
-
-class TextWindow:
-  def __init__(self, text):
-    try:
-      self.text_proc = subprocess.Popen(["./text", text],
-                                        stdin=subprocess.PIPE,
-                                        cwd=os.path.join(BASEDIR, "selfdrive", "ui"),
-                                        close_fds=True)
-    except OSError:
-      self.text_proc = None
-
-  def get_status(self):
-    if self.text_proc is not None:
-      self.text_proc.poll()
-      return self.text_proc.returncode
-    return None
-
-  def __enter__(self):
-    return self
-
-  def close(self):
-    if self.text_proc is not None:
-      self.text_proc.terminate()
-      self.text_proc = None
-
-  def wait_for_exit(self):
-    if self.text_proc is not None:
-      while True:
-        if self.get_status() == 1:
-          return
-        time.sleep(0.1)
-
-  def __del__(self):
-    self.close()
-
-  def __exit__(self, exc_type, exc_value, traceback):
-    self.close()
-
-
-if __name__ == "__main__":
-  text = """Traceback (most recent call last):
-  File "./controlsd.py", line 608, in <module>
-    main()
-  File "./controlsd.py", line 604, in main
-    controlsd_thread(sm, pm, logcan)
-  File "./controlsd.py", line 455, in controlsd_thread
-    1/0
-ZeroDivisionError: division by zero"""
-  print(text)
-
-  with TextWindow(text) as s:
-    for _ in range(100):
-      if s.get_status() == 1:
-        print("Got exit button")
-        break
-      time.sleep(0.1)
-  print("gone")

conftest.py

@@ -77,8 +77,10 @@ def openpilot_class_fixture():
 
 
 @pytest.fixture(scope="function")
-def tici_setup_fixture(openpilot_function_fixture):
+def tici_setup_fixture(request, openpilot_function_fixture):
   """Ensure a consistent state for tests on-device. Needs the openpilot function fixture to run first."""
+  if 'skip_tici_setup' in request.keywords:
+    return
   HARDWARE.initialize_hardware()
   HARDWARE.set_power_save(False)
   os.system("pkill -9 -f athena")

docs/CARS.md

@@ -4,328 +4,332 @@
 
 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.
 
-# 302 Supported Cars
+# 304 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|
 |---|---|---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
-|Acura|ILX 2016-19|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Acura&model=ILX 2016-19">Buy Here</a></sub></details>||
-|Acura|RDX 2016-18|AcuraWatch Plus|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Acura&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Acura&model=RDX 2019-21">Buy Here</a></sub></details>||
-|Audi|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=A3 2014-19">Buy Here</a></sub></details>||
-|Audi|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>||
-|Audi|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=Q2 2018">Buy Here</a></sub></details>||
-|Audi|Q3 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=Q3 2019-23">Buy Here</a></sub></details>||
-|Audi|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=RS3 2018">Buy Here</a></sub></details>||
-|Audi|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=S3 2015-17">Buy Here</a></sub></details>||
+|Acura|ILX 2016-19|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Acura&model=ILX 2016-19">Buy Here</a></sub></details>||
+|Acura|RDX 2016-18|AcuraWatch Plus|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Acura&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Acura&model=RDX 2019-21">Buy Here</a></sub></details>||
+|Audi|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=A3 2014-19">Buy Here</a></sub></details>||
+|Audi|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>||
+|Audi|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=Q2 2018">Buy Here</a></sub></details>||
+|Audi|Q3 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=Q3 2019-23">Buy Here</a></sub></details>||
+|Audi|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=RS3 2018">Buy Here</a></sub></details>||
+|Audi|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Audi&model=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 comma 3X<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chevrolet&model=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 comma 3X<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chevrolet&model=Bolt EV 2022-23">Buy Here</a></sub></details>||
 |Chevrolet|Equinox 2019-22|Adaptive Cruise Control (ACC)|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chevrolet&model=Equinox 2019-22">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 comma 3X<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chevrolet&model=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 comma 3X<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chevrolet&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica 2017-18">Buy Here</a></sub></details>||
-|Chrysler|Pacifica 2019-20|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica 2019-20">Buy Here</a></sub></details>||
-|Chrysler|Pacifica 2021-23|All|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica 2021-23">Buy Here</a></sub></details>||
-|Chrysler|Pacifica Hybrid 2017-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica Hybrid 2017-18">Buy Here</a></sub></details>||
-|Chrysler|Pacifica Hybrid 2019-24|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica Hybrid 2019-24">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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica 2017-18">Buy Here</a></sub></details>||
+|Chrysler|Pacifica 2019-20|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica 2019-20">Buy Here</a></sub></details>||
+|Chrysler|Pacifica 2021-23|All|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica 2021-23">Buy Here</a></sub></details>||
+|Chrysler|Pacifica Hybrid 2017-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica Hybrid 2017-18">Buy Here</a></sub></details>||
+|Chrysler|Pacifica Hybrid 2019-24|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Chrysler&model=Pacifica Hybrid 2019-24">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||
-|CUPRA|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=CUPRA&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Dodge&model=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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Escape 2020-22">Buy Here</a></sub></details>||
-|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Escape Hybrid 2020-22">Buy Here</a></sub></details>||
-|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Escape Plug-in Hybrid 2020-22">Buy Here</a></sub></details>||
-|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 USB-C coupler<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=F-150 2021-23">Buy Here</a></sub></details>||
-|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 USB-C coupler<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=F-150 Hybrid 2021-23">Buy Here</a></sub></details>||
-|Ford|Focus 2018[<sup>3</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Focus 2018">Buy Here</a></sub></details>||
-|Ford|Focus Hybrid 2018[<sup>3</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Focus Hybrid 2018">Buy Here</a></sub></details>||
-|Ford|Kuga 2020-22|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Kuga 2020-22">Buy Here</a></sub></details>||
-|Ford|Kuga Hybrid 2020-22|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Kuga Hybrid 2020-22">Buy Here</a></sub></details>||
-|Ford|Kuga Plug-in Hybrid 2020-22|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Kuga Plug-in Hybrid 2020-22">Buy Here</a></sub></details>||
-|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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Maverick Hybrid 2023-24">Buy Here</a></sub></details>||
-|Ford|Mustang Mach-E 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Mustang Mach-E 2021-23">Buy Here</a></sub></details>||
-|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 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Ranger 2024">Buy Here</a></sub></details>||
-|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G70 2022-23">Buy Here</a></sub></details>||
-|Genesis|G80 2017|All|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G80 2017">Buy Here</a></sub></details>||
-|Genesis|G80 2018-19|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 H connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G80 2018-19">Buy Here</a></sub></details>||
-|Genesis|G80 (2.5T Advanced Trim, with HDA II) 2024[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G80 (2.5T Advanced Trim, with HDA II) 2024">Buy Here</a></sub></details>||
-|Genesis|G90 2017-20|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G90 2017-20">Buy Here</a></sub></details>||
-|Genesis|GV60 (Advanced Trim) 2023[<sup>5</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 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV60 (Advanced Trim) 2023">Buy Here</a></sub></details>||
-|Genesis|GV60 (Performance Trim) 2022-23[<sup>5</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 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV60 (Performance Trim) 2022-23">Buy Here</a></sub></details>||
-|Genesis|GV70 (2.5T Trim, without HDA II) 2022-24[<sup>5</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 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV70 (2.5T Trim, without HDA II) 2022-24">Buy Here</a></sub></details>||
-|Genesis|GV70 (3.5T Trim, without HDA II) 2022-23[<sup>5</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 Hyundai M connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV70 (3.5T Trim, without HDA II) 2022-23">Buy Here</a></sub></details>||
-|Genesis|GV70 Electrified (Australia Only) 2022[<sup>5</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 Hyundai Q connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV70 Electrified (Australia Only) 2022">Buy Here</a></sub></details>||
-|Genesis|GV70 Electrified (with HDA II) 2023-24[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV70 Electrified (with HDA II) 2023-24">Buy Here</a></sub></details>||
-|Genesis|GV80 2023[<sup>5</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 Hyundai M connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV80 2023">Buy Here</a></sub></details>||
+|CUPRA|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=CUPRA&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Dodge&model=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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Escape 2020-22">Buy Here</a></sub></details>||
+|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Escape Hybrid 2020-22">Buy Here</a></sub></details>||
+|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Escape Plug-in Hybrid 2020-22">Buy Here</a></sub></details>||
+|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 USB-C coupler<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=F-150 2021-23">Buy Here</a></sub></details>||
+|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 USB-C coupler<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=F-150 Hybrid 2021-23">Buy Here</a></sub></details>||
+|Ford|Focus 2018[<sup>3</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Focus 2018">Buy Here</a></sub></details>||
+|Ford|Focus Hybrid 2018[<sup>3</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Focus Hybrid 2018">Buy Here</a></sub></details>||
+|Ford|Kuga 2020-22|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Kuga 2020-22">Buy Here</a></sub></details>||
+|Ford|Kuga Hybrid 2020-22|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Kuga Hybrid 2020-22">Buy Here</a></sub></details>||
+|Ford|Kuga Plug-in Hybrid 2020-22|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Kuga Plug-in Hybrid 2020-22">Buy Here</a></sub></details>||
+|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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=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 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Maverick Hybrid 2023-24">Buy Here</a></sub></details>||
+|Ford|Mustang Mach-E 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Mustang Mach-E 2021-23">Buy Here</a></sub></details>||
+|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 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ford&model=Ranger 2024">Buy Here</a></sub></details>||
+|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G70 2022-23">Buy Here</a></sub></details>||
+|Genesis|G80 2017|All|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G80 2017">Buy Here</a></sub></details>||
+|Genesis|G80 2018-19|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 H connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G80 2018-19">Buy Here</a></sub></details>||
+|Genesis|G80 (2.5T Advanced Trim, with HDA II) 2024[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G80 (2.5T Advanced Trim, with HDA II) 2024">Buy Here</a></sub></details>||
+|Genesis|G90 2017-20|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=G90 2017-20">Buy Here</a></sub></details>||
+|Genesis|GV60 (Advanced Trim) 2023[<sup>6</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 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV60 (Advanced Trim) 2023">Buy Here</a></sub></details>||
+|Genesis|GV60 (Performance Trim) 2022-23[<sup>6</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 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV60 (Performance Trim) 2022-23">Buy Here</a></sub></details>||
+|Genesis|GV70 (2.5T Trim, without HDA II) 2022-24[<sup>6</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 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV70 (2.5T Trim, without HDA II) 2022-24">Buy Here</a></sub></details>||
+|Genesis|GV70 (3.5T Trim, without HDA II) 2022-23[<sup>6</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 Hyundai M connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV70 (3.5T Trim, without HDA II) 2022-23">Buy Here</a></sub></details>||
+|Genesis|GV70 Electrified (Australia Only) 2022[<sup>6</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 Hyundai Q connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV70 Electrified (Australia Only) 2022">Buy Here</a></sub></details>||
+|Genesis|GV70 Electrified (with HDA II) 2023-24[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV70 Electrified (with HDA II) 2023-24">Buy Here</a></sub></details>||
+|Genesis|GV80 2023[<sup>6</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 Hyundai M connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Genesis&model=GV80 2023">Buy Here</a></sub></details>||
 |GMC|Sierra 1500 2020-21|Driver Alert Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=GMC&model=Sierra 1500 2020-21">Buy Here</a></sub></details>|<a href="https://youtu.be/5HbNoBLzRwE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Honda|Accord 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Accord 2018-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=mrUwlj3Mi58" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Honda|Accord Hybrid 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Accord Hybrid 2018-22">Buy Here</a></sub></details>||
-|Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Honda|Civic 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Honda|Civic Hatchback 2017-21|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic Hatchback 2017-21">Buy Here</a></sub></details>||
-|Honda|Civic Hatchback 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic Hatchback 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Honda|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=CR-V 2015-16">Buy Here</a></sub></details>||
-|Honda|CR-V 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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=CR-V 2017-22">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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=CR-V Hybrid 2017-22">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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Freed 2020">Buy Here</a></sub></details>||
-|Honda|HR-V 2019-22|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=HR-V 2019-22">Buy Here</a></sub></details>||
-|Honda|HR-V 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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=HR-V 2023">Buy Here</a></sub></details>||
-|Honda|Insight 2019-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Insight 2019-22">Buy Here</a></sub></details>||
-|Honda|Inspire 2018|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Inspire 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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Odyssey 2018-20">Buy Here</a></sub></details>||
-|Honda|Passport 2019-23|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Passport 2019-23">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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Pilot 2016-22">Buy Here</a></sub></details>||
-|Honda|Ridgeline 2017-25|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Ridgeline 2017-25">Buy Here</a></sub></details>||
-|Hyundai|Azera 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Azera 2022">Buy Here</a></sub></details>||
-|Hyundai|Azera Hybrid 2019|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Azera Hybrid 2019">Buy Here</a></sub></details>||
-|Hyundai|Azera Hybrid 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Azera Hybrid 2020">Buy Here</a></sub></details>||
-|Hyundai|Custin 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Custin 2023">Buy Here</a></sub></details>||
-|Hyundai|Elantra 2017-18|Smart Cruise Control (SCC)|Stock|19 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Elantra 2017-18">Buy Here</a></sub></details>||
-|Hyundai|Elantra 2019|Smart Cruise Control (SCC)|Stock|19 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Elantra 2019">Buy Here</a></sub></details>||
-|Hyundai|Elantra 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=i30 2017-19">Buy Here</a></sub></details>||
-|Hyundai|Ioniq 5 (Southeast Asia and Europe only) 2022-24[<sup>5</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 Hyundai Q connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq 5 (Southeast Asia and Europe only) 2022-24">Buy Here</a></sub></details>||
-|Hyundai|Ioniq 5 (with HDA II) 2022-24[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq 5 (with HDA II) 2022-24">Buy Here</a></sub></details>||
-|Hyundai|Ioniq 5 (without HDA II) 2022-24[<sup>5</sup>](#footnotes)|Highway Driving Assist|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq 5 (without HDA II) 2022-24">Buy Here</a></sub></details>||
-|Hyundai|Ioniq 6 (with HDA II) 2023-24[<sup>5</sup>](#footnotes)|Highway Driving Assist II|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai P connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq 6 (with HDA II) 2023-24">Buy Here</a></sub></details>||
-|Hyundai|Ioniq Electric 2019|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Electric 2019">Buy Here</a></sub></details>||
-|Hyundai|Ioniq Electric 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Electric 2020">Buy Here</a></sub></details>||
-|Hyundai|Ioniq Hybrid 2017-19|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Hybrid 2017-19">Buy Here</a></sub></details>||
-|Hyundai|Ioniq Hybrid 2020-22|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Hybrid 2020-22">Buy Here</a></sub></details>||
-|Hyundai|Ioniq Plug-in Hybrid 2019|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Plug-in Hybrid 2019">Buy Here</a></sub></details>||
-|Hyundai|Ioniq Plug-in Hybrid 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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Plug-in Hybrid 2020-22">Buy Here</a></sub></details>||
-|Hyundai|Kona 2020|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 B connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Kona 2020">Buy Here</a></sub></details>||
-|Hyundai|Kona 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai O connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Kona 2022">Buy Here</a></sub></details>||
-|Hyundai|Kona Electric 2018-21|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Kona Electric 2022-23">Buy Here</a></sub></details>||
-|Hyundai|Kona Electric (with HDA II, Korea only) 2023[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Kona Hybrid 2020">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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Cruz 2022-24">Buy Here</a></sub></details>||
-|Hyundai|Santa Fe 2019-20|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Fe 2019-20">Buy Here</a></sub></details>|<a href="https://youtu.be/bjDR0YjM__s" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Hyundai|Santa Fe 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Fe 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/VnHzSTygTS4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Hyundai|Santa Fe Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Fe Hybrid 2022-23">Buy Here</a></sub></details>||
-|Hyundai|Santa Fe Plug-in Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Fe Plug-in Hybrid 2022-23">Buy Here</a></sub></details>||
-|Hyundai|Sonata 2018-19|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Sonata 2018-19">Buy Here</a></sub></details>||
-|Hyundai|Sonata 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Sonata 2020-23">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=ix63r9kE3Fw" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Hyundai|Sonata Hybrid 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Sonata Hybrid 2020-23">Buy Here</a></sub></details>||
-|Hyundai|Staria 2023[<sup>5</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 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Staria 2023">Buy Here</a></sub></details>||
-|Hyundai|Tucson 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson 2021">Buy Here</a></sub></details>||
-|Hyundai|Tucson 2022[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson 2022">Buy Here</a></sub></details>||
-|Hyundai|Tucson 2023-24[<sup>5</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 Hyundai N connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson 2023-24">Buy Here</a></sub></details>||
-|Hyundai|Tucson Diesel 2019|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson Diesel 2019">Buy Here</a></sub></details>||
-|Hyundai|Tucson Hybrid 2022-24[<sup>5</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 Hyundai N connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson Hybrid 2022-24">Buy Here</a></sub></details>||
-|Hyundai|Tucson Plug-in Hybrid 2024[<sup>5</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 Hyundai N connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson Plug-in Hybrid 2024">Buy Here</a></sub></details>||
-|Hyundai|Veloster 2019-20|Smart Cruise Control (SCC)|Stock|5 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Veloster 2019-20">Buy Here</a></sub></details>||
-|Jeep|Grand Cherokee 2016-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Jeep&model=Grand Cherokee 2016-18">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=eLR9o2JkuRk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Jeep|Grand Cherokee 2019-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Jeep&model=Grand Cherokee 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=jBe4lWnRSu4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Kia|Carnival 2022-24[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Carnival 2022-24">Buy Here</a></sub></details>||
-|Kia|Carnival (China only) 2023[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Ceed 2019-21">Buy Here</a></sub></details>||
-|Kia|EV6 (Southeast Asia only) 2022-24[<sup>5</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 Hyundai P connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=EV6 (Southeast Asia only) 2022-24">Buy Here</a></sub></details>||
-|Kia|EV6 (with HDA II) 2022-24[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=EV6 (with HDA II) 2022-24">Buy Here</a></sub></details>||
-|Kia|EV6 (without HDA II) 2022-24[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Forte 2022-23">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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=K5 Hybrid 2020-22">Buy Here</a></sub></details>||
-|Kia|K8 Hybrid (with HDA II) 2023[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro EV 2020">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Kia|Niro EV 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro EV 2021">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Kia|Niro EV 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro EV 2022">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Kia|Niro EV 2023[<sup>5</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 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro EV 2023">Buy Here</a></sub></details>||
-|Kia|Niro Hybrid 2018|All|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Hybrid 2018">Buy Here</a></sub></details>||
-|Kia|Niro Hybrid 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Hybrid 2021">Buy Here</a></sub></details>||
-|Kia|Niro Hybrid 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Hybrid 2022">Buy Here</a></sub></details>||
-|Kia|Niro Hybrid 2023[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Hybrid 2023">Buy Here</a></sub></details>||
-|Kia|Niro Plug-in Hybrid 2018-19|All|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Plug-in Hybrid 2018-19">Buy Here</a></sub></details>||
-|Kia|Niro Plug-in Hybrid 2020|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Plug-in Hybrid 2020">Buy Here</a></sub></details>||
-|Kia|Niro Plug-in Hybrid 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Plug-in Hybrid 2021">Buy Here</a></sub></details>||
-|Kia|Niro Plug-in Hybrid 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Plug-in Hybrid 2022">Buy Here</a></sub></details>||
-|Kia|Optima 2017|Advanced Smart Cruise Control|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Optima 2017">Buy Here</a></sub></details>||
-|Kia|Optima 2019-20|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Optima 2019-20">Buy Here</a></sub></details>||
-|Kia|Optima Hybrid 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Optima Hybrid 2019">Buy Here</a></sub></details>||
-|Kia|Seltos 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Seltos 2021">Buy Here</a></sub></details>||
-|Kia|Sorento 2018|Advanced Smart Cruise Control & LKAS|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento 2018">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Kia|Sorento 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Kia|Sorento 2021-23[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento 2021-23">Buy Here</a></sub></details>||
-|Kia|Sorento Hybrid 2021-23[<sup>5</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 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento Hybrid 2021-23">Buy Here</a></sub></details>||
-|Kia|Sorento Plug-in Hybrid 2022-23[<sup>5</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 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento Plug-in Hybrid 2022-23">Buy Here</a></sub></details>||
-|Kia|Sportage 2023-24[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sportage 2023-24">Buy Here</a></sub></details>||
-|Kia|Sportage Hybrid 2023[<sup>5</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sportage Hybrid 2023">Buy Here</a></sub></details>||
-|Kia|Stinger 2018-20|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Stinger 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=MJ94qoofYw0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Kia|Stinger 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Stinger 2022-23">Buy Here</a></sub></details>||
-|Kia|Telluride 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Telluride 2020-22">Buy Here</a></sub></details>||
-|Lexus|CT Hybrid 2017-18|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=CT Hybrid 2017-18">Buy Here</a></sub></details>||
-|Lexus|ES 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=ES 2017-18">Buy Here</a></sub></details>||
-|Lexus|ES 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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=ES 2019-24">Buy Here</a></sub></details>||
-|Lexus|ES Hybrid 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=ES Hybrid 2017-18">Buy Here</a></sub></details>||
-|Lexus|ES Hybrid 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=ES Hybrid 2019-25">Buy Here</a></sub></details>|<a href="https://youtu.be/BZ29osRVJeg?t=12" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Lexus|GS F 2016|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=GS F 2016">Buy Here</a></sub></details>||
-|Lexus|IS 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=IS 2017-19">Buy Here</a></sub></details>||
-|Lexus|IS 2022-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=IS 2022-23">Buy Here</a></sub></details>||
-|Lexus|LC 2024|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=LC 2024">Buy Here</a></sub></details>||
-|Lexus|NX 2018-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=NX 2020-21">Buy Here</a></sub></details>||
-|Lexus|NX Hybrid 2018-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=NX Hybrid 2018-19">Buy Here</a></sub></details>||
-|Lexus|NX Hybrid 2020-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=NX Hybrid 2020-21">Buy Here</a></sub></details>||
-|Lexus|RC 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RC 2018-20">Buy Here</a></sub></details>||
-|Lexus|RX 2016|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX 2016">Buy Here</a></sub></details>||
-|Lexus|RX 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX 2017-19">Buy Here</a></sub></details>||
-|Lexus|RX 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX 2020-22">Buy Here</a></sub></details>||
-|Lexus|RX Hybrid 2016|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX Hybrid 2016">Buy Here</a></sub></details>||
-|Lexus|RX Hybrid 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX Hybrid 2017-19">Buy Here</a></sub></details>||
-|Lexus|RX Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX Hybrid 2020-22">Buy Here</a></sub></details>||
-|Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lincoln&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lincoln&model=Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>||
-|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=MAN&model=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>1,13</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=MAN&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Mazda&model=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 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Mazda&model=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|Altima 2019-20|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 B connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Nissan&model=Altima 2019-20">Buy Here</a></sub></details>||
-|Nissan|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 USB-C coupler<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Nissan&model=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|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 USB-C coupler<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Nissan&model=Rogue 2018-20">Buy Here</a></sub></details>||
-|Nissan|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 USB-C coupler<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Nissan&model=X-Trail 2017">Buy Here</a></sub></details>||
-|Ram|1500 2019-24|Adaptive Cruise Control (ACC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ram connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ram&model=1500 2019-24">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 Rivian A connector<br>- 1 USB-C coupler<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Rivian&model=R1S 2022-24">Buy Here</a></sub></details>||
-|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Rivian&model=R1T 2022-24">Buy Here</a></sub></details>||
-|SEAT|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=SEAT&model=Ateca 2016-23">Buy Here</a></sub></details>||
-|SEAT|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=SEAT&model=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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
-|Subaru|Forester 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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
-|Subaru|Impreza 2017-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
-|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
-|Subaru|Legacy 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 Subaru B connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Legacy 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
-|Subaru|Outback 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru B connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=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>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Fabia 2022-23">Buy Here</a></sub></details>[<sup>14</sup>](#footnotes)||
-|Škoda|Kamiq 2021-23[<sup>10,12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Kamiq 2021-23">Buy Here</a></sub></details>[<sup>14</sup>](#footnotes)||
-|Škoda|Karoq 2019-23[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Karoq 2019-23">Buy Here</a></sub></details>||
-|Škoda|Kodiaq 2017-23[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Kodiaq 2017-23">Buy Here</a></sub></details>||
-|Škoda|Octavia 2015-19[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Octavia 2015-19">Buy Here</a></sub></details>||
-|Škoda|Octavia RS 2016[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Octavia RS 2016">Buy Here</a></sub></details>||
-|Škoda|Octavia Scout 2017-19[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Octavia Scout 2017-19">Buy Here</a></sub></details>||
-|Škoda|Scala 2020-23[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Scala 2020-23">Buy Here</a></sub></details>[<sup>14</sup>](#footnotes)||
-|Škoda|Superb 2015-22[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Superb 2015-22">Buy Here</a></sub></details>||
-|Tesla|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 Tesla A connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Tesla&model=Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>||
-|Tesla|Model 3 (with HW4) 2024[<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 Tesla B connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Tesla&model=Model 3 (with HW4) 2024">Buy Here</a></sub></details>||
-|Tesla|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 Tesla A connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Tesla&model=Model Y (with HW3) 2020-23">Buy Here</a></sub></details>||
-|Tesla|Model Y (with HW4) 2024[<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 Tesla B connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Tesla&model=Model Y (with HW4) 2024">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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Alphard Hybrid 2021">Buy Here</a></sub></details>||
-|Toyota|Avalon 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon 2016">Buy Here</a></sub></details>||
-|Toyota|Avalon 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon 2017-18">Buy Here</a></sub></details>||
-|Toyota|Avalon 2019-21|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon 2019-21">Buy Here</a></sub></details>||
-|Toyota|Avalon 2022|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon 2022">Buy Here</a></sub></details>||
-|Toyota|Avalon Hybrid 2019-21|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon Hybrid 2019-21">Buy Here</a></sub></details>||
-|Toyota|Avalon Hybrid 2022|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon Hybrid 2022">Buy Here</a></sub></details>||
-|Toyota|C-HR 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=C-HR 2017-20">Buy Here</a></sub></details>||
-|Toyota|C-HR 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=C-HR 2021">Buy Here</a></sub></details>||
-|Toyota|C-HR Hybrid 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=C-HR Hybrid 2017-20">Buy Here</a></sub></details>||
-|Toyota|C-HR Hybrid 2021-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=C-HR Hybrid 2021-22">Buy Here</a></sub></details>||
-|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>9</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>9</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Camry 2021-24">Buy Here</a></sub></details>||
-|Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Camry Hybrid 2021-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Camry Hybrid 2021-24">Buy Here</a></sub></details>||
-|Toyota|Corolla 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla 2017-19">Buy Here</a></sub></details>||
-|Toyota|Corolla 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla 2020-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Corolla Cross (Non-US only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Cross (Non-US only) 2020-23">Buy Here</a></sub></details>||
-|Toyota|Corolla Cross Hybrid (Non-US only) 2020-22|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Cross Hybrid (Non-US only) 2020-22">Buy Here</a></sub></details>||
-|Toyota|Corolla Hatchback 2019-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Hatchback 2019-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Corolla Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Hybrid 2020-22">Buy Here</a></sub></details>||
-|Toyota|Corolla Hybrid (South America only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Hybrid (South America only) 2020-23">Buy Here</a></sub></details>||
-|Toyota|Highlander 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Highlander 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Highlander 2020-23">Buy Here</a></sub></details>||
-|Toyota|Highlander Hybrid 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Highlander Hybrid 2017-19">Buy Here</a></sub></details>||
-|Toyota|Highlander Hybrid 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Highlander Hybrid 2020-23">Buy Here</a></sub></details>||
-|Toyota|Mirai 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Mirai 2021">Buy Here</a></sub></details>||
-|Toyota|Prius 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Prius 2017-20|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Prius 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Prius Prime 2017-20|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Prius Prime 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius Prime 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Prius v 2017|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius v 2017">Buy Here</a></sub></details>||
-|Toyota|RAV4 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2016">Buy Here</a></sub></details>||
-|Toyota|RAV4 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2017-18">Buy Here</a></sub></details>||
-|Toyota|RAV4 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=wJxjDd42gGA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|RAV4 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2022">Buy Here</a></sub></details>||
-|Toyota|RAV4 2023-24|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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2023-24">Buy Here</a></sub></details>||
-|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|RAV4 Hybrid 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|RAV4 Hybrid 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 Hybrid 2019-21">Buy Here</a></sub></details>||
-|Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Toyota|Sienna 2018-20|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=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>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=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>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=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>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=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>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=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>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Atlas 2018-23">Buy Here</a></sub></details>||
-|Volkswagen|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Atlas Cross Sport 2020-22">Buy Here</a></sub></details>||
-|Volkswagen|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=California 2021-23">Buy Here</a></sub></details>||
-|Volkswagen|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Caravelle 2020">Buy Here</a></sub></details>||
-|Volkswagen|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=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>1,13</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=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>1,13</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=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>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=e-Golf 2014-20">Buy Here</a></sub></details>||
-|Volkswagen|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf 2015-20">Buy Here</a></sub></details>||
-|Volkswagen|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf Alltrack 2015-19">Buy Here</a></sub></details>||
-|Volkswagen|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf GTD 2015-20">Buy Here</a></sub></details>||
-|Volkswagen|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf GTE 2015-20">Buy Here</a></sub></details>||
-|Volkswagen|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf GTI 2015-21">Buy Here</a></sub></details>||
-|Volkswagen|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf R 2015-19">Buy Here</a></sub></details>||
-|Volkswagen|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf SportsVan 2015-20">Buy Here</a></sub></details>||
-|Volkswagen|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=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>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Jetta 2018-23">Buy Here</a></sub></details>||
-|Volkswagen|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Jetta GLI 2021-23">Buy Here</a></sub></details>||
-|Volkswagen|Passat 2015-22[<sup>11</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Passat 2015-22">Buy Here</a></sub></details>||
-|Volkswagen|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Passat Alltrack 2015-22">Buy Here</a></sub></details>||
-|Volkswagen|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Passat GTE 2015-22">Buy Here</a></sub></details>||
-|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Polo 2018-23">Buy Here</a></sub></details>[<sup>14</sup>](#footnotes)||
-|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>14</sup>](#footnotes)||
-|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=T-Cross 2021">Buy Here</a></sub></details>[<sup>14</sup>](#footnotes)||
-|Volkswagen|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=T-Roc 2018-23">Buy Here</a></sub></details>||
-|Volkswagen|Taos 2022-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Taos 2022-23">Buy Here</a></sub></details>||
-|Volkswagen|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Teramont 2018-22">Buy Here</a></sub></details>||
-|Volkswagen|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Teramont Cross Sport 2021-22">Buy Here</a></sub></details>||
-|Volkswagen|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Teramont X 2021-22">Buy Here</a></sub></details>||
-|Volkswagen|Tiguan 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Tiguan 2018-23">Buy Here</a></sub></details>||
-|Volkswagen|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Tiguan eHybrid 2021-23">Buy Here</a></sub></details>||
-|Volkswagen|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,13</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 comma power v2<br>- 1 harness box<br>- 1 long OBD-C cable<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Touran 2016-23">Buy Here</a></sub></details>||
+|Honda|Accord 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Accord 2018-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=mrUwlj3Mi58" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Honda|Accord Hybrid 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Accord Hybrid 2018-22">Buy Here</a></sub></details>||
+|Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>5</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Honda|Civic 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Honda|Civic Hatchback 2017-21|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic Hatchback 2017-21">Buy Here</a></sub></details>||
+|Honda|Civic Hatchback 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic Hatchback 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Honda|Civic Hatchback Hybrid 2023 (Europe only)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic Hatchback Hybrid 2023 (Europe only)">Buy Here</a></sub></details>||
+|Honda|Civic Hatchback Hybrid 2025|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Civic Hatchback Hybrid 2025">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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=CR-V 2015-16">Buy Here</a></sub></details>||
+|Honda|CR-V 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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=CR-V 2017-22">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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=CR-V Hybrid 2017-22">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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Freed 2020">Buy Here</a></sub></details>||
+|Honda|HR-V 2019-22|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=HR-V 2019-22">Buy Here</a></sub></details>||
+|Honda|HR-V 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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=HR-V 2023">Buy Here</a></sub></details>||
+|Honda|Insight 2019-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Insight 2019-22">Buy Here</a></sub></details>||
+|Honda|Inspire 2018|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Inspire 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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Odyssey 2018-20">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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Passport 2019-25">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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Pilot 2016-22">Buy Here</a></sub></details>||
+|Honda|Ridgeline 2017-25|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Honda&model=Ridgeline 2017-25">Buy Here</a></sub></details>||
+|Hyundai|Azera 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Azera 2022">Buy Here</a></sub></details>||
+|Hyundai|Azera Hybrid 2019|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Azera Hybrid 2019">Buy Here</a></sub></details>||
+|Hyundai|Azera Hybrid 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Azera Hybrid 2020">Buy Here</a></sub></details>||
+|Hyundai|Custin 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Custin 2023">Buy Here</a></sub></details>||
+|Hyundai|Elantra 2017-18|Smart Cruise Control (SCC)|Stock|19 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Elantra 2017-18">Buy Here</a></sub></details>||
+|Hyundai|Elantra 2019|Smart Cruise Control (SCC)|Stock|19 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Elantra 2019">Buy Here</a></sub></details>||
+|Hyundai|Elantra 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=i30 2017-19">Buy Here</a></sub></details>||
+|Hyundai|Ioniq 5 (Southeast Asia and Europe only) 2022-24[<sup>6</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 Hyundai Q connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq 5 (Southeast Asia and Europe only) 2022-24">Buy Here</a></sub></details>||
+|Hyundai|Ioniq 5 (with HDA II) 2022-24[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq 5 (with HDA II) 2022-24">Buy Here</a></sub></details>||
+|Hyundai|Ioniq 5 (without HDA II) 2022-24[<sup>6</sup>](#footnotes)|Highway Driving Assist|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq 5 (without HDA II) 2022-24">Buy Here</a></sub></details>||
+|Hyundai|Ioniq 6 (with HDA II) 2023-24[<sup>6</sup>](#footnotes)|Highway Driving Assist II|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai P connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq 6 (with HDA II) 2023-24">Buy Here</a></sub></details>||
+|Hyundai|Ioniq Electric 2019|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Electric 2019">Buy Here</a></sub></details>||
+|Hyundai|Ioniq Electric 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Electric 2020">Buy Here</a></sub></details>||
+|Hyundai|Ioniq Hybrid 2017-19|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Hybrid 2017-19">Buy Here</a></sub></details>||
+|Hyundai|Ioniq Hybrid 2020-22|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Hybrid 2020-22">Buy Here</a></sub></details>||
+|Hyundai|Ioniq Plug-in Hybrid 2019|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Plug-in Hybrid 2019">Buy Here</a></sub></details>||
+|Hyundai|Ioniq Plug-in Hybrid 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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Ioniq Plug-in Hybrid 2020-22">Buy Here</a></sub></details>||
+|Hyundai|Kona 2020|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 B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Kona 2020">Buy Here</a></sub></details>||
+|Hyundai|Kona 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai O connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Kona 2022">Buy Here</a></sub></details>||
+|Hyundai|Kona Electric 2018-21|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Kona Electric 2022-23">Buy Here</a></sub></details>||
+|Hyundai|Kona Electric (with HDA II, Korea only) 2023[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Kona Hybrid 2020">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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=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[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Cruz 2022-24">Buy Here</a></sub></details>||
+|Hyundai|Santa Fe 2019-20|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Fe 2019-20">Buy Here</a></sub></details>|<a href="https://youtu.be/bjDR0YjM__s" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Hyundai|Santa Fe 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Fe 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/VnHzSTygTS4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Hyundai|Santa Fe Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Fe Hybrid 2022-23">Buy Here</a></sub></details>||
+|Hyundai|Santa Fe Plug-in Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Santa Fe Plug-in Hybrid 2022-23">Buy Here</a></sub></details>||
+|Hyundai|Sonata 2018-19|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Sonata 2018-19">Buy Here</a></sub></details>||
+|Hyundai|Sonata 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Sonata 2020-23">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=ix63r9kE3Fw" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Hyundai|Sonata Hybrid 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Sonata Hybrid 2020-23">Buy Here</a></sub></details>||
+|Hyundai|Staria 2023[<sup>6</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 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Staria 2023">Buy Here</a></sub></details>||
+|Hyundai|Tucson 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson 2021">Buy Here</a></sub></details>||
+|Hyundai|Tucson 2022[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson 2022">Buy Here</a></sub></details>||
+|Hyundai|Tucson 2023-24[<sup>6</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 Hyundai N connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson 2023-24">Buy Here</a></sub></details>||
+|Hyundai|Tucson Diesel 2019|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson Diesel 2019">Buy Here</a></sub></details>||
+|Hyundai|Tucson Hybrid 2022-24[<sup>6</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 Hyundai N connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson Hybrid 2022-24">Buy Here</a></sub></details>||
+|Hyundai|Tucson Plug-in Hybrid 2024[<sup>6</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 Hyundai N connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Tucson Plug-in Hybrid 2024">Buy Here</a></sub></details>||
+|Hyundai|Veloster 2019-20|Smart Cruise Control (SCC)|Stock|5 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Hyundai&model=Veloster 2019-20">Buy Here</a></sub></details>||
+|Jeep|Grand Cherokee 2016-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Jeep&model=Grand Cherokee 2016-18">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=eLR9o2JkuRk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Jeep|Grand Cherokee 2019-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Jeep&model=Grand Cherokee 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=jBe4lWnRSu4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Kia|Carnival 2022-24[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Carnival 2022-24">Buy Here</a></sub></details>||
+|Kia|Carnival (China only) 2023[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Ceed 2019-21">Buy Here</a></sub></details>||
+|Kia|EV6 (Southeast Asia only) 2022-24[<sup>6</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 Hyundai P connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=EV6 (Southeast Asia only) 2022-24">Buy Here</a></sub></details>||
+|Kia|EV6 (with HDA II) 2022-24[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=EV6 (with HDA II) 2022-24">Buy Here</a></sub></details>||
+|Kia|EV6 (without HDA II) 2022-24[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Forte 2022-23">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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=K5 Hybrid 2020-22">Buy Here</a></sub></details>||
+|Kia|K8 Hybrid (with HDA II) 2023[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro EV 2020">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Kia|Niro EV 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro EV 2021">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Kia|Niro EV 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro EV 2022">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Kia|Niro EV 2023-24[<sup>6</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 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro EV 2023-24">Buy Here</a></sub></details>||
+|Kia|Niro Hybrid 2018|All|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Hybrid 2018">Buy Here</a></sub></details>||
+|Kia|Niro Hybrid 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Hybrid 2021">Buy Here</a></sub></details>||
+|Kia|Niro Hybrid 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Hybrid 2022">Buy Here</a></sub></details>||
+|Kia|Niro Hybrid 2023[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Hybrid 2023">Buy Here</a></sub></details>||
+|Kia|Niro Plug-in Hybrid 2018-19|All|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Plug-in Hybrid 2018-19">Buy Here</a></sub></details>||
+|Kia|Niro Plug-in Hybrid 2020|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Plug-in Hybrid 2020">Buy Here</a></sub></details>||
+|Kia|Niro Plug-in Hybrid 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Plug-in Hybrid 2021">Buy Here</a></sub></details>||
+|Kia|Niro Plug-in Hybrid 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Niro Plug-in Hybrid 2022">Buy Here</a></sub></details>||
+|Kia|Optima 2017|Advanced Smart Cruise Control|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Optima 2017">Buy Here</a></sub></details>||
+|Kia|Optima 2019-20|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Optima 2019-20">Buy Here</a></sub></details>||
+|Kia|Optima Hybrid 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Optima Hybrid 2019">Buy Here</a></sub></details>||
+|Kia|Seltos 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Seltos 2021">Buy Here</a></sub></details>||
+|Kia|Sorento 2018|Advanced Smart Cruise Control & LKAS|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento 2018">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Kia|Sorento 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Kia|Sorento 2021-23[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento 2021-23">Buy Here</a></sub></details>||
+|Kia|Sorento Hybrid 2021-23[<sup>6</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 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento Hybrid 2021-23">Buy Here</a></sub></details>||
+|Kia|Sorento Plug-in Hybrid 2022-23[<sup>6</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 Hyundai A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sorento Plug-in Hybrid 2022-23">Buy Here</a></sub></details>||
+|Kia|Sportage 2023-24[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sportage 2023-24">Buy Here</a></sub></details>||
+|Kia|Sportage Hybrid 2023[<sup>6</sup>](#footnotes)|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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Sportage Hybrid 2023">Buy Here</a></sub></details>||
+|Kia|Stinger 2018-20|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Stinger 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=MJ94qoofYw0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Kia|Stinger 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Stinger 2022-23">Buy Here</a></sub></details>||
+|Kia|Telluride 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Kia&model=Telluride 2020-22">Buy Here</a></sub></details>||
+|Lexus|CT Hybrid 2017-18|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=CT Hybrid 2017-18">Buy Here</a></sub></details>||
+|Lexus|ES 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=ES 2017-18">Buy Here</a></sub></details>||
+|Lexus|ES 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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=ES 2019-24">Buy Here</a></sub></details>||
+|Lexus|ES Hybrid 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=ES Hybrid 2017-18">Buy Here</a></sub></details>||
+|Lexus|ES Hybrid 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=ES Hybrid 2019-25">Buy Here</a></sub></details>|<a href="https://youtu.be/BZ29osRVJeg?t=12" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Lexus|GS F 2016|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=GS F 2016">Buy Here</a></sub></details>||
+|Lexus|IS 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=IS 2017-19">Buy Here</a></sub></details>||
+|Lexus|IS 2022-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=IS 2022-23">Buy Here</a></sub></details>||
+|Lexus|LC 2024|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=LC 2024">Buy Here</a></sub></details>||
+|Lexus|NX 2018-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=NX 2020-21">Buy Here</a></sub></details>||
+|Lexus|NX Hybrid 2018-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=NX Hybrid 2018-19">Buy Here</a></sub></details>||
+|Lexus|NX Hybrid 2020-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=NX Hybrid 2020-21">Buy Here</a></sub></details>||
+|Lexus|RC 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RC 2018-20">Buy Here</a></sub></details>||
+|Lexus|RX 2016|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX 2016">Buy Here</a></sub></details>||
+|Lexus|RX 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX 2017-19">Buy Here</a></sub></details>||
+|Lexus|RX 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX 2020-22">Buy Here</a></sub></details>||
+|Lexus|RX Hybrid 2016|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX Hybrid 2016">Buy Here</a></sub></details>||
+|Lexus|RX Hybrid 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX Hybrid 2017-19">Buy Here</a></sub></details>||
+|Lexus|RX Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=RX Hybrid 2020-22">Buy Here</a></sub></details>||
+|Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lexus&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lincoln&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Lincoln&model=Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>||
+|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=MAN&model=eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|MAN|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=MAN&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Mazda&model=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 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Mazda&model=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>7</sup>](#footnotes)|Altima 2019-20|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 B connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Nissan&model=Altima 2019-20">Buy Here</a></sub></details>||
+|Nissan[<sup>7</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Nissan&model=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>7</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Nissan&model=Rogue 2018-20">Buy Here</a></sub></details>||
+|Nissan[<sup>7</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Nissan&model=X-Trail 2017">Buy Here</a></sub></details>||
+|Ram|1500 2019-24|Adaptive Cruise Control (ACC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ram connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Ram&model=1500 2019-24">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 Rivian A connector<br>- 1 USB-C coupler<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Rivian&model=R1S 2022-24">Buy Here</a></sub></details>||
+|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Rivian&model=R1T 2022-24">Buy Here</a></sub></details>||
+|SEAT|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=SEAT&model=Ateca 2016-23">Buy Here</a></sub></details>||
+|SEAT|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=SEAT&model=Leon 2014-20">Buy Here</a></sub></details>||
+|Subaru|Ascent 2019-21|All[<sup>8</sup>](#footnotes)|openpilot available[<sup>1,9</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
+|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>8</sup>](#footnotes)|openpilot available[<sup>1,9</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=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>8</sup>](#footnotes)|openpilot available[<sup>1,9</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
+|Subaru|Forester 2019-21|All[<sup>8</sup>](#footnotes)|openpilot available[<sup>1,9</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
+|Subaru|Impreza 2017-19|EyeSight Driver Assistance[<sup>8</sup>](#footnotes)|openpilot available[<sup>1,9</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
+|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>8</sup>](#footnotes)|openpilot available[<sup>1,9</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
+|Subaru|Legacy 2020-22|All[<sup>8</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Legacy 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
+|Subaru|Outback 2020-22|All[<sup>8</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru B connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
+|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>8</sup>](#footnotes)|openpilot available[<sup>1,9</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=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>8</sup>](#footnotes)|openpilot available[<sup>1,9</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Subaru A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Subaru&model=XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>||
+|Škoda|Fabia 2022-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Fabia 2022-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)||
+|Škoda|Kamiq 2021-23[<sup>12,14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Kamiq 2021-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)||
+|Škoda|Karoq 2019-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Karoq 2019-23">Buy Here</a></sub></details>||
+|Škoda|Kodiaq 2017-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Kodiaq 2017-23">Buy Here</a></sub></details>||
+|Škoda|Octavia 2015-19[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Octavia 2015-19">Buy Here</a></sub></details>||
+|Škoda|Octavia RS 2016[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Octavia RS 2016">Buy Here</a></sub></details>||
+|Škoda|Octavia Scout 2017-19[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Octavia Scout 2017-19">Buy Here</a></sub></details>||
+|Škoda|Scala 2020-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Scala 2020-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)||
+|Škoda|Superb 2015-22[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Škoda&model=Superb 2015-22">Buy Here</a></sub></details>||
+|Tesla|Model 3 (with HW3) 2019-23[<sup>10</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Tesla A connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Tesla&model=Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>||
+|Tesla|Model 3 (with HW4) 2024-25[<sup>10</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Tesla B connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Tesla&model=Model 3 (with HW4) 2024-25">Buy Here</a></sub></details>||
+|Tesla|Model Y (with HW3) 2020-23[<sup>10</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Tesla A connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Tesla&model=Model Y (with HW3) 2020-23">Buy Here</a></sub></details>||
+|Tesla|Model Y (with HW4) 2024[<sup>10</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Tesla B connector<br>- 1 USB-C coupler<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Tesla&model=Model Y (with HW4) 2024">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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Alphard Hybrid 2021">Buy Here</a></sub></details>||
+|Toyota|Avalon 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon 2016">Buy Here</a></sub></details>||
+|Toyota|Avalon 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon 2017-18">Buy Here</a></sub></details>||
+|Toyota|Avalon 2019-21|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon 2019-21">Buy Here</a></sub></details>||
+|Toyota|Avalon 2022|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon 2022">Buy Here</a></sub></details>||
+|Toyota|Avalon Hybrid 2019-21|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon Hybrid 2019-21">Buy Here</a></sub></details>||
+|Toyota|Avalon Hybrid 2022|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Avalon Hybrid 2022">Buy Here</a></sub></details>||
+|Toyota|C-HR 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=C-HR 2017-20">Buy Here</a></sub></details>||
+|Toyota|C-HR 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=C-HR 2021">Buy Here</a></sub></details>||
+|Toyota|C-HR Hybrid 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=C-HR Hybrid 2017-20">Buy Here</a></sub></details>||
+|Toyota|C-HR Hybrid 2021-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=C-HR Hybrid 2021-22">Buy Here</a></sub></details>||
+|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>11</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>11</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Camry 2021-24">Buy Here</a></sub></details>||
+|Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Camry Hybrid 2021-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Camry Hybrid 2021-24">Buy Here</a></sub></details>||
+|Toyota|Corolla 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla 2017-19">Buy Here</a></sub></details>||
+|Toyota|Corolla 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla 2020-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Corolla Cross (Non-US only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Cross (Non-US only) 2020-23">Buy Here</a></sub></details>||
+|Toyota|Corolla Cross Hybrid (Non-US only) 2020-22|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Cross Hybrid (Non-US only) 2020-22">Buy Here</a></sub></details>||
+|Toyota|Corolla Hatchback 2019-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Hatchback 2019-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Corolla Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Hybrid 2020-22">Buy Here</a></sub></details>||
+|Toyota|Corolla Hybrid (South America only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Corolla Hybrid (South America only) 2020-23">Buy Here</a></sub></details>||
+|Toyota|Highlander 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Highlander 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Highlander 2020-23">Buy Here</a></sub></details>||
+|Toyota|Highlander Hybrid 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Highlander Hybrid 2017-19">Buy Here</a></sub></details>||
+|Toyota|Highlander Hybrid 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Highlander Hybrid 2020-23">Buy Here</a></sub></details>||
+|Toyota|Mirai 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Mirai 2021">Buy Here</a></sub></details>||
+|Toyota|Prius 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Prius 2017-20|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Prius 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Prius Prime 2017-20|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Prius Prime 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius Prime 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Prius v 2017|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Prius v 2017">Buy Here</a></sub></details>||
+|Toyota|RAV4 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2016">Buy Here</a></sub></details>||
+|Toyota|RAV4 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2017-18">Buy Here</a></sub></details>||
+|Toyota|RAV4 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=wJxjDd42gGA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|RAV4 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2022">Buy Here</a></sub></details>||
+|Toyota|RAV4 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 2023-25">Buy Here</a></sub></details>||
+|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|RAV4 Hybrid 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|RAV4 Hybrid 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 Hybrid 2019-21">Buy Here</a></sub></details>||
+|Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=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 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Toyota|Sienna 2018-20|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Toyota A connector<br>- 1 comma 3X<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Toyota&model=Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Atlas 2018-23">Buy Here</a></sub></details>||
+|Volkswagen|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Atlas Cross Sport 2020-22">Buy Here</a></sub></details>||
+|Volkswagen|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=California 2021-23">Buy Here</a></sub></details>||
+|Volkswagen|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Caravelle 2020">Buy Here</a></sub></details>||
+|Volkswagen|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=e-Golf 2014-20">Buy Here</a></sub></details>||
+|Volkswagen|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf 2015-20">Buy Here</a></sub></details>||
+|Volkswagen|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf Alltrack 2015-19">Buy Here</a></sub></details>||
+|Volkswagen|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf GTD 2015-20">Buy Here</a></sub></details>||
+|Volkswagen|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf GTE 2015-20">Buy Here</a></sub></details>||
+|Volkswagen|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf GTI 2015-21">Buy Here</a></sub></details>||
+|Volkswagen|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf R 2015-19">Buy Here</a></sub></details>||
+|Volkswagen|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Golf SportsVan 2015-20">Buy Here</a></sub></details>||
+|Volkswagen|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 angled mount (8 degrees)<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Volkswagen|Jetta 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Jetta 2018-23">Buy Here</a></sub></details>||
+|Volkswagen|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Jetta GLI 2021-23">Buy Here</a></sub></details>||
+|Volkswagen|Passat 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Passat 2015-22">Buy Here</a></sub></details>||
+|Volkswagen|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Passat Alltrack 2015-22">Buy Here</a></sub></details>||
+|Volkswagen|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Passat GTE 2015-22">Buy Here</a></sub></details>||
+|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Polo 2018-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)||
+|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)||
+|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=T-Cross 2021">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)||
+|Volkswagen|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=T-Roc 2018-23">Buy Here</a></sub></details>||
+|Volkswagen|Taos 2022-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Taos 2022-23">Buy Here</a></sub></details>||
+|Volkswagen|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Teramont 2018-22">Buy Here</a></sub></details>||
+|Volkswagen|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Teramont Cross Sport 2021-22">Buy Here</a></sub></details>||
+|Volkswagen|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Teramont X 2021-22">Buy Here</a></sub></details>||
+|Volkswagen|Tiguan 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Tiguan 2018-23">Buy Here</a></sub></details>||
+|Volkswagen|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Tiguan eHybrid 2021-23">Buy Here</a></sub></details>||
+|Volkswagen|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma 3X<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br>- 1 right angle OBD-C cable (1.5 ft)<br><a href="https://comma.ai/shop/comma-3x.html?make=Volkswagen&model=Touran 2016-23">Buy Here</a></sub></details>||
 
 ### Footnotes
 <sup>1</sup>openpilot Longitudinal Control (Alpha) is available behind a toggle; the toggle is only available in non-release branches such as `devel` or `nightly-dev`. <br />
 <sup>2</sup>By default, this car will use the stock Adaptive Cruise Control (ACC) for longitudinal control. If the Driver Support Unit (DSU) is disconnected, openpilot ACC will replace stock ACC. <b><i>NOTE: disconnecting the DSU disables Automatic Emergency Braking (AEB).</i></b> <br />
 <sup>3</sup>Refers only to the Focus Mk4 (C519) available in Europe/China/Taiwan/Australasia, not the Focus Mk3 (C346) in North and South America/Southeast Asia. <br />
-<sup>4</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <br />
-<sup>5</sup>Requires a <a href="https://comma.ai/shop/can-fd-panda-kit" target="_blank">CAN FD panda kit</a> if not using comma 3X for this <a href="https://en.wikipedia.org/wiki/CAN_FD" target="_blank">CAN FD car</a>. <br />
-<sup>6</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
-<sup>7</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
-<sup>8</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
-<sup>9</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
-<sup>10</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
-<sup>11</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
-<sup>12</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma 3X functionality. <br />
-<sup>13</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
-<sup>14</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
+<sup>4</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/gm" target="_blank">GM</a>. <br />
+<sup>5</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <br />
+<sup>6</sup>Requires a <a href="https://comma.ai/shop/can-fd-panda-kit" target="_blank">CAN FD panda kit</a> if not using comma 3X for this <a href="https://en.wikipedia.org/wiki/CAN_FD" target="_blank">CAN FD car</a>. <br />
+<sup>7</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
+<sup>8</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
+<sup>9</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
+<sup>10</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
+<sup>11</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
+<sup>12</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
+<sup>13</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
+<sup>14</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma 3X functionality. <br />
+<sup>15</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
+<sup>16</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
 
 ## Community Maintained Cars
 Although they're not upstream, the community has openpilot running on other makes and models. See the 'Community Supported Models' section of each make [on our wiki](https://wiki.comma.ai/).

docs/WORKFLOW.md

@@ -31,13 +31,3 @@ cd system/loggerd && pytest .
 # run the linter
 op lint
 ```
-
-## Testing
-
-### Automated Testing
-
-All PRs and commits are automatically checked by GitHub Actions. Check out `.github/workflows/` for what GitHub Actions runs. Any new tests should be added to GitHub Actions.
-
-### Code Style and Linting
-
-Code is automatically checked for style by GitHub Actions as part of the automated tests. You can also run these tests yourself by running `pre-commit run --all`.

launch_chffrplus.sh

@@ -34,25 +34,25 @@ function launch {
   # Check to see if there's a valid overlay-based update available. Conditions
   # are as follows:
   #
-  # 1. The BASEDIR init file has to exist, with a newer modtime than anything in
-  #    the BASEDIR Git repo. This checks for local development work or the user
+  # 1. The DIR init file has to exist, with a newer modtime than anything in
+  #    the DIR Git repo. This checks for local development work or the user
   #    switching branches/forks, which should not be overwritten.
   # 2. The FINALIZED consistent file has to exist, indicating there's an update
   #    that completed successfully and synced to disk.
 
-  if [ -f "${BASEDIR}/.overlay_init" ]; then
-    find ${BASEDIR}/.git -newer ${BASEDIR}/.overlay_init | grep -q '.' 2> /dev/null
+  if [ -f "${DIR}/.overlay_init" ]; then
+    find ${DIR}/.git -newer ${DIR}/.overlay_init | grep -q '.' 2> /dev/null
     if [ $? -eq 0 ]; then
-      echo "${BASEDIR} has been modified, skipping overlay update installation"
+      echo "${DIR} has been modified, skipping overlay update installation"
     else
       if [ -f "${STAGING_ROOT}/finalized/.overlay_consistent" ]; then
         if [ ! -d /data/safe_staging/old_openpilot ]; then
           echo "Valid overlay update found, installing"
           LAUNCHER_LOCATION="${BASH_SOURCE[0]}"
 
-          mv $BASEDIR /data/safe_staging/old_openpilot
-          mv "${STAGING_ROOT}/finalized" $BASEDIR
-          cd $BASEDIR
+          mv $DIR /data/safe_staging/old_openpilot
+          mv "${STAGING_ROOT}/finalized" $DIR
+          cd $DIR
 
           echo "Restarting launch script ${LAUNCHER_LOCATION}"
           unset AGNOS_VERSION

launch_env.sh

@@ -7,7 +7,7 @@ export OPENBLAS_NUM_THREADS=1
 export VECLIB_MAXIMUM_THREADS=1
 
 if [ -z "$AGNOS_VERSION" ]; then
-  export AGNOS_VERSION="11.10"
+  export AGNOS_VERSION="11.13"
 fi
 
 export STAGING_ROOT="/data/safe_staging"

msgq_repo

@@ -1 +1 @@
-Subproject commit ad9020c430362d17c0edf97747d344389234be4d
+Subproject commit 94e738992ca8a12c2d9bb7bdeeaab4713543773e

opendbc_repo

@@ -1 +1 @@
-Subproject commit 34a109cc7956dbf022f57b6bca2207f2719e25a7
+Subproject commit 3b33a71a2bf08b57dd5b2bf77e26cc376dcd7cc9

panda

@@ -1 +1 @@
-Subproject commit 154b66782ddf4b9293c4594bb5ee8bd9cd88f332
+Subproject commit d319ea2bbae4ee0f5dea12d7ca5456cd34288d55

pyproject.toml

@@ -26,7 +26,7 @@ dependencies = [
   "pycapnp",
   "Cython",
   "setuptools",
-  "numpy < 2.0.0",
+  "numpy >=2.0, <2.2", # Linting issues with mypy in 2.2
 
   # body / webrtcd
   "aiohttp",
@@ -99,11 +99,13 @@ dev = [
   "av",
   "azure-identity",
   "azure-storage-blob",
+  "dbus-next",
   "dictdiffer",
   "lru-dict",
   "matplotlib",
   "parameterized >=0.8, <0.9",
   "pyautogui",
+  "pygame",
   "pyopencl; platform_machine != 'aarch64'", # broken on arm64
   "pytools < 2024.1.11; platform_machine != 'aarch64'", # pyopencl use a broken version
   "pywinctl",
@@ -143,6 +145,7 @@ asyncio_default_fixture_loop_scope = "function"
 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",
+  "skip_tici_setup: mark test to skip tici setup fixture"
 ]
 testpaths = [
   "common",
@@ -215,7 +218,7 @@ lint.select = [
   "E", "F", "W", "PIE", "C4", "ISC", "A", "B",
   "NPY", # numpy
   "UP",  # pyupgrade
-  "TRY302", "TRY400", "TRY401", # try/excepts
+  "TRY203", "TRY400", "TRY401", # try/excepts
   "RUF008", "RUF100",
   "TID251",
   "PLR1704",

rednose_repo

@@ -1 +1 @@
-Subproject commit 05fd60278a95190cc5a61f40730c82eaa1d986e1
+Subproject commit 8b860529199569401d5d8e105bc1be600fca49a8

release/build_release.sh

@@ -40,8 +40,6 @@ rm -f panda/board/obj/panda.bin.signed
 rm -f panda/board/obj/panda_h7.bin.signed
 
 VERSION=$(cat common/version.h | awk -F[\"-]  '{print $2}')
-echo "#define COMMA_VERSION \"$VERSION-release\"" > common/version.h
-
 echo "[-] committing version $VERSION T=$SECONDS"
 git add -f .
 git commit -a -m "openpilot v$VERSION release"
@@ -92,14 +90,9 @@ git add -f .
 git commit --amend -m "openpilot v$VERSION"
 
 # Run tests
-TEST_FILES="tools/"
-cd $SOURCE_DIR
-cp -pR -n --parents $TEST_FILES $BUILD_DIR/
 cd $BUILD_DIR
 RELEASE=1 pytest -n0 -s selfdrive/test/test_onroad.py
-#system/manager/test/test_manager.py
-pytest selfdrive/car/tests/test_car_interfaces.py
-rm -rf $TEST_FILES
+#pytest selfdrive/car/tests/test_car_interfaces.py
 
 if [ ! -z "$RELEASE_BRANCH" ]; then
   echo "[-] pushing release T=$SECONDS"

release/release_files.py

@@ -8,6 +8,7 @@ ROOT = HERE + "/.."
 
 blacklist = [
   ".git/",
+  ".github/workflows/",
 
   "matlab.*.md",
 

scripts/jenkins_loop_test.sh

@@ -16,7 +16,7 @@ CRUMB=$(curl -s --cookie-jar $COOKIE_JAR 'https://jenkins.comma.life/crumbIssuer
 FIRST_LOOP=1
 
 function loop() {
-  JENKINS_BRANCH="__jenkins_loop_${BRANCH}"
+  JENKINS_BRANCH="__jenkins_loop_${BRANCH}_$(date +%s)"
   API_ROUTE="https://jenkins.comma.life/job/openpilot/job/$JENKINS_BRANCH"
 
   for run in $(seq 1 $((RUNS / 2))); do

scripts/reporter.py

@@ -0,0 +1,31 @@
+#!/usr/bin/env python3
+import os
+import glob
+import onnx
+
+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/"
+
+def get_checkpoint(f):
+  model = onnx.load(f)
+  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("|-| -----  | --------- |")
+
+  for f in glob.glob(BASEDIR + MODEL_PATH + "/*.onnx"):
+    # TODO: add checkpoint to DM
+    if "dmonitoring" in f:
+      continue
+
+    fn = os.path.basename(f)
+    master = get_checkpoint(MASTER_PATH + MODEL_PATH + fn)
+    pr = get_checkpoint(BASEDIR + MODEL_PATH + fn)
+    print(
+      "|", fn, "|",
+      f"[{master}](https://reporter.comma.life/experiment/{master})", "|",
+      f"[{pr}](https://reporter.comma.life/experiment/{pr})", "|"
+    )

selfdrive/assets/offroad/tc.html

@@ -1,44 +0,0 @@
-<!DOCTYPE html>
-
-<head>
-  <meta charset="utf-8" />
-  <title>openpilot Terms of Service</title>
-  <style type="text/css">
-    p {
-      margin: 45px 0;
-    }
-  </style>
-</head>
-
-<body>
-  <p>The Terms and Conditions below are effective for all users</p>
-  <p>Last Updated on October 18, 2019</p>
-  <p>Please read these Terms of Use (“Terms”) carefully before using openpilot which is open-sourced software developed by Comma.ai, Inc., a corporation organized under the laws of Delaware (“comma,” “us,” “we,” or “our”).</p>
-  <p><strong>Before using and by accessing openpilot, you indicate that you have read, understood, and agree to these Terms.</strong> These Terms apply to all users and others who access or use openpilot. If others use openpilot through your user account or vehicle, you are responsible to ensure that they only use openpilot when it is safe to do so, and in compliance with these Terms and with applicable law. If you disagree with any part of the Terms, you should not access or use openpilot.</p>
-  <h3 id="communications">Communications</h3>
-  <p>You agree that comma may contact you by email or telephone in connection with openpilot or for other business purposes. You may opt out of receiving email messages at any time by contacting us at support@comma.ai.</p>
-  <p>We collect, use, and share information from and about you and your vehicle in connection with openpilot. You consent to comma accessing the systems associated with openpilot, without additional notice or consent, for the purposes of providing openpilot, data collection, software updates, safety and cybersecurity, suspension or removal of your account, and as disclosed in the Privacy Policy (available at https://connect.comma.ai/privacy).</p>
-  <h3 id="safety">Safety</h3>
-  <p>openpilot performs the functions of Adaptive Cruise Control (ACC) and Lane Keeping Assist System (LKAS) designed for use in compatible motor vehicles. While using openpilot, it is your responsibility to obey all laws, traffic rules, and traffic regulations governing your vehicle and its operation. Access to and use of openpilot is at your own risk and responsibility, and openpilot should be accessed and/or used only when you can do so safely.</p>
-  <p>openpilot does not make your vehicle “autonomous” or capable of operation without the active monitoring of a licensed driver. It is designed to assist a licensed driver. A licensed driver must pay attention to the road, remain aware of navigation at all times, and be prepared to take immediate action. Failure to do so can cause damage, injury, or death.</p>
-  <h3 id="supported-locations-and-models">Supported Locations and Models</h3>
-  <p>openpilot is compatible only with particular makes and models of vehicles. For a complete list of currently supported vehicles, visit https://comma.ai. openpilot will not function properly when installed in an incompatible vehicle. openpilot is compatible only within the geographical boundaries of the United States of America.</p>
-  <h3 id="indemnification">Indemnification</h3>
-  <p><strong>To the maximum extent allowable by law, you agree to defend, indemnify and hold harmless comma, and its employees, partners, suppliers, contractors, investors, agents, officers, directors, and affiliates, from and against any and all claims, damages, causes of action, penalties, interest, demands, obligations, losses, liabilities, costs or debt, additional taxes, and expenses (including but not limited to attorneys’ fees), resulting from or arising out of (i) your use and access of, or inability to use or access, openpilot, (ii) your breach of these Terms, (iii) the inaccuracy of any information, representation or warranty made by you, (iv) activities of anyone other than you in connection with openpilot conducted through your comma device or account, (v) any other of your activities under or in connection with these Terms or openpilot.</strong></p>
-  <h3 id="limitation-of-liability">Limitation of Liability</h3>
-  <p>In no event shall comma, nor its directors, employees, partners, agents, suppliers, or affiliates, be liable for any indirect, incidental, special, consequential or punitive damages, including without limitation, loss of profits, data, use, goodwill, or other intangible losses, resulting from (i) your access to or use of or inability to access or use of the Software; or (ii) any conduct or content of any third party on the Software whether based on warranty, contract, tort (including negligence) or any other legal theory, whether or not we have been informed of the possibility of such damage, and even if a remedy set forth herein is found to have failed of its essential purpose.</p>
-  <h3 id="no-warranty-or-obligations-to-maintain-or-service">No Warranty or Obligations to Maintain or Service</h3>
-  <p>comma provides openpilot without representations, conditions, or warranties of any kind. openpilot is provided on an “AS IS” and “AS AVAILABLE” basis, including with all faults and errors as may occur. To the extent permitted by law and unless prohibited by law, comma on behalf of itself and all persons and parties acting by, through, or for comma, explicitly disclaims all warranties or conditions, express, implied, or collateral, including any implied warranties of merchantability, satisfactory quality, and fitness for a particular purpose in respect of openpilot.</p>
-  <p>To the extent permitted by law, comma does not warrant the operation, performance, or availability of openpilot under all conditions. comma is not responsible for any failures caused by server errors, misdirected or redirected transmissions, failed internet connections, interruptions or failures in the transmission of data, any computer virus, or any acts or omissions of third parties that damage the network or impair wireless service.</p>
-  <p>We undertake reasonable measures to preserve and secure information collected through our openpilot. However, no data collection, transmission or storage system is 100% secure, and there is always a risk that your information may be intercepted without our consent. <em>In using openpilot, you acknowledge that comma is not responsible for intercepted information, and you hereby release us from any and all claims arising out of or related to the use of intercepted information in any unauthorized manner.</em></p>
-  <p>By providing openpilot, comma does not transfer or license its intellectual property or grant rights in its brand names, nor does comma make representations with respect to third-party intellectual property rights.</p>
-  <p>We are not obligated to provide any maintenance or support for openpilot, technical or otherwise. If we voluntarily provide any maintenance or support for openpilot, we may stop any such maintenance, support, or services at any time in our sole discretion.</p>
-  <h3 id="modification-of-software">Modification of Software</h3>
-  <p>In no event shall comma, nor its directors, employees, partners, agents, suppliers, or affiliates, be liable if you choose to modify the software.</p>
-  <h3 id="changes">Changes</h3>
-  <p>We reserve the right, at our sole discretion, to modify or replace these Terms at any time. If a revision is material we will provide at least 15 days’ notice prior to any new terms taking effect. What constitutes a material change will be determined at our sole discretion.</p>
-  <p>By continuing to access or use our Software after any revisions become effective, you agree to be bound by the revised terms. If you do not agree to the new terms, you are no longer authorized to use the Software.</p>
-  <h3 id="contact-us">Contact Us</h3>
-  <p>If you have any questions about these Terms, please contact us at support@comma.ai.</p>
-</body>
-</html>

selfdrive/car/CARS_template.md

@@ -12,11 +12,11 @@
 
 A supported vehicle is one that just works when you install a comma device. All supported cars provide a better experience than any stock system. Supported vehicles reference the US market unless otherwise specified.
 
-# {{all_car_docs | length}} Supported Cars
+# {{all_car_docs | selectattr('support_type', 'eq', SupportType.UPSTREAM) | list | length}} Supported Cars
 
 |{{Column | map(attribute='value') | join('|') | replace(hardware_col_name, wide_hardware_col_name)}}|
 |---|---|---|{% for _ in range((Column | length) - 3) %}{{':---:|'}}{% endfor +%}
-{% for car_docs in all_car_docs %}
+{% for car_docs in all_car_docs | selectattr('support_type', 'eq', SupportType.UPSTREAM) %}
 |{% for column in Column %}{{car_docs.get_column(column, star_icon, video_icon, footnote_tag)}}|{% endfor %}
 
 {% endfor %}

selfdrive/car/card.py

@@ -15,7 +15,7 @@ from opendbc.car import DT_CTRL, structs
 from opendbc.car.can_definitions import CanData, CanRecvCallable, CanSendCallable
 from opendbc.car.carlog import carlog
 from opendbc.car.fw_versions import ObdCallback
-from opendbc.car.car_helpers import get_car, get_radar_interface
+from opendbc.car.car_helpers import get_car, interfaces
 from opendbc.car.interfaces import CarInterfaceBase, RadarInterfaceBase
 from opendbc.safety import ALTERNATIVE_EXPERIENCE
 from openpilot.selfdrive.pandad import can_capnp_to_list, can_list_to_can_capnp
@@ -89,7 +89,7 @@ class Car:
         if len(can.can) > 0:
           break
 
-      experimental_long_allowed = self.params.get_bool("ExperimentalLongitudinalEnabled")
+      alpha_long_allowed = self.params.get_bool("AlphaLongitudinalEnabled")
       num_pandas = len(messaging.recv_one_retry(self.sm.sock['pandaStates']).pandaStates)
 
       cached_params = None
@@ -98,8 +98,8 @@ class Car:
         with car.CarParams.from_bytes(cached_params_raw) as _cached_params:
           cached_params = _cached_params
 
-      self.CI = get_car(*self.can_callbacks, obd_callback(self.params), experimental_long_allowed, num_pandas, cached_params)
-      self.RI = get_radar_interface(self.CI.CP)
+      self.CI = get_car(*self.can_callbacks, obd_callback(self.params), alpha_long_allowed, num_pandas, cached_params)
+      self.RI = interfaces[self.CI.CP.carFingerprint].RadarInterface(self.CI.CP)
       self.CP = self.CI.CP
 
       # continue onto next fingerprinting step in pandad
@@ -227,7 +227,7 @@ class Car:
 
     if RD is not None:
       tracks_msg = messaging.new_message('liveTracks')
-      tracks_msg.valid = len(RD.errors) == 0
+      tracks_msg.valid = not any(RD.errors.to_dict().values())
       tracks_msg.liveTracks = RD
       self.pm.send('liveTracks', tracks_msg)
 

selfdrive/car/cruise.py

@@ -56,6 +56,9 @@ class VCruiseHelper:
         if CS.cruiseState.speed == 0:
           self.v_cruise_kph = V_CRUISE_UNSET
           self.v_cruise_cluster_kph = V_CRUISE_UNSET
+        elif CS.cruiseState.speed == -1:
+          self.v_cruise_kph = -1
+          self.v_cruise_cluster_kph = -1
     else:
       self.v_cruise_kph = V_CRUISE_UNSET
       self.v_cruise_cluster_kph = V_CRUISE_UNSET

selfdrive/car/tests/test_car_interfaces.py

@@ -34,14 +34,14 @@ class TestCarInterfaces:
             phases=(Phase.reuse, Phase.generate, Phase.shrink))
   @given(data=st.data())
   def test_car_interfaces(self, car_name, data):
-    CarInterface, CarController, CarState, RadarInterface = interfaces[car_name]
+    CarInterface = interfaces[car_name]
 
     args = get_fuzzy_car_interface_args(data.draw)
 
     car_params = CarInterface.get_params(car_name, args['fingerprints'], args['car_fw'],
-                                         experimental_long=args['experimental_long'], docs=False)
+                                         alpha_long=args['alpha_long'], docs=False)
     car_params = car_params.as_reader()
-    car_interface = CarInterface(car_params, CarController, CarState)
+    car_interface = CarInterface(car_params)
     assert car_params
     assert car_interface
 

selfdrive/car/tests/test_models.py

@@ -1,5 +1,4 @@
 import time
-import capnp
 import os
 import pytest
 import random
@@ -67,7 +66,7 @@ class TestCarModelBase(unittest.TestCase):
   platform: Platform | None = None
   test_route: CarTestRoute | None = None
 
-  can_msgs: list[capnp.lib.capnp._DynamicStructReader]
+  can_msgs: list[tuple[int, list[CanData]]]
   fingerprint: dict[int, dict[int, int]]
   elm_frame: int | None
   car_safety_mode_frame: int | None
@@ -79,10 +78,11 @@ class TestCarModelBase(unittest.TestCase):
     cls.elm_frame = None
     cls.car_safety_mode_frame = None
     cls.fingerprint = gen_empty_fingerprint()
-    experimental_long = False
+    alpha_long = False
     for msg in lr:
       if msg.which() == "can":
-        can_msgs.append(msg)
+        can = can_capnp_to_list((msg.as_builder().to_bytes(),))[0]
+        can_msgs.append((can[0], [CanData(*can) for can in can[1]]))
         if len(can_msgs) <= FRAME_FINGERPRINT:
           for m in msg.can:
             if m.src < 64:
@@ -91,7 +91,7 @@ class TestCarModelBase(unittest.TestCase):
       elif msg.which() == "carParams":
         car_fw = msg.carParams.carFw
         if msg.carParams.openpilotLongitudinalControl:
-          experimental_long = True
+          alpha_long = True
         if cls.platform is None:
           live_fingerprint = msg.carParams.carFingerprint
           cls.platform = MIGRATION.get(live_fingerprint, live_fingerprint)
@@ -113,7 +113,7 @@ class TestCarModelBase(unittest.TestCase):
           cls.car_safety_mode_frame = len(can_msgs)
 
     assert len(can_msgs) > int(50 / DT_CTRL), "no can data found"
-    return car_fw, can_msgs, experimental_long
+    return car_fw, can_msgs, alpha_long
 
   @classmethod
   def get_testing_data(cls):
@@ -146,15 +146,13 @@ class TestCarModelBase(unittest.TestCase):
         raise unittest.SkipTest
       raise Exception(f"missing test route for {cls.platform}")
 
-    car_fw, can_msgs, experimental_long = cls.get_testing_data()
+    car_fw, cls.can_msgs, alpha_long = cls.get_testing_data()
 
     # if relay is expected to be open in the route
     cls.openpilot_enabled = cls.car_safety_mode_frame is not None
 
-    cls.can_msgs = sorted(can_msgs, key=lambda msg: msg.logMonoTime)
-
-    cls.CarInterface, cls.CarController, cls.CarState, cls.RadarInterface = interfaces[cls.platform]
-    cls.CP = cls.CarInterface.get_params(cls.platform,  cls.fingerprint, car_fw, experimental_long, docs=False)
+    cls.CarInterface = interfaces[cls.platform]
+    cls.CP = cls.CarInterface.get_params(cls.platform, cls.fingerprint, car_fw, alpha_long, docs=False)
     assert cls.CP
     assert cls.CP.carFingerprint == cls.platform
 
@@ -165,7 +163,7 @@ class TestCarModelBase(unittest.TestCase):
     del cls.can_msgs
 
   def setUp(self):
-    self.CI = self.CarInterface(self.CP.copy(), self.CarController, self.CarState)
+    self.CI = self.CarInterface(self.CP.copy())
     assert self.CI
 
     # TODO: check safetyModel is in release panda build
@@ -199,8 +197,8 @@ class TestCarModelBase(unittest.TestCase):
     CC = structs.CarControl().as_reader()
 
     for i, msg in enumerate(self.can_msgs):
-      CS = self.CI.update(can_capnp_to_list((msg.as_builder().to_bytes(),)))
-      self.CI.apply(CC, msg.logMonoTime)
+      CS = self.CI.update(msg)
+      self.CI.apply(CC, msg[0])
 
       if CS.canValid:
         can_valid = True
@@ -212,32 +210,32 @@ class TestCarModelBase(unittest.TestCase):
     self.assertEqual(can_invalid_cnt, 0)
 
   def test_radar_interface(self):
-    RI = self.RadarInterface(self.CP)
+    RI = self.CarInterface.RadarInterface(self.CP)
     assert RI
 
     # Since OBD port is multiplexed to bus 1 (commonly radar bus) while fingerprinting,
     # start parsing CAN messages after we've left ELM mode and can expect CAN traffic
     error_cnt = 0
     for i, msg in enumerate(self.can_msgs[self.elm_frame:]):
-      rr: structs.RadarData | None = RI.update(can_capnp_to_list((msg.as_builder().to_bytes(),)))
+      rr: structs.RadarData | None = RI.update(msg)
       if rr is not None and i > 50:
-        error_cnt += structs.RadarData.Error.canError in rr.errors
+        error_cnt += rr.errors.canError
     self.assertEqual(error_cnt, 0)
 
   def test_panda_safety_rx_checks(self):
     if self.CP.dashcamOnly:
       self.skipTest("no need to check panda safety for dashcamOnly")
 
-    start_ts = self.can_msgs[0].logMonoTime
+    start_ts = self.can_msgs[0][0]
 
     failed_addrs = Counter()
     for can in self.can_msgs:
       # update panda timer
-      t = (can.logMonoTime - start_ts) / 1e3
+      t = (can[0] - start_ts) / 1e3
       self.safety.set_timer(int(t))
 
       # run all msgs through the safety RX hook
-      for msg in can.can:
+      for msg in can[1]:
         if msg.src >= 64:
           continue
 
@@ -266,13 +264,16 @@ class TestCarModelBase(unittest.TestCase):
 
   def test_panda_safety_tx_cases(self, data=None):
     """Asserts we can tx common messages"""
+    if self.CP.dashcamOnly:
+      self.skipTest("no need to check panda safety for dashcamOnly")
+
     if self.CP.notCar:
       self.skipTest("Skipping test for notCar")
 
     def test_car_controller(car_control):
       now_nanos = 0
       msgs_sent = 0
-      CI = self.CarInterface(self.CP, self.CarController, self.CarState)
+      CI = self.CarInterface(self.CP)
       for _ in range(round(10.0 / DT_CTRL)):  # make sure we hit the slowest messages
         CI.update([])
         _, sendcan = CI.apply(car_control, now_nanos)
@@ -386,8 +387,8 @@ class TestCarModelBase(unittest.TestCase):
 
     # warm up pass, as initial states may be different
     for can in self.can_msgs[:300]:
-      self.CI.update(can_capnp_to_list((can.as_builder().to_bytes(), )))
-      for msg in filter(lambda m: m.src in range(64), can.can):
+      self.CI.update(can)
+      for msg in filter(lambda m: m.src < 64, can[1]):
         to_send = libsafety_py.make_CANPacket(msg.address, msg.src % 4, msg.dat)
         self.safety.safety_rx_hook(to_send)
 
@@ -396,8 +397,8 @@ class TestCarModelBase(unittest.TestCase):
     checks = defaultdict(int)
     vehicle_speed_seen = self.CP.steerControlType == SteerControlType.angle and not self.CP.notCar
     for idx, can in enumerate(self.can_msgs):
-      CS = self.CI.update(can_capnp_to_list((can.as_builder().to_bytes(), ))).as_reader()
-      for msg in filter(lambda m: m.src in range(64), can.can):
+      CS = self.CI.update(can).as_reader()
+      for msg in filter(lambda m: m.src < 64, can[1]):
         to_send = libsafety_py.make_CANPacket(msg.address, msg.src % 4, msg.dat)
         ret = self.safety.safety_rx_hook(to_send)
         self.assertEqual(1, ret, f"safety rx failed ({ret=}): {(msg.address, msg.src % 4)}")

selfdrive/controls/controlsd.py

@@ -9,10 +9,10 @@ from openpilot.common.params import Params
 from openpilot.common.realtime import config_realtime_process, Priority, Ratekeeper
 from openpilot.common.swaglog import cloudlog
 
-from opendbc.car.car_helpers import get_car_interface
+from opendbc.car.car_helpers import interfaces
 from opendbc.car.vehicle_model import VehicleModel
 from openpilot.selfdrive.controls.lib.drive_helpers import clip_curvature
-from openpilot.selfdrive.controls.lib.latcontrol import LatControl, MIN_LATERAL_CONTROL_SPEED
+from openpilot.selfdrive.controls.lib.latcontrol import LatControl
 from openpilot.selfdrive.controls.lib.latcontrol_pid import LatControlPID
 from openpilot.selfdrive.controls.lib.latcontrol_angle import LatControlAngle, STEER_ANGLE_SATURATION_THRESHOLD
 from openpilot.selfdrive.controls.lib.latcontrol_torque import LatControlTorque
@@ -33,7 +33,7 @@ class Controls:
     self.CP = messaging.log_from_bytes(self.params.get("CarParams", block=True), car.CarParams)
     cloudlog.info("controlsd got CarParams")
 
-    self.CI = get_car_interface(self.CP)
+    self.CI = interfaces[self.CP.carFingerprint](self.CP)
 
     self.sm = messaging.SubMaster(['liveParameters', 'liveTorqueParameters', 'modelV2', 'selfdriveState',
                                    'liveCalibration', 'livePose', 'longitudinalPlan', 'carState', 'carOutput',
@@ -41,6 +41,7 @@ class Controls:
     self.pm = messaging.PubMaster(['carControl', 'controlsState'])
 
     self.steer_limited_by_controls = False
+    self.curvature = 0.0
     self.desired_curvature = 0.0
 
     self.pose_calibrator = PoseCalibrator()
@@ -73,6 +74,9 @@ class Controls:
     sr = max(lp.steerRatio, 0.1)
     self.VM.update_params(x, sr)
 
+    steer_angle_without_offset = math.radians(CS.steeringAngleDeg - lp.angleOffsetDeg)
+    self.curvature = -self.VM.calc_curvature(steer_angle_without_offset, CS.vEgo, lp.roll)
+
     # Update Torque Params
     if self.CP.lateralTuning.which() == 'torque':
       torque_params = self.sm['liveTorqueParameters']
@@ -87,8 +91,9 @@ class Controls:
     CC.enabled = self.sm['selfdriveState'].enabled
 
     # Check which actuators can be enabled
-    standstill = abs(CS.vEgo) <= max(self.CP.minSteerSpeed, MIN_LATERAL_CONTROL_SPEED) or CS.standstill
-    CC.latActive = self.sm['selfdriveState'].active and not CS.steerFaultTemporary and not CS.steerFaultPermanent and not standstill
+    standstill = abs(CS.vEgo) <= max(self.CP.minSteerSpeed, 0.3) or CS.standstill
+    CC.latActive = self.sm['selfdriveState'].active and not CS.steerFaultTemporary and not CS.steerFaultPermanent and \
+                   (not standstill or self.CP.steerAtStandstill)
     CC.longActive = CC.enabled and not any(e.overrideLongitudinal for e in self.sm['onroadEvents']) and self.CP.openpilotLongitudinalControl
 
     actuators = CC.actuators
@@ -109,7 +114,10 @@ class Controls:
     actuators.accel = float(self.LoC.update(CC.longActive, CS, long_plan.aTarget, long_plan.shouldStop, pid_accel_limits))
 
     # Steering PID loop and lateral MPC
-    self.desired_curvature, curvature_limited = clip_curvature(CS.vEgo, self.desired_curvature, model_v2.action.desiredCurvature, lp.roll)
+    # Reset desired curvature to current to avoid violating the limits on engage
+    new_desired_curvature = model_v2.action.desiredCurvature if CC.latActive else self.curvature
+    self.desired_curvature, curvature_limited = clip_curvature(CS.vEgo, self.desired_curvature, new_desired_curvature, lp.roll)
+
     actuators.curvature = self.desired_curvature
     steer, steeringAngleDeg, lac_log = self.LaC.update(CC.latActive, CS, self.VM, lp,
                                                        self.steer_limited_by_controls, self.desired_curvature,
@@ -179,7 +187,7 @@ class Controls:
     dat.valid = CS.canValid
     cs = dat.controlsState
 
-    cs.curvature = current_curvature
+    cs.curvature = self.curvature
     cs.longitudinalPlanMonoTime = self.sm.logMonoTime['longitudinalPlan']
     cs.lateralPlanMonoTime = self.sm.logMonoTime['modelV2']
     cs.desiredCurvature = self.desired_curvature

selfdrive/controls/lib/drive_helpers.py

@@ -1,7 +1,7 @@
 import numpy as np
 from cereal import log
 from opendbc.car.vehicle_model import ACCELERATION_DUE_TO_GRAVITY
-from openpilot.common.realtime import DT_CTRL
+from openpilot.common.realtime import DT_CTRL, DT_MDL
 
 MIN_SPEED = 1.0
 CONTROL_N = 17
@@ -19,6 +19,9 @@ def clamp(val, min_val, max_val):
   clamped_val = float(np.clip(val, min_val, max_val))
   return clamped_val, clamped_val != val
 
+def smooth_value(val, prev_val, tau, dt=DT_MDL):
+  alpha = 1 - np.exp(-dt/tau) if tau > 0 else 1
+  return alpha * val + (1 - alpha) * prev_val
 
 def clip_curvature(v_ego, prev_curvature, new_curvature, roll):
   # This function respects ISO lateral jerk and acceleration limits + a max curvature
@@ -43,3 +46,19 @@ def get_speed_error(modelV2: log.ModelDataV2, v_ego: float) -> float:
     vel_err = np.clip(modelV2.temporalPose.trans[0] - v_ego, -MAX_VEL_ERR, MAX_VEL_ERR)
     return float(vel_err)
   return 0.0
+
+
+def get_accel_from_plan(speeds, accels, t_idxs, action_t=DT_MDL, vEgoStopping=0.05):
+  if len(speeds) == len(t_idxs):
+    v_now = speeds[0]
+    a_now = accels[0]
+    v_target = np.interp(action_t, t_idxs, speeds)
+    a_target = 2 * (v_target - v_now) / (action_t) - a_now
+    v_target_1sec = np.interp(action_t + 1.0, t_idxs, speeds)
+  else:
+    v_target = 0.0
+    v_target_1sec = 0.0
+    a_target = 0.0
+  should_stop = (v_target < vEgoStopping and
+                 v_target_1sec < vEgoStopping)
+  return a_target, should_stop

selfdrive/controls/lib/latcontrol.py

@@ -3,8 +3,6 @@ from abc import abstractmethod, ABC
 
 from openpilot.common.realtime import DT_CTRL
 
-MIN_LATERAL_CONTROL_SPEED = 0.3  # m/s
-
 
 class LatControl(ABC):
   def __init__(self, CP, CI):

selfdrive/controls/lib/longitudinal_planner.py

@@ -11,7 +11,7 @@ from openpilot.selfdrive.modeld.constants import ModelConstants
 from openpilot.selfdrive.controls.lib.longcontrol import LongCtrlState
 from openpilot.selfdrive.controls.lib.longitudinal_mpc_lib.long_mpc import LongitudinalMpc
 from openpilot.selfdrive.controls.lib.longitudinal_mpc_lib.long_mpc import T_IDXS as T_IDXS_MPC
-from openpilot.selfdrive.controls.lib.drive_helpers import CONTROL_N, get_speed_error
+from openpilot.selfdrive.controls.lib.drive_helpers import CONTROL_N, get_speed_error, get_accel_from_plan
 from openpilot.selfdrive.car.cruise import V_CRUISE_MAX, V_CRUISE_UNSET
 from openpilot.common.swaglog import cloudlog
 
@@ -48,27 +48,11 @@ def limit_accel_in_turns(v_ego, angle_steers, a_target, CP):
   return [a_target[0], min(a_target[1], a_x_allowed)]
 
 
-def get_accel_from_plan(speeds, accels, action_t=DT_MDL, vEgoStopping=0.05):
-  if len(speeds) == CONTROL_N:
-    v_now = speeds[0]
-    a_now = accels[0]
-
-    v_target = np.interp(action_t, CONTROL_N_T_IDX, speeds)
-    a_target = 2 * (v_target - v_now) / (action_t) - a_now
-    v_target_1sec = np.interp(action_t + 1.0, CONTROL_N_T_IDX, speeds)
-  else:
-    v_target = 0.0
-    v_target_1sec = 0.0
-    a_target = 0.0
-  should_stop = (v_target < vEgoStopping and
-                 v_target_1sec < vEgoStopping)
-  return a_target, should_stop
-
-
 class LongitudinalPlanner:
   def __init__(self, CP, init_v=0.0, init_a=0.0, dt=DT_MDL):
     self.CP = CP
     self.mpc = LongitudinalMpc(dt=dt)
+    self.mpc.mode = 'acc'
     self.fcw = False
     self.dt = dt
     self.allow_throttle = True
@@ -106,7 +90,7 @@ class LongitudinalPlanner:
     return x, v, a, j, throttle_prob
 
   def update(self, sm):
-    self.mpc.mode = 'blended' if sm['selfdriveState'].experimentalMode else 'acc'
+    self.mode = 'blended' if sm['selfdriveState'].experimentalMode else 'acc'
 
     if len(sm['carControl'].orientationNED) == 3:
       accel_coast = get_coast_accel(sm['carControl'].orientationNED[1])
@@ -129,7 +113,7 @@ class LongitudinalPlanner:
     # No change cost when user is controlling the speed, or when standstill
     prev_accel_constraint = not (reset_state or sm['carState'].standstill)
 
-    if self.mpc.mode == 'acc':
+    if self.mode == 'acc':
       accel_clip = [ACCEL_MIN, get_max_accel(v_ego)]
       steer_angle_without_offset = sm['carState'].steeringAngleDeg - sm['liveParameters'].angleOffsetDeg
       accel_clip = limit_accel_in_turns(v_ego, steer_angle_without_offset, accel_clip, self.CP)
@@ -176,8 +160,17 @@ class LongitudinalPlanner:
     self.v_desired_filter.x = self.v_desired_filter.x + self.dt * (self.a_desired + a_prev) / 2.0
 
     action_t =  self.CP.longitudinalActuatorDelay + DT_MDL
-    output_a_target, self.output_should_stop = get_accel_from_plan(self.v_desired_trajectory, self.a_desired_trajectory,
+    output_a_target_mpc, output_should_stop_mpc = get_accel_from_plan(self.v_desired_trajectory, self.a_desired_trajectory, CONTROL_N_T_IDX,
                                                                         action_t=action_t, vEgoStopping=self.CP.vEgoStopping)
+    output_a_target_e2e = sm['modelV2'].action.desiredAcceleration
+    output_should_stop_e2e = sm['modelV2'].action.shouldStop
+
+    if self.mode == 'acc':
+      output_a_target = output_a_target_mpc
+      self.output_should_stop = output_should_stop_mpc
+    else:
+      output_a_target = min(output_a_target_mpc, output_a_target_e2e)
+      self.output_should_stop = output_should_stop_e2e or output_should_stop_mpc
 
     for idx in range(2):
       accel_clip[idx] = np.clip(accel_clip[idx], self.prev_accel_clip[idx] - 0.05, self.prev_accel_clip[idx] + 0.05)

selfdrive/controls/lib/tests/test_latcontrol.py

@@ -17,9 +17,9 @@ class TestLatControl:
 
   @parameterized.expand([(HONDA.HONDA_CIVIC, LatControlPID), (TOYOTA.TOYOTA_RAV4, LatControlTorque),  (NISSAN.NISSAN_LEAF, LatControlAngle)])
   def test_saturation(self, car_name, controller):
-    CarInterface, CarController, CarState, RadarInterface = interfaces[car_name]
+    CarInterface = interfaces[car_name]
     CP = CarInterface.get_non_essential_params(car_name)
-    CI = CarInterface(CP, CarController, CarState)
+    CI = CarInterface(CP)
     VM = VehicleModel(CP)
 
     controller = controller(CP.as_reader(), CI)

selfdrive/controls/plannerd.py

@@ -20,7 +20,7 @@ def main():
   longitudinal_planner = LongitudinalPlanner(CP)
   pm = messaging.PubMaster(['longitudinalPlan', 'driverAssistance'])
   sm = messaging.SubMaster(['carControl', 'carState', 'controlsState', 'liveParameters', 'radarState', 'modelV2', 'selfdriveState'],
-                           poll='modelV2', ignore_avg_freq=['radarState'])
+                           poll='modelV2')
 
   while True:
     sm.update()

selfdrive/controls/radard.py

@@ -6,6 +6,7 @@ from typing import Any
 
 import capnp
 from cereal import messaging, log, car
+from openpilot.common.filter_simple import FirstOrderFilter
 from openpilot.common.params import Params
 from openpilot.common.realtime import DT_MDL, Priority, config_realtime_process
 from openpilot.common.swaglog import cloudlog
@@ -51,7 +52,7 @@ class Track:
   def __init__(self, identifier: int, v_lead: float, kalman_params: KalmanParams):
     self.identifier = identifier
     self.cnt = 0
-    self.aLeadTau = _LEAD_ACCEL_TAU
+    self.aLeadTau = FirstOrderFilter(_LEAD_ACCEL_TAU, 0.45, DT_MDL)
     self.K_A = kalman_params.A
     self.K_C = kalman_params.C
     self.K_K = kalman_params.K
@@ -74,17 +75,12 @@ class Track:
 
     # Learn if constant acceleration
     if abs(self.aLeadK) < 0.5:
-      self.aLeadTau = _LEAD_ACCEL_TAU
+      self.aLeadTau.x = _LEAD_ACCEL_TAU
     else:
-      self.aLeadTau *= 0.9
+      self.aLeadTau.update(0.0)
 
     self.cnt += 1
 
-  def reset_a_lead(self, aLeadK: float, aLeadTau: float):
-    self.kf = KF1D([[self.vLead], [aLeadK]], self.K_A, self.K_C, self.K_K)
-    self.aLeadK = aLeadK
-    self.aLeadTau = aLeadTau
-
   def get_RadarState(self, model_prob: float = 0.0):
     return {
       "dRel": float(self.dRel),
@@ -93,7 +89,7 @@ class Track:
       "vLead": float(self.vLead),
       "vLeadK": float(self.vLeadK),
       "aLeadK": float(self.aLeadK),
-      "aLeadTau": float(self.aLeadTau),
+      "aLeadTau": float(self.aLeadTau.x),
       "status": True,
       "fcw": self.is_potential_fcw(model_prob),
       "modelProb": model_prob,
@@ -211,9 +207,7 @@ class RadarD:
       self.v_ego_hist.append(self.v_ego)
       self.last_v_ego_frame = sm.recv_frame['carState']
 
-    ar_pts = {}
-    for pt in rr.points:
-      ar_pts[pt.trackId] = [pt.dRel, pt.yRel, pt.vRel, pt.measured]
+    ar_pts = {pt.trackId: [pt.dRel, pt.yRel, pt.vRel, pt.measured] for pt in rr.points}
 
     # *** remove missing points from meta data ***
     for ids in list(self.tracks.keys()):
@@ -233,10 +227,10 @@ class RadarD:
       self.tracks[ids].update(rpt[0], rpt[1], rpt[2], v_lead, rpt[3])
 
     # *** publish radarState ***
-    self.radar_state_valid = sm.all_checks() and len(rr.errors) == 0
+    self.radar_state_valid = sm.all_checks()
     self.radar_state = log.RadarState.new_message()
     self.radar_state.mdMonoTime = sm.logMonoTime['modelV2']
-    self.radar_state.radarErrors = list(rr.errors)
+    self.radar_state.radarErrors = rr.errors
     self.radar_state.carStateMonoTime = sm.logMonoTime['carState']
 
     if len(sm['modelV2'].velocity.x):

selfdrive/controls/tests/test_leads.py

@@ -26,6 +26,6 @@ class TestLeads:
     msgs = [m for _ in range(3) for m in single_iter_pkg()]
     out = replay_process_with_name("card", msgs, fingerprint=TOYOTA.TOYOTA_COROLLA_TSS2)
     states = [m for m in out if m.which() == "liveTracks"]
-    failures = [not state.valid and len(state.liveTracks.errors) for state in states]
+    failures = [not state.valid for state in states]
 
     assert len(states) == 0 or all(failures)

selfdrive/debug/check_can_parser_performance.py

@@ -6,7 +6,6 @@ from tqdm import tqdm
 from cereal import car
 from opendbc.car.tests.routes import CarTestRoute
 from openpilot.selfdrive.car.tests.test_models import TestCarModelBase
-from openpilot.selfdrive.pandad import can_capnp_to_list
 from openpilot.tools.plotjuggler.juggle import DEMO_ROUTE
 
 N_RUNS = 10
@@ -25,13 +24,11 @@ if __name__ == '__main__':
   CC = car.CarControl.new_message()
   ets = []
   for _ in tqdm(range(N_RUNS)):
-    msgs = [m.as_builder().to_bytes() for m in tm.can_msgs]
     start_t = time.process_time_ns()
-    for msg in msgs:
-      can_list = can_capnp_to_list([msg])
+    for msg in tm.can_msgs:
       for cp in tm.CI.can_parsers.values():
         if cp is not None:
-          cp.update_strings(can_list)
+          cp.update_strings(msg)
     ets.append((time.process_time_ns() - start_t) * 1e-6)
 
   print(f'{len(tm.can_msgs)} CAN packets, {N_RUNS} runs')

selfdrive/debug/max_lat_accel.py

@@ -2,6 +2,8 @@
 import argparse
 import numpy as np
 import matplotlib.pyplot as plt
+from functools import partial
+from tqdm import tqdm
 from typing import NamedTuple
 from openpilot.tools.lib.logreader import LogReader
 from openpilot.selfdrive.locationd.models.pose_kf import EARTH_G
@@ -20,14 +22,15 @@ class Event(NamedTuple):
   timestamp: float  # relative to start of route (s)
 
 
-def find_events(lr: LogReader, qlog: bool = False) -> list[Event]:
+def find_events(lr: LogReader, extrapolate: bool = False, qlog: bool = False) -> list[Event]:
   min_lat_active = RLOG_MIN_LAT_ACTIVE // QLOG_DECIMATION if qlog else RLOG_MIN_LAT_ACTIVE
   min_steering_unpressed = RLOG_MIN_STEERING_UNPRESSED // QLOG_DECIMATION if qlog else RLOG_MIN_STEERING_UNPRESSED
   min_requesting_max = RLOG_MIN_REQUESTING_MAX // QLOG_DECIMATION if qlog else RLOG_MIN_REQUESTING_MAX
 
-  events = []
+  # if we test with driver torque safety, max torque can be slightly noisy
+  steer_threshold = 0.7 if extrapolate else 0.95
 
-  start_ts = 0
+  events = []
 
   # state tracking
   steering_unpressed = 0  # frames
@@ -38,7 +41,9 @@ def find_events(lr: LogReader, qlog: bool = False) -> list[Event]:
   curvature = 0
   v_ego = 0
   roll = 0
+  out_torque = 0
 
+  start_ts = 0
   for msg in lr:
     if msg.which() == 'carControl':
       if start_ts == 0:
@@ -47,8 +52,8 @@ def find_events(lr: LogReader, qlog: bool = False) -> list[Event]:
       lat_active = lat_active + 1 if msg.carControl.latActive else 0
 
     elif msg.which() == 'carOutput':
-      # if we test with driver torque safety, max torque can be slightly noisy
-      requesting_max = requesting_max + 1 if abs(msg.carOutput.actuatorsOutput.torque) > 0.95 else 0
+      out_torque = msg.carOutput.actuatorsOutput.torque
+      requesting_max = requesting_max + 1 if abs(out_torque) > steer_threshold else 0
 
     elif msg.which() == 'carState':
       steering_unpressed = steering_unpressed + 1 if not msg.carState.steeringPressed else 0
@@ -64,7 +69,8 @@ def find_events(lr: LogReader, qlog: bool = False) -> list[Event]:
       # TODO: record max lat accel at the end of the event, need to use the past lat accel as overriding can happen before we detect it
       requesting_max = 0
 
-      current_lateral_accel = curvature * v_ego ** 2 - roll * EARTH_G
+      factor = 1 / abs(out_torque)
+      current_lateral_accel = (curvature * v_ego ** 2 * factor) - roll * EARTH_G
       events.append(Event(current_lateral_accel, v_ego, roll, round((msg.logMonoTime - start_ts) * 1e-9, 2)))
       print(events[-1])
 
@@ -75,29 +81,38 @@ if __name__ == '__main__':
   parser = argparse.ArgumentParser(description="Find max lateral acceleration events",
                                    formatter_class=argparse.ArgumentDefaultsHelpFormatter)
 
-  parser.add_argument("route")
+  parser.add_argument("route", nargs='+')
+  parser.add_argument("-e", "--extrapolate", action="store_true", help="Extrapolates max lateral acceleration events linearly. " +
+                                                                       "This option can be far less accurate.")
   args = parser.parse_args()
 
-  lr = LogReader(args.route, sort_by_time=True)
-  qlog = args.route.endswith('/q')
-  if qlog:
-    print('WARNING: Treating route as qlog!')
+  events = []
+  for route in tqdm(args.route):
+    try:
+      lr = LogReader(route, sort_by_time=True)
+    except Exception:
+      print(f'Skipping {route}')
+      continue
+
+    qlog = route.endswith('/q')
+    if qlog:
+      print('WARNING: Treating route as qlog!')
 
-  print('Finding events...')
-  events = find_events(lr, qlog=qlog)
+    print('Finding events...')
+    events += lr.run_across_segments(8, partial(find_events, extrapolate=args.extrapolate, qlog=qlog), disable_tqdm=True)
 
   print()
   print(f'Found {len(events)} events')
 
-  perc_left_accel = -np.percentile([-ev.lateral_accel for ev in events if ev.lateral_accel < 0], 90)
-  perc_right_accel = np.percentile([ev.lateral_accel for ev in events if ev.lateral_accel > 0], 90)
+  perc_left_accel = -np.percentile([-ev.lateral_accel for ev in events if ev.lateral_accel < 0] or [0], 90)
+  perc_right_accel = np.percentile([ev.lateral_accel for ev in events if ev.lateral_accel > 0] or [0], 90)
 
   CP = lr.first('carParams')
 
   plt.ion()
   plt.clf()
   plt.suptitle(f'{CP.carFingerprint} - Max lateral acceleration events')
-  plt.title(args.route)
+  plt.title(', '.join(args.route))
   plt.scatter([ev.speed for ev in events], [ev.lateral_accel for ev in events], label='max lateral accel events')
 
   plt.plot([0, 35], [3, 3], c='r', label='ISO 11270 - 3 m/s^2')

selfdrive/debug/run_process_on_route.py

@@ -10,21 +10,21 @@ if __name__ == "__main__":
                                    formatter_class=argparse.ArgumentDefaultsHelpFormatter)
   parser.add_argument("--fingerprint", help="The fingerprint to use")
   parser.add_argument("route", help="The route name to use")
-  parser.add_argument("process", help="The process to run")
+  parser.add_argument("process", nargs='+', help="The process(s) to run")
   args = parser.parse_args()
 
-  cfg = [c for c in CONFIGS if c.proc_name == args.process][0]
+  cfgs = [c for c in CONFIGS if c.proc_name in args.process]
 
   lr = LogReader(args.route)
   inputs = list(lr)
 
-  outputs = replay_process(cfg, inputs, fingerprint=args.fingerprint)
+  outputs = replay_process(cfgs, inputs, fingerprint=args.fingerprint)
 
   # Remove message generated by the process under test and merge in the new messages
   produces = {o.which() for o in outputs}
   inputs = [i for i in inputs if i.which() not in produces]
   outputs = sorted(inputs + outputs, key=lambda x: x.logMonoTime)
 
-  fn = f"{args.route.replace('/', '_')}_{args.process}.zst"
+  fn = f"{args.route.replace('/', '_')}_{'_'.join(args.process)}.zst"
   print(f"Saving log to {fn}")
   save_log(fn, outputs)

selfdrive/debug/set_car_params.py

@@ -15,7 +15,7 @@ if __name__ == "__main__":
   else:
     CP = car.CarParams.new_message()
     CP.openpilotLongitudinalControl = True
-    CP.experimentalLongitudinalAvailable = False
+    CP.alphaLongitudinalAvailable = False
 
   cp_bytes = CP.to_bytes()
   for p in ("CarParams", "CarParamsCache", "CarParamsPersistent"):

selfdrive/debug/test_fw_query_on_routes.py

@@ -65,8 +65,7 @@ if __name__ == "__main__":
           CP = msg.carParams
           car_fw = [fw for fw in CP.carFw if not fw.logging]
           if len(car_fw) == 0:
-            print("no fw")
-            break
+            print("WARNING: no fw")
 
           live_fingerprint = CP.carFingerprint
           live_fingerprint = MIGRATION.get(live_fingerprint, live_fingerprint)
@@ -98,7 +97,7 @@ if __name__ == "__main__":
           print("New style (exact):", exact_matches)
           print("New style (fuzzy):", fuzzy_matches)
 
-          padding = max([len(fw.brand or UNKNOWN_BRAND) for fw in car_fw])
+          padding = max([len(fw.brand or UNKNOWN_BRAND) for fw in car_fw] + [0])
           for version in sorted(car_fw, key=lambda fw: fw.brand):
             subaddr = None if version.subAddress == 0 else hex(version.subAddress)
             print(f"  Brand: {version.brand or UNKNOWN_BRAND:{padding}}, bus: {version.bus} - " +

selfdrive/locationd/calibrationd.py

@@ -11,7 +11,7 @@ import capnp
 import numpy as np
 from typing import NoReturn
 
-from cereal import log
+from cereal import log, car
 import cereal.messaging as messaging
 from openpilot.common.conversions import Conversions as CV
 from openpilot.common.params import Params
@@ -258,16 +258,18 @@ def main() -> NoReturn:
   config_realtime_process([0, 1, 2, 3], 5)
 
   pm = messaging.PubMaster(['liveCalibration'])
-  sm = messaging.SubMaster(['cameraOdometry', 'carState', 'carParams'], poll='cameraOdometry')
+  sm = messaging.SubMaster(['cameraOdometry', 'carState'], poll='cameraOdometry')
+
+  params_reader = Params()
+  CP = messaging.log_from_bytes(params_reader.get("CarParams", block=True), car.CarParams)
 
   calibrator = Calibrator(param_put=True)
+  calibrator.not_car = CP.notCar
 
   while 1:
     timeout = 0 if sm.frame == -1 else 100
     sm.update(timeout)
 
-    calibrator.not_car = sm['carParams'].notCar
-
     if sm.updated['cameraOdometry']:
       calibrator.handle_v_ego(sm['carState'].vEgo)
       new_rpy = calibrator.handle_cam_odom(sm['cameraOdometry'].trans,

selfdrive/locationd/helpers.py

@@ -1,10 +1,48 @@
 import numpy as np
 from typing import Any
+from functools import cache
 
 from cereal import log
 from openpilot.common.transformations.orientation import rot_from_euler, euler_from_rot
 
 
+@cache
+def fft_next_good_size(n: int) -> int:
+    """
+    smallest composite of 2, 3, 5, 7, 11 that is >= n
+    inspired by pocketfft
+    """
+    if n <= 6:
+      return n
+    best, f2 = 2 * n, 1
+    while f2 < best:
+        f23 = f2
+        while f23 < best:
+            f235 = f23
+            while f235 < best:
+                f2357 = f235
+                while f2357 < best:
+                    f235711 = f2357
+                    while f235711 < best:
+                        best = f235711 if f235711 >= n else best
+                        f235711 *= 11
+                    f2357 *= 7
+                f235 *= 5
+            f23 *= 3
+        f2 *= 2
+    return best
+
+
+def parabolic_peak_interp(R, max_index):
+  if max_index == 0 or max_index == len(R) - 1:
+    return max_index
+
+  y_m1, y_0, y_p1 = R[max_index - 1], R[max_index], R[max_index + 1]
+  offset = 0.5 * (y_p1 - y_m1) / (2 * y_0 - y_p1 - y_m1)
+
+  return max_index + offset
+
+
 def rotate_cov(rot_matrix, cov_in):
   return rot_matrix @ cov_in @ rot_matrix.T
 

selfdrive/locationd/lagd.py

@@ -0,0 +1,373 @@
+#!/usr/bin/env python3
+import os
+import numpy as np
+import capnp
+from collections import deque
+from functools import partial
+
+import cereal.messaging as messaging
+from cereal import car, log
+from cereal.services import SERVICE_LIST
+from openpilot.common.params import Params
+from openpilot.common.realtime import config_realtime_process
+from openpilot.common.swaglog import cloudlog
+from openpilot.selfdrive.locationd.helpers import PoseCalibrator, Pose, fft_next_good_size, parabolic_peak_interp
+
+BLOCK_SIZE = 100
+BLOCK_NUM = 50
+BLOCK_NUM_NEEDED = 5
+MOVING_WINDOW_SEC = 300.0
+MIN_OKAY_WINDOW_SEC = 25.0
+MIN_RECOVERY_BUFFER_SEC = 2.0
+MIN_VEGO = 15.0
+MIN_ABS_YAW_RATE = np.radians(1.0)
+MAX_YAW_RATE_SANITY_CHECK = 1.0
+MIN_NCC = 0.95
+MAX_LAG = 1.0
+MAX_LAG_STD = 0.1
+MAX_LAT_ACCEL = 2.0
+MAX_LAT_ACCEL_DIFF = 0.6
+
+
+def masked_normalized_cross_correlation(expected_sig: np.ndarray, actual_sig: np.ndarray, mask: np.ndarray, n: int):
+  """
+  References:
+    D. Padfield. "Masked FFT registration". In Proc. Computer Vision and
+    Pattern Recognition, pp. 2918-2925 (2010).
+    :DOI:`10.1109/CVPR.2010.5540032`
+  """
+
+  eps = np.finfo(np.float64).eps
+  expected_sig = np.asarray(expected_sig, dtype=np.float64)
+  actual_sig = np.asarray(actual_sig, dtype=np.float64)
+
+  expected_sig[~mask] = 0.0
+  actual_sig[~mask] = 0.0
+
+  rotated_expected_sig = expected_sig[::-1]
+  rotated_mask = mask[::-1]
+
+  fft = partial(np.fft.fft, n=n)
+
+  actual_sig_fft = fft(actual_sig)
+  rotated_expected_sig_fft = fft(rotated_expected_sig)
+  actual_mask_fft = fft(mask.astype(np.float64))
+  rotated_mask_fft = fft(rotated_mask.astype(np.float64))
+
+  number_overlap_masked_samples = np.fft.ifft(rotated_mask_fft * actual_mask_fft).real
+  number_overlap_masked_samples[:] = np.round(number_overlap_masked_samples)
+  number_overlap_masked_samples[:] = np.fmax(number_overlap_masked_samples, eps)
+  masked_correlated_actual_fft = np.fft.ifft(rotated_mask_fft * actual_sig_fft).real
+  masked_correlated_expected_fft = np.fft.ifft(actual_mask_fft * rotated_expected_sig_fft).real
+
+  numerator = np.fft.ifft(rotated_expected_sig_fft * actual_sig_fft).real
+  numerator -= masked_correlated_actual_fft * masked_correlated_expected_fft / number_overlap_masked_samples
+
+  actual_squared_fft = fft(actual_sig ** 2)
+  actual_sig_denom = np.fft.ifft(rotated_mask_fft * actual_squared_fft).real
+  actual_sig_denom -= masked_correlated_actual_fft ** 2 / number_overlap_masked_samples
+  actual_sig_denom[:] = np.fmax(actual_sig_denom, 0.0)
+
+  rotated_expected_squared_fft = fft(rotated_expected_sig ** 2)
+  expected_sig_denom = np.fft.ifft(actual_mask_fft * rotated_expected_squared_fft).real
+  expected_sig_denom -= masked_correlated_expected_fft ** 2 / number_overlap_masked_samples
+  expected_sig_denom[:] = np.fmax(expected_sig_denom, 0.0)
+
+  denom = np.sqrt(actual_sig_denom * expected_sig_denom)
+
+  # zero-out samples with very small denominators
+  tol = 1e3 * eps * np.max(np.abs(denom), keepdims=True)
+  nonzero_indices = denom > tol
+
+  ncc = np.zeros_like(denom, dtype=np.float64)
+  ncc[nonzero_indices] = numerator[nonzero_indices] / denom[nonzero_indices]
+  np.clip(ncc, -1, 1, out=ncc)
+
+  return ncc
+
+
+class Points:
+  def __init__(self, num_points: int):
+    self.times = deque[float]([0.0] * num_points, maxlen=num_points)
+    self.okay = deque[bool]([False] * num_points, maxlen=num_points)
+    self.desired = deque[float]([0.0] * num_points, maxlen=num_points)
+    self.actual = deque[float]([0.0] * num_points, maxlen=num_points)
+
+  @property
+  def num_points(self):
+    return len(self.desired)
+
+  @property
+  def num_okay(self):
+    return np.count_nonzero(self.okay)
+
+  def update(self, t: float, desired: float, actual: float, okay: bool):
+    self.times.append(t)
+    self.okay.append(okay)
+    self.desired.append(desired)
+    self.actual.append(actual)
+
+  def get(self) -> tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray]:
+    return np.array(self.times), np.array(self.desired), np.array(self.actual), np.array(self.okay)
+
+
+class BlockAverage:
+  def __init__(self, num_blocks: int, block_size: int, valid_blocks: int, initial_value: float):
+    self.num_blocks = num_blocks
+    self.block_size = block_size
+    self.block_idx = valid_blocks % num_blocks
+    self.idx = 0
+
+    self.values = np.tile(initial_value, (num_blocks, 1))
+    self.valid_blocks = valid_blocks
+
+  def update(self, value: float):
+    self.values[self.block_idx] = (self.idx * self.values[self.block_idx] + value) / (self.idx + 1)
+    self.idx = (self.idx + 1) % self.block_size
+    if self.idx == 0:
+      self.block_idx = (self.block_idx + 1) % self.num_blocks
+      self.valid_blocks = min(self.valid_blocks + 1, self.num_blocks)
+
+  def get(self) -> tuple[float, float, float, float]:
+    valid_block_idx = [i for i in range(self.valid_blocks) if i != self.block_idx]
+    valid_and_current_idx = valid_block_idx + ([self.block_idx] if self.idx > 0 else [])
+
+    if len(valid_block_idx) > 0:
+      valid_mean = float(np.mean(self.values[valid_block_idx], axis=0).item())
+      valid_std = float(np.std(self.values[valid_block_idx], axis=0).item())
+    else:
+      valid_mean, valid_std = float('nan'), float('nan')
+
+    if len(valid_and_current_idx) > 0:
+      current_mean = float(np.mean(self.values[valid_and_current_idx], axis=0).item())
+      current_std = float(np.std(self.values[valid_and_current_idx], axis=0).item())
+    else:
+      current_mean, current_std = float('nan'), float('nan')
+
+    return valid_mean, valid_std, current_mean, current_std
+
+
+class LateralLagEstimator:
+  inputs = {"carControl", "carState", "controlsState", "liveCalibration", "livePose"}
+
+  def __init__(self, CP: car.CarParams, dt: float,
+               block_count: int = BLOCK_NUM, min_valid_block_count: int = BLOCK_NUM_NEEDED, block_size: int = BLOCK_SIZE,
+               window_sec: float = MOVING_WINDOW_SEC, okay_window_sec: float = MIN_OKAY_WINDOW_SEC, min_recovery_buffer_sec: float = MIN_RECOVERY_BUFFER_SEC,
+               min_vego: float = MIN_VEGO, min_yr: float = MIN_ABS_YAW_RATE, min_ncc: float = MIN_NCC,
+               max_lat_accel: float = MAX_LAT_ACCEL, max_lat_accel_diff: float = MAX_LAT_ACCEL_DIFF):
+    self.dt = dt
+    self.window_sec = window_sec
+    self.okay_window_sec = okay_window_sec
+    self.min_recovery_buffer_sec = min_recovery_buffer_sec
+    self.initial_lag = CP.steerActuatorDelay + 0.2
+    self.block_size = block_size
+    self.block_count = block_count
+    self.min_valid_block_count = min_valid_block_count
+    self.min_vego = min_vego
+    self.min_yr = min_yr
+    self.min_ncc = min_ncc
+    self.max_lat_accel = max_lat_accel
+    self.max_lat_accel_diff = max_lat_accel_diff
+
+    self.t = 0.0
+    self.lat_active = False
+    self.steering_pressed = False
+    self.steering_saturated = False
+    self.desired_curvature = 0.0
+    self.v_ego = 0.0
+    self.yaw_rate = 0.0
+    self.yaw_rate_std = 0.0
+    self.pose_valid = False
+
+    self.last_lat_inactive_t = 0.0
+    self.last_steering_pressed_t = 0.0
+    self.last_steering_saturated_t = 0.0
+    self.last_pose_invalid_t = 0.0
+    self.last_estimate_t = 0.0
+
+    self.calibrator = PoseCalibrator()
+
+    self.reset(self.initial_lag, 0)
+
+  def reset(self, initial_lag: float, valid_blocks: int):
+    window_len = int(self.window_sec / self.dt)
+    self.points = Points(window_len)
+    self.block_avg = BlockAverage(self.block_count, self.block_size, valid_blocks, initial_lag)
+
+  def get_msg(self, valid: bool, debug: bool = False) -> capnp._DynamicStructBuilder:
+    msg = messaging.new_message('liveDelay')
+
+    msg.valid = valid
+
+    liveDelay = msg.liveDelay
+
+    valid_mean_lag, valid_std, current_mean_lag, current_std = self.block_avg.get()
+    if self.block_avg.valid_blocks >= self.min_valid_block_count and not np.isnan(valid_mean_lag) and not np.isnan(valid_std):
+      if valid_std > MAX_LAG_STD:
+        liveDelay.status = log.LiveDelayData.Status.invalid
+      else:
+        liveDelay.status = log.LiveDelayData.Status.estimated
+    else:
+      liveDelay.status = log.LiveDelayData.Status.unestimated
+
+    if liveDelay.status == log.LiveDelayData.Status.estimated:
+      liveDelay.lateralDelay = valid_mean_lag
+    else:
+      liveDelay.lateralDelay = self.initial_lag
+
+    if not np.isnan(current_mean_lag) and not np.isnan(current_std):
+      liveDelay.lateralDelayEstimate = current_mean_lag
+      liveDelay.lateralDelayEstimateStd = current_std
+    else:
+      liveDelay.lateralDelayEstimate = self.initial_lag
+      liveDelay.lateralDelayEstimateStd = 0.0
+
+    liveDelay.validBlocks = self.block_avg.valid_blocks
+    if debug:
+      liveDelay.points = self.block_avg.values.flatten().tolist()
+
+    return msg
+
+  def handle_log(self, t: float, which: str, msg: capnp._DynamicStructReader):
+    if which == "carControl":
+      self.lat_active = msg.latActive
+    elif which == "carState":
+      self.steering_pressed = msg.steeringPressed
+      self.v_ego = msg.vEgo
+    elif which == "controlsState":
+      self.steering_saturated = getattr(msg.lateralControlState, msg.lateralControlState.which()).saturated
+      self.desired_curvature = msg.desiredCurvature
+    elif which == "liveCalibration":
+      self.calibrator.feed_live_calib(msg)
+    elif which == "livePose":
+      device_pose = Pose.from_live_pose(msg)
+      calibrated_pose = self.calibrator.build_calibrated_pose(device_pose)
+      self.yaw_rate = calibrated_pose.angular_velocity.yaw
+      self.yaw_rate_std = calibrated_pose.angular_velocity.yaw_std
+      self.pose_valid = msg.angularVelocityDevice.valid and msg.posenetOK and msg.inputsOK
+    self.t = t
+
+  def points_enough(self):
+    return self.points.num_points >= int(self.okay_window_sec / self.dt)
+
+  def points_valid(self):
+    return self.points.num_okay >= int(self.okay_window_sec / self.dt)
+
+  def update_points(self):
+    la_desired = self.desired_curvature * self.v_ego * self.v_ego
+    la_actual_pose = self.yaw_rate * self.v_ego
+
+    fast = self.v_ego > self.min_vego
+    turning = np.abs(self.yaw_rate) >= self.min_yr
+    sensors_valid = self.pose_valid and np.abs(self.yaw_rate) < MAX_YAW_RATE_SANITY_CHECK and self.yaw_rate_std < MAX_YAW_RATE_SANITY_CHECK
+    la_valid = np.abs(la_actual_pose) <= self.max_lat_accel and np.abs(la_desired - la_actual_pose) <= self.max_lat_accel_diff
+    calib_valid = self.calibrator.calib_valid
+
+    if not self.lat_active:
+      self.last_lat_inactive_t = self.t
+    if self.steering_pressed:
+      self.last_steering_pressed_t = self.t
+    if self.steering_saturated:
+      self.last_steering_saturated_t = self.t
+    if not sensors_valid or not la_valid:
+      self.last_pose_invalid_t = self.t
+
+    has_recovered = all( # wait for recovery after !lat_active, steering_pressed, steering_saturated, !sensors/la_valid
+      self.t - last_t >= self.min_recovery_buffer_sec
+      for last_t in [self.last_lat_inactive_t, self.last_steering_pressed_t, self.last_steering_saturated_t, self.last_pose_invalid_t]
+    )
+    okay = self.lat_active and not self.steering_pressed and not self.steering_saturated and \
+           fast and turning and has_recovered and calib_valid and sensors_valid and la_valid
+
+    self.points.update(self.t, la_desired, la_actual_pose, okay)
+
+  def update_estimate(self):
+    if not self.points_enough():
+      return
+
+    times, desired, actual, okay = self.points.get()
+    # check if there are any new valid data points since the last update
+    is_valid = self.points_valid()
+    if self.last_estimate_t != 0 and times[0] <= self.last_estimate_t:
+      new_values_start_idx = next(-i for i, t in enumerate(reversed(times)) if t <= self.last_estimate_t)
+      is_valid = is_valid and not (new_values_start_idx == 0 or not np.any(okay[new_values_start_idx:]))
+
+    delay, corr = self.actuator_delay(desired, actual, okay, self.dt, MAX_LAG)
+    if corr < self.min_ncc or not is_valid:
+      return
+
+    self.block_avg.update(delay)
+    self.last_estimate_t = self.t
+
+  def actuator_delay(self, expected_sig: np.ndarray, actual_sig: np.ndarray, mask: np.ndarray, dt: float, max_lag: float) -> tuple[float, float]:
+    assert len(expected_sig) == len(actual_sig)
+    max_lag_samples = int(max_lag / dt)
+    padded_size = fft_next_good_size(len(expected_sig) + max_lag_samples)
+
+    ncc = masked_normalized_cross_correlation(expected_sig, actual_sig, mask, padded_size)
+
+    # only consider lags from 0 to max_lag
+    roi_ncc = ncc[len(expected_sig) - 1: len(expected_sig) - 1 + max_lag_samples]
+
+    max_corr_index = np.argmax(roi_ncc)
+    corr = roi_ncc[max_corr_index]
+    lag = parabolic_peak_interp(roi_ncc, max_corr_index) * dt
+
+    return lag, corr
+
+
+def retrieve_initial_lag(params_reader: Params, CP: car.CarParams):
+  last_lag_data = params_reader.get("LiveDelay")
+  last_carparams_data = params_reader.get("CarParamsPrevRoute")
+
+  if last_lag_data is not None:
+    try:
+      with log.Event.from_bytes(last_lag_data) as last_lag_msg, car.CarParams.from_bytes(last_carparams_data) as last_CP:
+        ld = last_lag_msg.liveDelay
+        if last_CP.carFingerprint != CP.carFingerprint:
+          raise Exception("Car model mismatch")
+
+        lag, valid_blocks, status = ld.lateralDelayEstimate, ld.validBlocks, ld.status
+        assert valid_blocks <= BLOCK_NUM, "Invalid number of valid blocks"
+        assert status != log.LiveDelayData.Status.invalid, "Lag estimate is invalid"
+        return lag, valid_blocks
+    except Exception as e:
+      cloudlog.error(f"Failed to retrieve initial lag: {e}")
+
+  return None
+
+
+def main():
+  config_realtime_process([0, 1, 2, 3], 5)
+
+  DEBUG = bool(int(os.getenv("DEBUG", "0")))
+
+  pm = messaging.PubMaster(['liveDelay'])
+  sm = messaging.SubMaster(['livePose', 'liveCalibration', 'carState', 'controlsState', 'carControl'], poll='livePose')
+
+  params_reader = Params()
+  CP = messaging.log_from_bytes(params_reader.get("CarParams", block=True), car.CarParams)
+
+  lag_learner = LateralLagEstimator(CP, 1. / SERVICE_LIST['livePose'].frequency)
+  if (initial_lag_params := retrieve_initial_lag(params_reader, CP)) is not None:
+    lag, valid_blocks = initial_lag_params
+    lag_learner.reset(lag, valid_blocks)
+
+  while True:
+    sm.update()
+    if sm.all_checks():
+      for which in sorted(sm.updated.keys(), key=lambda x: sm.logMonoTime[x]):
+        if sm.updated[which]:
+          t = sm.logMonoTime[which] * 1e-9
+          lag_learner.handle_log(t, which, sm[which])
+      lag_learner.update_points()
+
+    # 4Hz driven by livePose
+    if sm.frame % 5 == 0:
+      lag_learner.update_estimate()
+      lag_msg = lag_learner.get_msg(sm.all_checks(), DEBUG)
+      lag_msg_dat = lag_msg.to_bytes()
+      pm.send('liveDelay', lag_msg_dat)
+
+      if sm.frame % 1200 == 0: # cache every 60 seconds
+        params_reader.put_nonblocking("LiveDelay", lag_msg_dat)

selfdrive/locationd/locationd.py

@@ -1,6 +1,5 @@
 #!/usr/bin/env python3
 import os
-import json
 import time
 import capnp
 import numpy as np
@@ -65,7 +64,7 @@ class LocationEstimator:
     self.observation_errors = {kind: np.zeros(3, dtype=np.float32) for kind in obs_kinds}
 
   def reset(self, t: float, x_initial: np.ndarray = PoseKalman.initial_x, P_initial: np.ndarray = PoseKalman.initial_P):
-    self.kf.reset(t, x_initial, P_initial)
+    self.kf.init_state(x_initial, covs=P_initial, filter_time=t)
 
   def _validate_sensor_source(self, source: log.SensorEventData.SensorSource):
     # some segments have two IMUs, ignore the second one
@@ -147,13 +146,13 @@ class LocationEstimator:
       self.car_speed = abs(msg.vEgo)
 
     elif which == "liveCalibration":
+      # Note that we use this message during calibration
       if len(msg.rpyCalib) > 0:
         calib = np.array(msg.rpyCalib)
         if calib.min() < -CALIB_RPY_SANITY_CHECK or calib.max() > CALIB_RPY_SANITY_CHECK:
           return HandleLogResult.INPUT_INVALID
 
         self.device_from_calib = rot_from_euler(calib)
-        self.calibrated = msg.calStatus == log.LiveCalibrationData.Status.calibrated
 
     elif which == "cameraOdometry":
       if not self._validate_timestamp(t):
@@ -186,8 +185,8 @@ class LocationEstimator:
       rot_device_noise = rot_device_std ** 2
       trans_device_noise = trans_device_std ** 2
 
-      cam_odo_rot_res = self.kf.predict_and_observe(t, ObservationKind.CAMERA_ODO_ROTATION, rot_device, rot_device_noise)
-      cam_odo_trans_res = self.kf.predict_and_observe(t, ObservationKind.CAMERA_ODO_TRANSLATION, trans_device, trans_device_noise)
+      cam_odo_rot_res = self.kf.predict_and_observe(t, ObservationKind.CAMERA_ODO_ROTATION, rot_device, np.array([np.diag(rot_device_noise)]))
+      cam_odo_trans_res = self.kf.predict_and_observe(t, ObservationKind.CAMERA_ODO_TRANSLATION, trans_device, np.array([np.diag(trans_device_noise)]))
       self.camodo_yawrate_distribution =  np.array([rot_device[2], rot_device_std[2]])
       if cam_odo_rot_res is not None:
         _, new_x, _, new_P, _, _, (cam_odo_rot_err,), _, _ = cam_odo_rot_res
@@ -278,12 +277,13 @@ def main():
   input_invalid_threshold = {s: input_invalid_limit[s] - 0.5 for s in critcal_services}
   input_invalid_decay = {s: calculate_invalid_input_decay(input_invalid_limit[s], INPUT_INVALID_RECOVERY, SERVICE_LIST[s].frequency) for s in critcal_services}
 
-  initial_pose = params.get("LocationFilterInitialState")
-  if initial_pose is not None:
-    initial_pose = json.loads(initial_pose)
-    x_initial = np.array(initial_pose["x"], dtype=np.float64)
-    P_initial = np.diag(np.array(initial_pose["P"], dtype=np.float64))
-    estimator.reset(None, x_initial, P_initial)
+  initial_pose_data = params.get("LocationFilterInitialState")
+  if initial_pose_data is not None:
+    with log.Event.from_bytes(initial_pose_data) as lp_msg:
+      filter_state = lp_msg.livePose.debugFilterState
+      x_initial = np.array(filter_state.value, dtype=np.float64) if len(filter_state.value) != 0 else PoseKalman.initial_x
+      P_initial = np.diag(np.array(filter_state.std, dtype=np.float64)) if len(filter_state.std) != 0 else PoseKalman.initial_P
+      estimator.reset(None, x_initial, P_initial)
 
   while True:
     sm.update()

selfdrive/locationd/models/car_kf.py

@@ -160,19 +160,18 @@ class CarKalman(KalmanFilter):
 
     gen_code(generated_dir, name, f_sym, dt, state_sym, obs_eqs, dim_state, dim_state, global_vars=global_vars)
 
-  def __init__(self, generated_dir, steer_ratio=15, stiffness_factor=1, angle_offset=0, P_initial=None):
-    dim_state = self.initial_x.shape[0]
-    dim_state_err = self.P_initial.shape[0]
-    x_init = self.initial_x
-    x_init[States.STEER_RATIO] = steer_ratio
-    x_init[States.STIFFNESS] = stiffness_factor
-    x_init[States.ANGLE_OFFSET] = angle_offset
-
-    if P_initial is not None:
-      self.P_initial = P_initial
-    # init filter
-    self.filter = EKF_sym_pyx(generated_dir, self.name, self.Q, self.initial_x, self.P_initial,
-                              dim_state, dim_state_err, global_vars=self.global_vars, logger=cloudlog)
+  def __init__(self, generated_dir):
+    dim_state, dim_state_err = CarKalman.initial_x.shape[0], CarKalman.P_initial.shape[0]
+    self.filter = EKF_sym_pyx(generated_dir, CarKalman.name, CarKalman.Q, CarKalman.initial_x, CarKalman.P_initial,
+                              dim_state, dim_state_err, global_vars=CarKalman.global_vars, logger=cloudlog)
+
+  def set_globals(self, mass, rotational_inertia, center_to_front, center_to_rear, stiffness_front, stiffness_rear):
+    self.filter.set_global("mass", mass)
+    self.filter.set_global("rotational_inertia", rotational_inertia)
+    self.filter.set_global("center_to_front", center_to_front)
+    self.filter.set_global("center_to_rear", center_to_rear)
+    self.filter.set_global("stiffness_front", stiffness_front)
+    self.filter.set_global("stiffness_rear", stiffness_rear)
 
 
 if __name__ == "__main__":

selfdrive/locationd/models/pose_kf.py

@@ -5,6 +5,8 @@ import numpy as np
 
 from openpilot.selfdrive.locationd.models.constants import ObservationKind
 
+from rednose.helpers.kalmanfilter import KalmanFilter
+
 if __name__=="__main__":
   import sympy as sp
   from rednose.helpers.ekf_sym import gen_code
@@ -24,7 +26,7 @@ class States:
   ACCEL_BIAS = slice(15, 18)  # Acceletometer bias in m/s**2
 
 
-class PoseKalman:
+class PoseKalman(KalmanFilter):
   name = "pose"
 
   # state
@@ -50,10 +52,10 @@ class PoseKalman:
                3**2, 3**2, 3**2,
                0.005**2, 0.005**2, 0.005**2])
 
-  obs_noise = {ObservationKind.PHONE_GYRO: np.array([0.025**2, 0.025**2, 0.025**2]),
-               ObservationKind.PHONE_ACCEL: np.array([.5**2, .5**2, .5**2]),
-               ObservationKind.CAMERA_ODO_TRANSLATION: np.array([0.5**2, 0.5**2, 0.5**2]),
-               ObservationKind.CAMERA_ODO_ROTATION: np.array([0.05**2, 0.05**2, 0.05**2])}
+  obs_noise = {ObservationKind.PHONE_GYRO: np.diag([0.025**2, 0.025**2, 0.025**2]),
+               ObservationKind.PHONE_ACCEL: np.diag([.5**2, .5**2, .5**2]),
+               ObservationKind.CAMERA_ODO_TRANSLATION: np.diag([0.5**2, 0.5**2, 0.5**2]),
+               ObservationKind.CAMERA_ODO_ROTATION: np.diag([0.05**2, 0.05**2, 0.05**2])}
 
   @staticmethod
   def generate_code(generated_dir):
@@ -103,35 +105,6 @@ class PoseKalman:
     self.filter = EKF_sym_pyx(generated_dir, self.name, PoseKalman.Q, PoseKalman.initial_x, PoseKalman.initial_P,
                               dim_state, dim_state_err, max_rewind_age=max_rewind_age)
 
-  @property
-  def x(self):
-    return self.filter.state()
-
-  @property
-  def P(self):
-    return self.filter.covs()
-
-  @property
-  def t(self):
-    return self.filter.get_filter_time()
-
-  def predict_and_observe(self, t, kind, data, obs_noise=None):
-    data = np.atleast_2d(data)
-    if obs_noise is None:
-      obs_noise = self.obs_noise[kind]
-    R = self._get_R(len(data), obs_noise)
-    return self.filter.predict_and_update_batch(t, kind, data, R)
-
-  def reset(self, t, x_init, P_init):
-    self.filter.init_state(x_init, P_init, t)
-
-  def _get_R(self, n, obs_noise):
-    dim = obs_noise.shape[0]
-    R = np.zeros((n, dim, dim))
-    for i in range(n):
-      R[i, :, :] = np.diag(obs_noise)
-    return R
-
 
 if __name__ == "__main__":
   generated_dir = sys.argv[2]

selfdrive/locationd/paramsd.py

@@ -1,8 +1,8 @@
 #!/usr/bin/env python3
 import os
-import math
 import json
 import numpy as np
+import capnp
 
 import cereal.messaging as messaging
 from cereal import car, log
@@ -13,12 +13,11 @@ from openpilot.selfdrive.locationd.models.constants import GENERATED_DIR
 from openpilot.selfdrive.locationd.helpers import PoseCalibrator, Pose
 from openpilot.common.swaglog import cloudlog
 
-
 MAX_ANGLE_OFFSET_DELTA = 20 * DT_MDL  # Max 20 deg/s
-ROLL_MAX_DELTA = math.radians(20.0) * DT_MDL  # 20deg in 1 second is well within curvature limits
-ROLL_MIN, ROLL_MAX = math.radians(-10), math.radians(10)
-ROLL_LOWERED_MAX = math.radians(8)
-ROLL_STD_MAX = math.radians(1.5)
+ROLL_MAX_DELTA = np.radians(20.0) * DT_MDL  # 20deg in 1 second is well within curvature limits
+ROLL_MIN, ROLL_MAX = np.radians(-10), np.radians(10)
+ROLL_LOWERED_MAX = np.radians(8)
+ROLL_STD_MAX = np.radians(1.5)
 LATERAL_ACC_SENSOR_THRESHOLD = 4.0
 OFFSET_MAX = 10.0
 OFFSET_LOWERED_MAX = 8.0
@@ -26,38 +25,63 @@ MIN_ACTIVE_SPEED = 1.0
 LOW_ACTIVE_SPEED = 10.0
 
 
-class ParamsLearner:
-  def __init__(self, CP, steer_ratio, stiffness_factor, angle_offset, P_initial=None):
-    self.kf = CarKalman(GENERATED_DIR, steer_ratio, stiffness_factor, angle_offset, P_initial)
+class VehicleParamsLearner:
+  def __init__(self, CP: car.CarParams, steer_ratio: float, stiffness_factor: float, angle_offset: float, P_initial: np.ndarray | None = None):
+    self.kf = CarKalman(GENERATED_DIR)
+
+    self.x_initial = CarKalman.initial_x.copy()
+    self.x_initial[States.STEER_RATIO] = steer_ratio
+    self.x_initial[States.STIFFNESS] = stiffness_factor
+    self.x_initial[States.ANGLE_OFFSET] = angle_offset
+    self.P_initial = P_initial if P_initial is not None else CarKalman.P_initial
 
-    self.kf.filter.set_global("mass", CP.mass)
-    self.kf.filter.set_global("rotational_inertia", CP.rotationalInertia)
-    self.kf.filter.set_global("center_to_front", CP.centerToFront)
-    self.kf.filter.set_global("center_to_rear", CP.wheelbase - CP.centerToFront)
-    self.kf.filter.set_global("stiffness_front", CP.tireStiffnessFront)
-    self.kf.filter.set_global("stiffness_rear", CP.tireStiffnessRear)
+    self.kf.set_globals(
+      mass=CP.mass,
+      rotational_inertia=CP.rotationalInertia,
+      center_to_front=CP.centerToFront,
+      center_to_rear=CP.wheelbase - CP.centerToFront,
+      stiffness_front=CP.tireStiffnessFront,
+      stiffness_rear=CP.tireStiffnessRear
+    )
 
-    self.active = False
+    self.min_sr, self.max_sr = 0.5 * CP.steerRatio, 2.0 * CP.steerRatio
 
     self.calibrator = PoseCalibrator()
 
-    self.speed = 0.0
-    self.yaw_rate = 0.0
-    self.yaw_rate_std = 0.0
-    self.roll = 0.0
-    self.steering_angle = 0.0
-    self.roll_valid = False
+    self.observed_speed = 0.0
+    self.observed_yaw_rate = 0.0
+    self.observed_roll = 0.0
+
+    self.avg_offset_valid = True
+    self.total_offset_valid = True
+    self.roll_valid = True
+
+    self.reset(None)
+
+  def reset(self, t: float | None):
+    self.kf.init_state(self.x_initial, covs=self.P_initial, filter_time=t)
 
-  def handle_log(self, t, which, msg):
+    self.angle_offset, self.roll, self.active = np.degrees(self.x_initial[States.ANGLE_OFFSET].item()), 0.0, False
+    self.avg_angle_offset = self.angle_offset
+
+  def handle_log(self, t: float, which: str, msg: capnp._DynamicStructReader):
     if which == 'livePose':
       device_pose = Pose.from_live_pose(msg)
       calibrated_pose = self.calibrator.build_calibrated_pose(device_pose)
-      self.yaw_rate, self.yaw_rate_std = calibrated_pose.angular_velocity.z, calibrated_pose.angular_velocity.z_std
+
+      yaw_rate, yaw_rate_std = calibrated_pose.angular_velocity.z, calibrated_pose.angular_velocity.z_std
+      yaw_rate_valid = msg.angularVelocityDevice.valid
+      yaw_rate_valid = yaw_rate_valid and 0 < yaw_rate_std < 10  # rad/s
+      yaw_rate_valid = yaw_rate_valid and abs(yaw_rate) < 1  # rad/s
+      if not yaw_rate_valid:
+        # This is done to bound the yaw rate estimate when localizer values are invalid or calibrating
+        yaw_rate, yaw_rate_std = 0.0, np.radians(10.0)
+      self.observed_yaw_rate = yaw_rate
 
       localizer_roll, localizer_roll_std = device_pose.orientation.x, device_pose.orientation.x_std
       localizer_roll_std = np.radians(1) if np.isnan(localizer_roll_std) else localizer_roll_std
-      self.roll_valid = (localizer_roll_std < ROLL_STD_MAX) and (ROLL_MIN < localizer_roll < ROLL_MAX) and msg.sensorsOK
-      if self.roll_valid:
+      roll_valid = (localizer_roll_std < ROLL_STD_MAX) and (ROLL_MIN < localizer_roll < ROLL_MAX) and msg.sensorsOK
+      if roll_valid:
         roll = localizer_roll
         # Experimentally found multiplier of 2 to be best trade-off between stability and accuracy or similar?
         roll_std = 2 * localizer_roll_std
@@ -65,24 +89,18 @@ class ParamsLearner:
         # This is done to bound the road roll estimate when localizer values are invalid
         roll = 0.0
         roll_std = np.radians(10.0)
-      self.roll = np.clip(roll, self.roll - ROLL_MAX_DELTA, self.roll + ROLL_MAX_DELTA)
-
-      yaw_rate_valid = msg.angularVelocityDevice.valid and self.calibrator.calib_valid
-      yaw_rate_valid = yaw_rate_valid and 0 < self.yaw_rate_std < 10  # rad/s
-      yaw_rate_valid = yaw_rate_valid and abs(self.yaw_rate) < 1  # rad/s
+      self.observed_roll = np.clip(roll, self.observed_roll - ROLL_MAX_DELTA, self.observed_roll + ROLL_MAX_DELTA)
 
       if self.active:
         if msg.posenetOK:
-
-          if yaw_rate_valid:
-            self.kf.predict_and_observe(t,
-                                        ObservationKind.ROAD_FRAME_YAW_RATE,
-                                        np.array([[-self.yaw_rate]]),
-                                        np.array([np.atleast_2d(self.yaw_rate_std**2)]))
+          self.kf.predict_and_observe(t,
+                                      ObservationKind.ROAD_FRAME_YAW_RATE,
+                                      np.array([[-self.observed_yaw_rate]]),
+                                      np.array([np.atleast_2d(yaw_rate_std**2)]))
 
           self.kf.predict_and_observe(t,
                                       ObservationKind.ROAD_ROLL,
-                                      np.array([[self.roll]]),
+                                      np.array([[self.observed_roll]]),
                                       np.array([np.atleast_2d(roll_std**2)]))
         self.kf.predict_and_observe(t, ObservationKind.ANGLE_OFFSET_FAST, np.array([[0]]))
 
@@ -98,20 +116,79 @@ class ParamsLearner:
       self.calibrator.feed_live_calib(msg)
 
     elif which == 'carState':
-      self.steering_angle = msg.steeringAngleDeg
-      self.speed = msg.vEgo
+      steering_angle = msg.steeringAngleDeg
 
-      in_linear_region = abs(self.steering_angle) < 45
-      self.active = self.speed > MIN_ACTIVE_SPEED and in_linear_region
+      in_linear_region = abs(steering_angle) < 45
+      self.observed_speed = msg.vEgo
+      self.active = self.observed_speed > MIN_ACTIVE_SPEED and in_linear_region
 
       if self.active:
-        self.kf.predict_and_observe(t, ObservationKind.STEER_ANGLE, np.array([[math.radians(msg.steeringAngleDeg)]]))
-        self.kf.predict_and_observe(t, ObservationKind.ROAD_FRAME_X_SPEED, np.array([[self.speed]]))
+        self.kf.predict_and_observe(t, ObservationKind.STEER_ANGLE, np.array([[np.radians(steering_angle)]]))
+        self.kf.predict_and_observe(t, ObservationKind.ROAD_FRAME_X_SPEED, np.array([[self.observed_speed]]))
 
     if not self.active:
       # Reset time when stopped so uncertainty doesn't grow
-      self.kf.filter.set_filter_time(t)
-      self.kf.filter.reset_rewind()
+      self.kf.filter.set_filter_time(t)  # type: ignore
+      self.kf.filter.reset_rewind()      # type: ignore
+
+  def get_msg(self, valid: bool, debug: bool = False) -> capnp._DynamicStructBuilder:
+    x = self.kf.x
+    P = np.sqrt(self.kf.P.diagonal())
+    if not np.all(np.isfinite(x)):
+      cloudlog.error("NaN in liveParameters estimate. Resetting to default values")
+      self.reset(self.kf.t)
+      x = self.kf.x
+
+    self.avg_angle_offset = np.clip(np.degrees(x[States.ANGLE_OFFSET].item()),
+                                self.avg_angle_offset - MAX_ANGLE_OFFSET_DELTA, self.avg_angle_offset + MAX_ANGLE_OFFSET_DELTA)
+    self.angle_offset = np.clip(np.degrees(x[States.ANGLE_OFFSET].item() + x[States.ANGLE_OFFSET_FAST].item()),
+                        self.angle_offset - MAX_ANGLE_OFFSET_DELTA, self.angle_offset + MAX_ANGLE_OFFSET_DELTA)
+    self.roll = np.clip(float(x[States.ROAD_ROLL].item()), self.roll - ROLL_MAX_DELTA, self.roll + ROLL_MAX_DELTA)
+    roll_std = float(P[States.ROAD_ROLL].item())
+    if self.active and self.observed_speed > LOW_ACTIVE_SPEED:
+      # Account for the opposite signs of the yaw rates
+      # At low speeds, bumping into a curb can cause the yaw rate to be very high
+      sensors_valid = bool(abs(self.observed_speed * (x[States.YAW_RATE].item() + self.observed_yaw_rate)) < LATERAL_ACC_SENSOR_THRESHOLD)
+    else:
+      sensors_valid = True
+    self.avg_offset_valid = check_valid_with_hysteresis(self.avg_offset_valid, self.avg_angle_offset, OFFSET_MAX, OFFSET_LOWERED_MAX)
+    self.total_offset_valid = check_valid_with_hysteresis(self.total_offset_valid, self.angle_offset, OFFSET_MAX, OFFSET_LOWERED_MAX)
+    self.roll_valid = check_valid_with_hysteresis(self.roll_valid, self.roll, ROLL_MAX, ROLL_LOWERED_MAX)
+
+    msg = messaging.new_message('liveParameters')
+
+    msg.valid = valid
+
+    liveParameters = msg.liveParameters
+    liveParameters.posenetValid = True
+    liveParameters.sensorValid = sensors_valid
+    liveParameters.steerRatio = float(x[States.STEER_RATIO].item())
+    liveParameters.stiffnessFactor = float(x[States.STIFFNESS].item())
+    liveParameters.roll = float(self.roll)
+    liveParameters.angleOffsetAverageDeg = float(self.avg_angle_offset)
+    liveParameters.angleOffsetDeg = float(self.angle_offset)
+    liveParameters.steerRatioValid = self.min_sr <= liveParameters.steerRatio <= self.max_sr
+    liveParameters.stiffnessFactorValid = 0.2 <= liveParameters.stiffnessFactor <= 5.0
+    liveParameters.angleOffsetAverageValid = bool(self.avg_offset_valid)
+    liveParameters.angleOffsetValid = bool(self.total_offset_valid)
+    liveParameters.valid = all((
+      liveParameters.angleOffsetAverageValid,
+      liveParameters.angleOffsetValid ,
+      self.roll_valid,
+      roll_std < ROLL_STD_MAX,
+      liveParameters.stiffnessFactorValid,
+      liveParameters.steerRatioValid,
+    ))
+    liveParameters.steerRatioStd = float(P[States.STEER_RATIO].item())
+    liveParameters.stiffnessFactorStd = float(P[States.STIFFNESS].item())
+    liveParameters.angleOffsetAverageStd = float(P[States.ANGLE_OFFSET].item())
+    liveParameters.angleOffsetFastStd = float(P[States.ANGLE_OFFSET_FAST].item())
+    if debug:
+      liveParameters.debugFilterState = log.LiveParametersData.FilterState.new_message()
+      liveParameters.debugFilterState.value = x.tolist()
+      liveParameters.debugFilterState.std = P.tolist()
+
+    return msg
 
 
 def check_valid_with_hysteresis(current_valid: bool, val: float, threshold: float, lowered_threshold: float):
@@ -122,69 +199,83 @@ def check_valid_with_hysteresis(current_valid: bool, val: float, threshold: floa
   return current_valid
 
 
-def main():
-  config_realtime_process([0, 1, 2, 3], 5)
-
-  DEBUG = bool(int(os.getenv("DEBUG", "0")))
-  REPLAY = bool(int(os.getenv("REPLAY", "0")))
-
-  pm = messaging.PubMaster(['liveParameters'])
-  sm = messaging.SubMaster(['livePose', 'liveCalibration', 'carState'], poll='livePose')
+# TODO: Remove this function after few releases (added in 0.9.9)
+def migrate_cached_vehicle_params_if_needed(params: Params):
+  last_parameters_data_old = params.get("LiveParameters")
+  last_parameters_data = params.get("LiveParametersV2")
+  if last_parameters_data_old is None or last_parameters_data is not None:
+    return
 
-  params_reader = Params()
-  # wait for stats about the car to come in from controls
-  cloudlog.info("paramsd is waiting for CarParams")
-  CP = messaging.log_from_bytes(params_reader.get("CarParams", block=True), car.CarParams)
-  cloudlog.info("paramsd got CarParams")
+  try:
+    last_parameters_dict = json.loads(last_parameters_data_old)
+    last_parameters_msg = messaging.new_message('liveParameters')
+    last_parameters_msg.liveParameters.valid = True
+    last_parameters_msg.liveParameters.steerRatio = last_parameters_dict['steerRatio']
+    last_parameters_msg.liveParameters.stiffnessFactor = last_parameters_dict['stiffnessFactor']
+    last_parameters_msg.liveParameters.angleOffsetAverageDeg = last_parameters_dict['angleOffsetAverageDeg']
+    params.put("LiveParametersV2", last_parameters_msg.to_bytes())
+  except Exception as e:
+    cloudlog.error(f"Failed to perform parameter migration: {e}")
+    params.remove("LiveParameters")
 
-  min_sr, max_sr = 0.5 * CP.steerRatio, 2.0 * CP.steerRatio
 
-  params = params_reader.get("LiveParameters")
+def retrieve_initial_vehicle_params(params: Params, CP: car.CarParams, replay: bool, debug: bool):
+  last_parameters_data = params.get("LiveParametersV2")
+  last_carparams_data = params.get("CarParamsPrevRoute")
 
-  # Check if car model matches
-  if params is not None:
-    params = json.loads(params)
-    if params.get('carFingerprint', None) != CP.carFingerprint:
-      cloudlog.info("Parameter learner found parameters for wrong car.")
-      params = None
+  steer_ratio, stiffness_factor, angle_offset_deg, p_initial = CP.steerRatio, 1.0, 0.0, None
 
-  # Check if starting values are sane
-  if params is not None:
+  retrieve_success = False
+  if last_parameters_data is not None and last_carparams_data is not None:
     try:
-      steer_ratio_sane = min_sr <= params['steerRatio'] <= max_sr
-      if not steer_ratio_sane:
-        cloudlog.info(f"Invalid starting values found {params}")
-        params = None
+      with log.Event.from_bytes(last_parameters_data) as last_lp_msg, car.CarParams.from_bytes(last_carparams_data) as last_CP:
+        lp = last_lp_msg.liveParameters
+        # Check if car model matches
+        if last_CP.carFingerprint != CP.carFingerprint:
+          raise Exception("Car model mismatch")
+
+        # Check if starting values are sane
+        min_sr, max_sr = 0.5 * CP.steerRatio, 2.0 * CP.steerRatio
+        steer_ratio_sane = min_sr <= lp.steerRatio <= max_sr
+        if not steer_ratio_sane:
+          raise Exception(f"Invalid starting values found {lp}")
+
+        initial_filter_std = np.array(lp.debugFilterState.std)
+        if debug and len(initial_filter_std) != 0:
+          p_initial = np.diag(initial_filter_std)
+
+        steer_ratio, stiffness_factor, angle_offset_deg = lp.steerRatio, lp.stiffnessFactor, lp.angleOffsetAverageDeg
+        retrieve_success = True
     except Exception as e:
-      cloudlog.info(f"Error reading params {params}: {str(e)}")
-      params = None
-
-  # TODO: cache the params with the capnp struct
-  if params is None:
-    params = {
-      'carFingerprint': CP.carFingerprint,
-      'steerRatio': CP.steerRatio,
-      'stiffnessFactor': 1.0,
-      'angleOffsetAverageDeg': 0.0,
-    }
-    cloudlog.info("Parameter learner resetting to default values")
+      cloudlog.error(f"Failed to retrieve initial values: {e}")
 
-  if not REPLAY:
+  if not replay:
     # When driving in wet conditions the stiffness can go down, and then be too low on the next drive
     # Without a way to detect this we have to reset the stiffness every drive
-    params['stiffnessFactor'] = 1.0
+    stiffness_factor = 1.0
+
+  if not retrieve_success:
+    cloudlog.info("Parameter learner resetting to default values")
 
-  pInitial = None
-  if DEBUG:
-    pInitial = np.array(params['debugFilterState']['std']) if 'debugFilterState' in params else None
+  return steer_ratio, stiffness_factor, angle_offset_deg, p_initial
 
-  learner = ParamsLearner(CP, params['steerRatio'], params['stiffnessFactor'], math.radians(params['angleOffsetAverageDeg']), pInitial)
-  angle_offset_average = params['angleOffsetAverageDeg']
-  angle_offset = angle_offset_average
-  roll = 0.0
-  avg_offset_valid = True
-  total_offset_valid = True
-  roll_valid = True
+
+def main():
+  config_realtime_process([0, 1, 2, 3], 5)
+
+  DEBUG = bool(int(os.getenv("DEBUG", "0")))
+  REPLAY = bool(int(os.getenv("REPLAY", "0")))
+
+  pm = messaging.PubMaster(['liveParameters'])
+  sm = messaging.SubMaster(['livePose', 'liveCalibration', 'carState'], poll='livePose')
+
+  params = Params()
+  CP = messaging.log_from_bytes(params.get("CarParams", block=True), car.CarParams)
+
+  migrate_cached_vehicle_params_if_needed(params)
+
+  steer_ratio, stiffness_factor, angle_offset_deg, pInitial = retrieve_initial_vehicle_params(params, CP, REPLAY, DEBUG)
+  learner = VehicleParamsLearner(CP, steer_ratio, stiffness_factor, np.radians(angle_offset_deg), pInitial)
 
   while True:
     sm.update()
@@ -195,72 +286,13 @@ def main():
           learner.handle_log(t, which, sm[which])
 
     if sm.updated['livePose']:
-      x = learner.kf.x
-      P = np.sqrt(learner.kf.P.diagonal())
-      if not all(map(math.isfinite, x)):
-        cloudlog.error("NaN in liveParameters estimate. Resetting to default values")
-        learner = ParamsLearner(CP, CP.steerRatio, 1.0, 0.0)
-        x = learner.kf.x
-
-      angle_offset_average = np.clip(math.degrees(x[States.ANGLE_OFFSET].item()),
-                                  angle_offset_average - MAX_ANGLE_OFFSET_DELTA, angle_offset_average + MAX_ANGLE_OFFSET_DELTA)
-      angle_offset = np.clip(math.degrees(x[States.ANGLE_OFFSET].item() + x[States.ANGLE_OFFSET_FAST].item()),
-                          angle_offset - MAX_ANGLE_OFFSET_DELTA, angle_offset + MAX_ANGLE_OFFSET_DELTA)
-      roll = np.clip(float(x[States.ROAD_ROLL].item()), roll - ROLL_MAX_DELTA, roll + ROLL_MAX_DELTA)
-      roll_std = float(P[States.ROAD_ROLL].item())
-      if learner.active and learner.speed > LOW_ACTIVE_SPEED:
-        # Account for the opposite signs of the yaw rates
-        # At low speeds, bumping into a curb can cause the yaw rate to be very high
-        sensors_valid = bool(abs(learner.speed * (x[States.YAW_RATE].item() + learner.yaw_rate)) < LATERAL_ACC_SENSOR_THRESHOLD)
-      else:
-        sensors_valid = True
-      avg_offset_valid = check_valid_with_hysteresis(avg_offset_valid, angle_offset_average, OFFSET_MAX, OFFSET_LOWERED_MAX)
-      total_offset_valid = check_valid_with_hysteresis(total_offset_valid, angle_offset, OFFSET_MAX, OFFSET_LOWERED_MAX)
-      roll_valid = check_valid_with_hysteresis(roll_valid, roll, ROLL_MAX, ROLL_LOWERED_MAX)
-
-      msg = messaging.new_message('liveParameters')
-
-      liveParameters = msg.liveParameters
-      liveParameters.posenetValid = True
-      liveParameters.sensorValid = sensors_valid
-      liveParameters.steerRatio = float(x[States.STEER_RATIO].item())
-      liveParameters.steerRatioValid = min_sr <= liveParameters.steerRatio <= max_sr
-      liveParameters.stiffnessFactor = float(x[States.STIFFNESS].item())
-      liveParameters.stiffnessFactorValid = 0.2 <= liveParameters.stiffnessFactor <= 5.0
-      liveParameters.roll = float(roll)
-      liveParameters.angleOffsetAverageDeg = float(angle_offset_average)
-      liveParameters.angleOffsetAverageValid = bool(avg_offset_valid)
-      liveParameters.angleOffsetDeg = float(angle_offset)
-      liveParameters.angleOffsetValid = bool(total_offset_valid)
-      liveParameters.valid = all((
-        liveParameters.angleOffsetAverageValid,
-        liveParameters.angleOffsetValid ,
-        roll_valid,
-        roll_std < ROLL_STD_MAX,
-        liveParameters.stiffnessFactorValid,
-        liveParameters.steerRatioValid,
-      ))
-      liveParameters.steerRatioStd = float(P[States.STEER_RATIO].item())
-      liveParameters.stiffnessFactorStd = float(P[States.STIFFNESS].item())
-      liveParameters.angleOffsetAverageStd = float(P[States.ANGLE_OFFSET].item())
-      liveParameters.angleOffsetFastStd = float(P[States.ANGLE_OFFSET_FAST].item())
-      if DEBUG:
-        liveParameters.debugFilterState = log.LiveParametersData.FilterState.new_message()
-        liveParameters.debugFilterState.value = x.tolist()
-        liveParameters.debugFilterState.std = P.tolist()
-
-      msg.valid = sm.all_checks()
+      msg = learner.get_msg(sm.all_checks(), debug=DEBUG)
 
+      msg_dat = msg.to_bytes()
       if sm.frame % 1200 == 0:  # once a minute
-        params = {
-          'carFingerprint': CP.carFingerprint,
-          'steerRatio': liveParameters.steerRatio,
-          'stiffnessFactor': liveParameters.stiffnessFactor,
-          'angleOffsetAverageDeg': liveParameters.angleOffsetAverageDeg,
-        }
-        params_reader.put_nonblocking("LiveParameters", json.dumps(params))
-
-      pm.send('liveParameters', msg)
+        params.put_nonblocking("LiveParametersV2", msg_dat)
+
+      pm.send('liveParameters', msg_dat)
 
 
 if __name__ == "__main__":

selfdrive/locationd/test/test_lagd.py

@@ -0,0 +1,141 @@
+import random
+import numpy as np
+import time
+import pytest
+
+from cereal import messaging, log
+from openpilot.selfdrive.locationd.lagd import LateralLagEstimator, retrieve_initial_lag, masked_normalized_cross_correlation, \
+                                               BLOCK_NUM_NEEDED, BLOCK_SIZE, MIN_OKAY_WINDOW_SEC
+from openpilot.selfdrive.test.process_replay.migration import migrate, migrate_carParams
+from openpilot.selfdrive.locationd.test.test_locationd_scenarios import TEST_ROUTE
+from openpilot.common.params import Params
+from openpilot.tools.lib.logreader import LogReader
+from openpilot.system.hardware import PC
+
+MAX_ERR_FRAMES = 1
+DT = 0.05
+
+
+def process_messages(mocker, estimator, lag_frames, n_frames, vego=20.0, rejection_threshold=0.0):
+  class ZeroMock(mocker.Mock):
+    def __getattr__(self, *args):
+      return 0
+
+  for i in range(n_frames):
+    t = i * estimator.dt
+    desired_la = np.cos(t) * 0.1
+    actual_la = np.cos(t - lag_frames * estimator.dt) * 0.1
+
+    # if sample is masked out, set it to desired value (no lag)
+    rejected = random.uniform(0, 1) < rejection_threshold
+    if rejected:
+      actual_la = desired_la
+
+    desired_cuvature = desired_la / (vego ** 2)
+    actual_yr = actual_la / vego
+    msgs = [
+      (t, "carControl", mocker.Mock(latActive=not rejected)),
+      (t, "carState", mocker.Mock(vEgo=vego, steeringPressed=False)),
+      (t, "controlsState", mocker.Mock(desiredCurvature=desired_cuvature,
+                                        lateralControlState=mocker.Mock(which=mocker.Mock(return_value='debugControlState'), debugControlState=ZeroMock()))),
+      (t, "livePose", mocker.Mock(orientationNED=ZeroMock(),
+                                velocityDevice=ZeroMock(),
+                                accelerationDevice=ZeroMock(),
+                                angularVelocityDevice=ZeroMock(z=actual_yr, valid=True),
+                                posenetOK=True, inputsOK=True)),
+      (t, "liveCalibration", mocker.Mock(rpyCalib=[0, 0, 0], calStatus=log.LiveCalibrationData.Status.calibrated)),
+    ]
+    for t, w, m in msgs:
+      estimator.handle_log(t, w, m)
+    estimator.update_points()
+    estimator.update_estimate()
+
+
+class TestLagd:
+  def test_read_saved_params(self):
+    params = Params()
+
+    lr = migrate(LogReader(TEST_ROUTE), [migrate_carParams])
+    CP = next(m for m in lr if m.which() == "carParams").carParams
+
+    msg = messaging.new_message('liveDelay')
+    msg.liveDelay.lateralDelayEstimate = random.random()
+    msg.liveDelay.validBlocks = random.randint(1, 10)
+    params.put("LiveDelay", msg.to_bytes())
+    params.put("CarParamsPrevRoute", CP.as_builder().to_bytes())
+
+    saved_lag_params = retrieve_initial_lag(params, CP)
+    assert saved_lag_params is not None
+
+    lag, valid_blocks = saved_lag_params
+    assert lag == msg.liveDelay.lateralDelayEstimate
+    assert valid_blocks == msg.liveDelay.validBlocks
+
+  def test_ncc(self):
+    lag_frames = random.randint(1, 19)
+
+    desired_sig = np.sin(np.arange(0.0, 10.0, 0.1))
+    actual_sig = np.sin(np.arange(0.0, 10.0, 0.1) - lag_frames * 0.1)
+    mask = np.ones(len(desired_sig), dtype=bool)
+
+    corr = masked_normalized_cross_correlation(desired_sig, actual_sig, mask, 200)[len(desired_sig) - 1:len(desired_sig) + 20]
+    assert np.argmax(corr) == lag_frames
+
+    # add some noise
+    desired_sig += np.random.normal(0, 0.05, len(desired_sig))
+    actual_sig += np.random.normal(0, 0.05, len(actual_sig))
+    corr = masked_normalized_cross_correlation(desired_sig, actual_sig, mask, 200)[len(desired_sig) - 1:len(desired_sig) + 20]
+    assert np.argmax(corr)  in range(lag_frames - MAX_ERR_FRAMES, lag_frames + MAX_ERR_FRAMES + 1)
+
+    # mask out 40% of the values, and make them noise
+    mask = np.random.choice([True, False], size=len(desired_sig), p=[0.6, 0.4])
+    desired_sig[~mask] = np.random.normal(0, 1, size=np.sum(~mask))
+    actual_sig[~mask] = np.random.normal(0, 1, size=np.sum(~mask))
+    corr = masked_normalized_cross_correlation(desired_sig, actual_sig, mask, 200)[len(desired_sig) - 1:len(desired_sig) + 20]
+    assert np.argmax(corr) in range(lag_frames - MAX_ERR_FRAMES, lag_frames + MAX_ERR_FRAMES + 1)
+
+  def test_empty_estimator(self, mocker):
+    mocked_CP = mocker.Mock(steerActuatorDelay=0.8)
+    estimator = LateralLagEstimator(mocked_CP, DT)
+    msg = estimator.get_msg(True)
+    assert msg.liveDelay.status == 'unestimated'
+    assert np.allclose(msg.liveDelay.lateralDelay, estimator.initial_lag)
+    assert np.allclose(msg.liveDelay.lateralDelayEstimate, estimator.initial_lag)
+    assert msg.liveDelay.validBlocks == 0
+
+  def test_estimator_basics(self, mocker, subtests):
+    for lag_frames in range(5):
+      with subtests.test(msg=f"lag_frames={lag_frames}"):
+        mocked_CP = mocker.Mock(steerActuatorDelay=0.8)
+        estimator = LateralLagEstimator(mocked_CP, DT, min_recovery_buffer_sec=0.0, min_yr=0.0)
+        process_messages(mocker, estimator, lag_frames, int(MIN_OKAY_WINDOW_SEC / DT) + BLOCK_NUM_NEEDED * BLOCK_SIZE)
+        msg = estimator.get_msg(True)
+        assert msg.liveDelay.status == 'estimated'
+        assert np.allclose(msg.liveDelay.lateralDelay, lag_frames * DT, atol=0.01)
+        assert np.allclose(msg.liveDelay.lateralDelayEstimate, lag_frames * DT, atol=0.01)
+        assert np.allclose(msg.liveDelay.lateralDelayEstimateStd, 0.0, atol=0.01)
+        assert msg.liveDelay.validBlocks == BLOCK_NUM_NEEDED
+
+  def test_estimator_masking(self, mocker):
+    mocked_CP, lag_frames = mocker.Mock(steerActuatorDelay=0.8), random.randint(1, 19)
+    estimator = LateralLagEstimator(mocked_CP, DT, min_recovery_buffer_sec=0.0, min_yr=0.0, min_valid_block_count=1)
+    process_messages(mocker, estimator, lag_frames, (int(MIN_OKAY_WINDOW_SEC / DT) + BLOCK_SIZE) * 2, rejection_threshold=0.4)
+    msg = estimator.get_msg(True)
+    assert np.allclose(msg.liveDelay.lateralDelayEstimate, lag_frames * DT, atol=0.01)
+    assert np.allclose(msg.liveDelay.lateralDelayEstimateStd, 0.0, atol=0.01)
+
+  @pytest.mark.skipif(PC, reason="only on device")
+  @pytest.mark.timeout(60)
+  def test_estimator_performance(self, mocker):
+    mocked_CP = mocker.Mock(steerActuatorDelay=0.8)
+    estimator = LateralLagEstimator(mocked_CP, DT)
+
+    ds = []
+    for _ in range(1000):
+      st = time.perf_counter()
+      estimator.update_points()
+      estimator.update_estimate()
+      d = time.perf_counter() - st
+      ds.append(d)
+
+    assert np.mean(ds) < DT

selfdrive/locationd/test/test_paramsd.py

@@ -0,0 +1,68 @@
+import random
+import numpy as np
+import json
+
+from cereal import messaging
+from openpilot.selfdrive.locationd.paramsd import retrieve_initial_vehicle_params, migrate_cached_vehicle_params_if_needed
+from openpilot.selfdrive.locationd.models.car_kf import CarKalman
+from openpilot.selfdrive.locationd.test.test_locationd_scenarios import TEST_ROUTE
+from openpilot.selfdrive.test.process_replay.migration import migrate, migrate_carParams
+from openpilot.common.params import Params
+from openpilot.tools.lib.logreader import LogReader
+
+
+def get_random_live_parameters(CP):
+  msg = messaging.new_message("liveParameters")
+  msg.liveParameters.steerRatio = (random.random() + 0.5) * CP.steerRatio
+  msg.liveParameters.stiffnessFactor = random.random()
+  msg.liveParameters.angleOffsetAverageDeg = random.random()
+  msg.liveParameters.debugFilterState.std = [random.random() for _ in range(CarKalman.P_initial.shape[0])]
+  return msg
+
+
+class TestParamsd:
+  def test_read_saved_params(self):
+    params = Params()
+
+    lr = migrate(LogReader(TEST_ROUTE), [migrate_carParams])
+    CP = next(m for m in lr if m.which() == "carParams").carParams
+
+    msg = get_random_live_parameters(CP)
+    params.put("LiveParametersV2", msg.to_bytes())
+    params.put("CarParamsPrevRoute", CP.as_builder().to_bytes())
+
+    migrate_cached_vehicle_params_if_needed(params) # this is not tested here but should not mess anything up or throw an error
+    sr, sf, offset, p_init = retrieve_initial_vehicle_params(params, CP, replay=True, debug=True)
+    np.testing.assert_allclose(sr, msg.liveParameters.steerRatio)
+    np.testing.assert_allclose(sf, msg.liveParameters.stiffnessFactor)
+    np.testing.assert_allclose(offset, msg.liveParameters.angleOffsetAverageDeg)
+    np.testing.assert_equal(p_init.shape, CarKalman.P_initial.shape)
+    np.testing.assert_allclose(np.diagonal(p_init), msg.liveParameters.debugFilterState.std)
+
+  # TODO Remove this test after the support for old format is removed
+  def test_read_saved_params_old_format(self):
+    params = Params()
+
+    lr = migrate(LogReader(TEST_ROUTE), [migrate_carParams])
+    CP = next(m for m in lr if m.which() == "carParams").carParams
+
+    msg = get_random_live_parameters(CP)
+    params.put("LiveParameters", json.dumps(msg.liveParameters.to_dict()))
+    params.put("CarParamsPrevRoute", CP.as_builder().to_bytes())
+    params.remove("LiveParametersV2")
+
+    migrate_cached_vehicle_params_if_needed(params)
+    sr, sf, offset, _ = retrieve_initial_vehicle_params(params, CP, replay=True, debug=True)
+    np.testing.assert_allclose(sr, msg.liveParameters.steerRatio)
+    np.testing.assert_allclose(sf, msg.liveParameters.stiffnessFactor)
+    np.testing.assert_allclose(offset, msg.liveParameters.angleOffsetAverageDeg)
+    assert params.get("LiveParametersV2") is not None
+
+  def test_read_saved_params_corrupted_old_format(self):
+    params = Params()
+    params.put("LiveParameters", b'\x00\x00\x02\x00\x01\x00:F\xde\xed\xae;')
+    params.remove("LiveParametersV2")
+
+    migrate_cached_vehicle_params_if_needed(params)
+    assert params.get("LiveParameters") is None
+    assert params.get("LiveParametersV2") is None

selfdrive/locationd/torqued.py

@@ -32,7 +32,7 @@ MIN_BUCKET_POINTS = np.array([100, 300, 500, 500, 500, 500, 300, 100])
 MIN_ENGAGE_BUFFER = 2  # secs
 
 VERSION = 1  # bump this to invalidate old parameter caches
-ALLOWED_CARS = ['toyota', 'hyundai']
+ALLOWED_CARS = ['toyota', 'hyundai', 'rivian']
 
 
 def slope2rot(slope):

selfdrive/modeld/constants.py

@@ -14,8 +14,14 @@ class ModelConstants:
 
   # model inputs constants
   MODEL_FREQ = 20
+  HISTORY_FREQ = 5
+  HISTORY_LEN_SECONDS = 5
+  TEMPORAL_SKIP = MODEL_FREQ // HISTORY_FREQ
+  FULL_HISTORY_BUFFER_LEN = MODEL_FREQ * HISTORY_LEN_SECONDS
+  INPUT_HISTORY_BUFFER_LEN = HISTORY_FREQ * HISTORY_LEN_SECONDS
+
   FEATURE_LEN = 512
-  FULL_HISTORY_BUFFER_LEN = 100
+
   DESIRE_LEN = 8
   TRAFFIC_CONVENTION_LEN = 2
   LAT_PLANNER_STATE_LEN = 4

selfdrive/modeld/dmonitoringmodeld.py

@@ -134,7 +134,7 @@ def get_driverstate_packet(model_output: np.ndarray, frame_id: int, location_ts:
 
 def main():
   setproctitle(PROCESS_NAME)
-  config_realtime_process([0, 1, 2, 3], 5)
+  config_realtime_process(7, 5)
 
   sentry.set_tag("daemon", PROCESS_NAME)
   cloudlog.bind(daemon=PROCESS_NAME)
@@ -173,6 +173,9 @@ def main():
     model_output, gpu_execution_time = model.run(buf, calib, model_transform)
     t2 = time.perf_counter()
 
+    # run one more time, just for the load
+    model.run(buf, calib, model_transform)
+
     pm.send("driverStateV2", get_driverstate_packet(model_output, vipc_client.frame_id, vipc_client.timestamp_sof, t2 - t1, gpu_execution_time))
 
 

selfdrive/modeld/fill_model_msg.py

@@ -56,7 +56,7 @@ def fill_lane_line_meta(builder, lane_lines, lane_line_probs):
   builder.rightProb = lane_line_probs[2]
 
 def fill_model_msg(base_msg: capnp._DynamicStructBuilder, extended_msg: capnp._DynamicStructBuilder,
-                   net_output_data: dict[str, np.ndarray], v_ego: float, delay: float,
+                   net_output_data: dict[str, np.ndarray], action: log.ModelDataV2.Action,
                    publish_state: PublishState, vipc_frame_id: int, vipc_frame_id_extra: int,
                    frame_id: int, frame_drop: float, timestamp_eof: int, model_execution_time: float,
                    valid: bool) -> None:
@@ -71,7 +71,8 @@ def fill_model_msg(base_msg: capnp._DynamicStructBuilder, extended_msg: capnp._D
   driving_model_data.frameIdExtra = vipc_frame_id_extra
   driving_model_data.frameDropPerc = frame_drop_perc
   driving_model_data.modelExecutionTime = model_execution_time
-  driving_model_data.action.desiredCurvature = float(net_output_data['desired_curvature'][0,0])
+
+  driving_model_data.action = action
 
   modelV2 = extended_msg.modelV2
   modelV2.frameId = vipc_frame_id
@@ -89,42 +90,26 @@ def fill_model_msg(base_msg: capnp._DynamicStructBuilder, extended_msg: capnp._D
   fill_xyzt(modelV2.orientationRate, ModelConstants.T_IDXS, *net_output_data['plan'][0,:,Plan.ORIENTATION_RATE].T)
 
   # temporal pose
-  temporal_pose = modelV2.temporalPose
-  temporal_pose.trans = net_output_data['sim_pose'][0,:ModelConstants.POSE_WIDTH//2].tolist()
-  temporal_pose.transStd = net_output_data['sim_pose_stds'][0,:ModelConstants.POSE_WIDTH//2].tolist()
-  temporal_pose.rot = net_output_data['sim_pose'][0,ModelConstants.POSE_WIDTH//2:].tolist()
-  temporal_pose.rotStd = net_output_data['sim_pose_stds'][0,ModelConstants.POSE_WIDTH//2:].tolist()
+  #temporal_pose = modelV2.temporalPose
+  #temporal_pose.trans = net_output_data['sim_pose'][0,:ModelConstants.POSE_WIDTH//2].tolist()
+  #temporal_pose.transStd = net_output_data['sim_pose_stds'][0,:ModelConstants.POSE_WIDTH//2].tolist()
+  #temporal_pose.rot = net_output_data['sim_pose'][0,ModelConstants.POSE_WIDTH//2:].tolist()
+  #temporal_pose.rotStd = net_output_data['sim_pose_stds'][0,ModelConstants.POSE_WIDTH//2:].tolist()
 
   # poly path
   fill_xyz_poly(driving_model_data.path, ModelConstants.POLY_PATH_DEGREE, *net_output_data['plan'][0,:,Plan.POSITION].T)
 
-  # lateral planning
-  modelV2.action.desiredCurvature = float(net_output_data['desired_curvature'][0,0])
-
-  # times at X_IDXS according to model plan
-  PLAN_T_IDXS = [np.nan] * ModelConstants.IDX_N
-  PLAN_T_IDXS[0] = 0.0
-  plan_x = net_output_data['plan'][0,:,Plan.POSITION][:,0].tolist()
-  for xidx in range(1, ModelConstants.IDX_N):
-    tidx = 0
-    # increment tidx until we find an element that's further away than the current xidx
-    while tidx < ModelConstants.IDX_N - 1 and plan_x[tidx+1] < ModelConstants.X_IDXS[xidx]:
-      tidx += 1
-    if tidx == ModelConstants.IDX_N - 1:
-      # if the Plan doesn't extend far enough, set plan_t to the max value (10s), then break
-      PLAN_T_IDXS[xidx] = ModelConstants.T_IDXS[ModelConstants.IDX_N - 1]
-      break
-    # interpolate to find `t` for the current xidx
-    current_x_val = plan_x[tidx]
-    next_x_val = plan_x[tidx+1]
-    p = (ModelConstants.X_IDXS[xidx] - current_x_val) / (next_x_val - current_x_val) if abs(next_x_val - current_x_val) > 1e-9 else float('nan')
-    PLAN_T_IDXS[xidx] = p * ModelConstants.T_IDXS[tidx+1] + (1 - p) * ModelConstants.T_IDXS[tidx]
+  # action
+  modelV2.action = action
+
+  # times at X_IDXS of edges and lines aren't used
+  LINE_T_IDXS: list[float] = []
 
   # lane lines
   modelV2.init('laneLines', 4)
   for i in range(4):
     lane_line = modelV2.laneLines[i]
-    fill_xyzt(lane_line, PLAN_T_IDXS, np.array(ModelConstants.X_IDXS), net_output_data['lane_lines'][0,i,:,0], net_output_data['lane_lines'][0,i,:,1])
+    fill_xyzt(lane_line, LINE_T_IDXS, np.array(ModelConstants.X_IDXS), net_output_data['lane_lines'][0,i,:,0], net_output_data['lane_lines'][0,i,:,1])
   modelV2.laneLineStds = net_output_data['lane_lines_stds'][0,:,0,0].tolist()
   modelV2.laneLineProbs = net_output_data['lane_lines_prob'][0,1::2].tolist()
 
@@ -134,7 +119,7 @@ def fill_model_msg(base_msg: capnp._DynamicStructBuilder, extended_msg: capnp._D
   modelV2.init('roadEdges', 2)
   for i in range(2):
     road_edge = modelV2.roadEdges[i]
-    fill_xyzt(road_edge, PLAN_T_IDXS, np.array(ModelConstants.X_IDXS), net_output_data['road_edges'][0,i,:,0], net_output_data['road_edges'][0,i,:,1])
+    fill_xyzt(road_edge, LINE_T_IDXS, np.array(ModelConstants.X_IDXS), net_output_data['road_edges'][0,i,:,0], net_output_data['road_edges'][0,i,:,1])
   modelV2.roadEdgeStds = net_output_data['road_edges_stds'][0,:,0,0].tolist()
 
   # leads

selfdrive/modeld/modeld.py

@@ -21,14 +21,15 @@ from opendbc.car.car_helpers import get_demo_car_params
 from openpilot.common.swaglog import cloudlog
 from openpilot.common.params import Params
 from openpilot.common.filter_simple import FirstOrderFilter
-from openpilot.common.realtime import config_realtime_process
+from openpilot.common.realtime import config_realtime_process, DT_MDL
 from openpilot.common.transformations.camera import DEVICE_CAMERAS
 from openpilot.common.transformations.model import get_warp_matrix
 from openpilot.system import sentry
 from openpilot.selfdrive.controls.lib.desire_helper import DesireHelper
+from openpilot.selfdrive.controls.lib.drive_helpers import get_accel_from_plan, smooth_value
 from openpilot.selfdrive.modeld.parse_model_outputs import Parser
 from openpilot.selfdrive.modeld.fill_model_msg import fill_model_msg, fill_pose_msg, PublishState
-from openpilot.selfdrive.modeld.constants import ModelConstants
+from openpilot.selfdrive.modeld.constants import ModelConstants, Plan
 from openpilot.selfdrive.modeld.models.commonmodel_pyx import DrivingModelFrame, CLContext
 
 
@@ -40,6 +41,30 @@ POLICY_PKL_PATH = Path(__file__).parent / 'models/driving_policy_tinygrad.pkl'
 VISION_METADATA_PATH = Path(__file__).parent / 'models/driving_vision_metadata.pkl'
 POLICY_METADATA_PATH = Path(__file__).parent / 'models/driving_policy_metadata.pkl'
 
+LAT_SMOOTH_SECONDS = 0.3
+LONG_SMOOTH_SECONDS = 0.3
+MIN_LAT_CONTROL_SPEED = 0.3
+
+
+def get_action_from_model(model_output: dict[str, np.ndarray], prev_action: log.ModelDataV2.Action,
+                          lat_action_t: float, long_action_t: float, v_ego: float) -> log.ModelDataV2.Action:
+    plan = model_output['plan'][0]
+    desired_accel, should_stop = get_accel_from_plan(plan[:,Plan.VELOCITY][:,0],
+                                                     plan[:,Plan.ACCELERATION][:,0],
+                                                     ModelConstants.T_IDXS,
+                                                     action_t=long_action_t)
+    desired_accel = smooth_value(desired_accel, prev_action.desiredAcceleration, LONG_SMOOTH_SECONDS)
+
+    desired_curvature = model_output['desired_curvature'][0, 0]
+    if v_ego > MIN_LAT_CONTROL_SPEED:
+      desired_curvature = smooth_value(desired_curvature, prev_action.desiredCurvature, LAT_SMOOTH_SECONDS)
+    else:
+      desired_curvature = prev_action.desiredCurvature
+
+    return log.ModelDataV2.Action(desiredCurvature=float(desired_curvature),
+                                  desiredAcceleration=float(desired_accel),
+                                  shouldStop=bool(should_stop))
+
 class FrameMeta:
   frame_id: int = 0
   timestamp_sof: int = 0
@@ -56,16 +81,24 @@ class ModelState:
   prev_desire: np.ndarray  # for tracking the rising edge of the pulse
 
   def __init__(self, context: CLContext):
-    self.frames = {'input_imgs': DrivingModelFrame(context), 'big_input_imgs': DrivingModelFrame(context)}
+    self.frames = {
+      'input_imgs': DrivingModelFrame(context, ModelConstants.TEMPORAL_SKIP),
+      'big_input_imgs': DrivingModelFrame(context, ModelConstants.TEMPORAL_SKIP)
+    }
     self.prev_desire = np.zeros(ModelConstants.DESIRE_LEN, dtype=np.float32)
 
+    self.full_features_buffer = np.zeros((1, ModelConstants.FULL_HISTORY_BUFFER_LEN,  ModelConstants.FEATURE_LEN), dtype=np.float32)
+    self.full_desire = np.zeros((1, ModelConstants.FULL_HISTORY_BUFFER_LEN, ModelConstants.DESIRE_LEN), dtype=np.float32)
+    self.full_prev_desired_curv = np.zeros((1, ModelConstants.FULL_HISTORY_BUFFER_LEN, ModelConstants.PREV_DESIRED_CURV_LEN), dtype=np.float32)
+    self.temporal_idxs = slice(-1-(ModelConstants.TEMPORAL_SKIP*(ModelConstants.INPUT_HISTORY_BUFFER_LEN-1)), None, ModelConstants.TEMPORAL_SKIP)
+
     # policy inputs
     self.numpy_inputs = {
-      'desire': np.zeros((1, ModelConstants.FULL_HISTORY_BUFFER_LEN, ModelConstants.DESIRE_LEN), dtype=np.float32),
+      'desire': np.zeros((1, ModelConstants.INPUT_HISTORY_BUFFER_LEN, ModelConstants.DESIRE_LEN), dtype=np.float32),
       'traffic_convention': np.zeros((1, ModelConstants.TRAFFIC_CONVENTION_LEN), dtype=np.float32),
       'lateral_control_params': np.zeros((1, ModelConstants.LATERAL_CONTROL_PARAMS_LEN), dtype=np.float32),
-      'prev_desired_curv': np.zeros((1, ModelConstants.FULL_HISTORY_BUFFER_LEN, ModelConstants.PREV_DESIRED_CURV_LEN), dtype=np.float32),
-      'features_buffer': np.zeros((1, ModelConstants.FULL_HISTORY_BUFFER_LEN,  ModelConstants.FEATURE_LEN), dtype=np.float32),
+      'prev_desired_curv': np.zeros((1, ModelConstants.INPUT_HISTORY_BUFFER_LEN, ModelConstants.PREV_DESIRED_CURV_LEN), dtype=np.float32),
+      'features_buffer': np.zeros((1, ModelConstants.INPUT_HISTORY_BUFFER_LEN,  ModelConstants.FEATURE_LEN), dtype=np.float32),
     }
 
     with open(VISION_METADATA_PATH, 'rb') as f:
@@ -104,8 +137,9 @@ class ModelState:
     new_desire = np.where(inputs['desire'] - self.prev_desire > .99, inputs['desire'], 0)
     self.prev_desire[:] = inputs['desire']
 
-    self.numpy_inputs['desire'][0,:-1] = self.numpy_inputs['desire'][0,1:]
-    self.numpy_inputs['desire'][0,-1] = new_desire
+    self.full_desire[0,:-1] = self.full_desire[0,1:]
+    self.full_desire[0,-1] = new_desire
+    self.numpy_inputs['desire'][:] = self.full_desire.reshape((1,ModelConstants.INPUT_HISTORY_BUFFER_LEN,ModelConstants.TEMPORAL_SKIP,-1)).max(axis=2)
 
     self.numpy_inputs['traffic_convention'][:] = inputs['traffic_convention']
     self.numpy_inputs['lateral_control_params'][:] = inputs['lateral_control_params']
@@ -128,15 +162,17 @@ class ModelState:
     self.vision_output = self.vision_run(**self.vision_inputs).numpy().flatten()
     vision_outputs_dict = self.parser.parse_vision_outputs(self.slice_outputs(self.vision_output, self.vision_output_slices))
 
-    self.numpy_inputs['features_buffer'][0,:-1] = self.numpy_inputs['features_buffer'][0,1:]
-    self.numpy_inputs['features_buffer'][0,-1] = vision_outputs_dict['hidden_state'][0, :]
+    self.full_features_buffer[0,:-1] = self.full_features_buffer[0,1:]
+    self.full_features_buffer[0,-1] = vision_outputs_dict['hidden_state'][0, :]
+    self.numpy_inputs['features_buffer'][:] = self.full_features_buffer[0, self.temporal_idxs]
 
     self.policy_output = self.policy_run(**self.policy_inputs).numpy().flatten()
     policy_outputs_dict = self.parser.parse_policy_outputs(self.slice_outputs(self.policy_output, self.policy_output_slices))
 
     # TODO model only uses last value now
-    self.numpy_inputs['prev_desired_curv'][0,:-1] = self.numpy_inputs['prev_desired_curv'][0,1:]
-    self.numpy_inputs['prev_desired_curv'][0,-1,:] = policy_outputs_dict['desired_curvature'][0, :]
+    self.full_prev_desired_curv[0,:-1] = self.full_prev_desired_curv[0,1:]
+    self.full_prev_desired_curv[0,-1,:] = policy_outputs_dict['desired_curvature'][0, :]
+    self.numpy_inputs['prev_desired_curv'][:] = 0*self.full_prev_desired_curv[0, self.temporal_idxs]
 
     combined_outputs_dict = {**vision_outputs_dict, **policy_outputs_dict}
     if SEND_RAW_PRED:
@@ -210,7 +246,10 @@ def main(demo=False):
   cloudlog.info("modeld got CarParams: %s", CP.brand)
 
   # TODO this needs more thought, use .2s extra for now to estimate other delays
-  steer_delay = CP.steerActuatorDelay + .2
+  # TODO Move smooth seconds to action function
+  lat_delay = CP.steerActuatorDelay + .2 + LAT_SMOOTH_SECONDS
+  long_delay = CP.longitudinalActuatorDelay + LONG_SMOOTH_SECONDS
+  prev_action = log.ModelDataV2.Action()
 
   DH = DesireHelper()
 
@@ -252,7 +291,7 @@ def main(demo=False):
     is_rhd = sm["driverMonitoringState"].isRHD
     frame_id = sm["roadCameraState"].frameId
     v_ego = max(sm["carState"].vEgo, 0.)
-    lateral_control_params = np.array([v_ego, steer_delay], dtype=np.float32)
+    lateral_control_params = np.array([v_ego, lat_delay], dtype=np.float32)
     if sm.updated["liveCalibration"] and sm.seen['roadCameraState'] and sm.seen['deviceState']:
       device_from_calib_euler = np.array(sm["liveCalibration"].rpyCalib, dtype=np.float32)
       dc = DEVICE_CAMERAS[(str(sm['deviceState'].deviceType), str(sm['roadCameraState'].sensor))]
@@ -295,7 +334,10 @@ def main(demo=False):
       modelv2_send = messaging.new_message('modelV2')
       drivingdata_send = messaging.new_message('drivingModelData')
       posenet_send = messaging.new_message('cameraOdometry')
-      fill_model_msg(drivingdata_send, modelv2_send, model_output, v_ego, steer_delay,
+
+      action = get_action_from_model(model_output, prev_action, lat_delay + DT_MDL, long_delay + DT_MDL, v_ego)
+      prev_action = action
+      fill_model_msg(drivingdata_send, modelv2_send, model_output, action,
                      publish_state, meta_main.frame_id, meta_extra.frame_id, frame_id,
                      frame_drop_ratio, meta_main.timestamp_eof, model_execution_time, live_calib_seen)
 

selfdrive/modeld/models/commonmodel.cc

@@ -5,11 +5,12 @@
 
 #include "common/clutil.h"
 
-DrivingModelFrame::DrivingModelFrame(cl_device_id device_id, cl_context context) : ModelFrame(device_id, context) {
+DrivingModelFrame::DrivingModelFrame(cl_device_id device_id, cl_context context, int _temporal_skip) : ModelFrame(device_id, context) {
   input_frames = std::make_unique<uint8_t[]>(buf_size);
+  temporal_skip = _temporal_skip;
   input_frames_cl = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_WRITE, buf_size, NULL, &err));
-  img_buffer_20hz_cl = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_WRITE, 2*frame_size_bytes, NULL, &err));
-  region.origin = 1 * frame_size_bytes;
+  img_buffer_20hz_cl = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_WRITE, (temporal_skip+1)*frame_size_bytes, NULL, &err));
+  region.origin = temporal_skip * frame_size_bytes;
   region.size = frame_size_bytes;
   last_img_cl = CL_CHECK_ERR(clCreateSubBuffer(img_buffer_20hz_cl, CL_MEM_READ_WRITE, CL_BUFFER_CREATE_TYPE_REGION, &region, &err));
 
@@ -20,7 +21,7 @@ DrivingModelFrame::DrivingModelFrame(cl_device_id device_id, cl_context context)
 cl_mem* DrivingModelFrame::prepare(cl_mem yuv_cl, int frame_width, int frame_height, int frame_stride, int frame_uv_offset, const mat3& projection) {
   run_transform(yuv_cl, MODEL_WIDTH, MODEL_HEIGHT, frame_width, frame_height, frame_stride, frame_uv_offset, projection);
 
-  for (int i = 0; i < 1; i++) {
+  for (int i = 0; i < temporal_skip; i++) {
     CL_CHECK(clEnqueueCopyBuffer(q, img_buffer_20hz_cl, img_buffer_20hz_cl, (i+1)*frame_size_bytes, i*frame_size_bytes, frame_size_bytes, 0, nullptr, nullptr));
   }
   loadyuv_queue(&loadyuv, q, y_cl, u_cl, v_cl, last_img_cl);
@@ -36,6 +37,7 @@ cl_mem* DrivingModelFrame::prepare(cl_mem yuv_cl, int frame_width, int frame_hei
 DrivingModelFrame::~DrivingModelFrame() {
   deinit_transform();
   loadyuv_destroy(&loadyuv);
+  CL_CHECK(clReleaseMemObject(input_frames_cl));
   CL_CHECK(clReleaseMemObject(img_buffer_20hz_cl));
   CL_CHECK(clReleaseMemObject(last_img_cl));
   CL_CHECK(clReleaseCommandQueue(q));
@@ -57,5 +59,6 @@ cl_mem* MonitoringModelFrame::prepare(cl_mem yuv_cl, int frame_width, int frame_
 
 MonitoringModelFrame::~MonitoringModelFrame() {
   deinit_transform();
+  CL_CHECK(clReleaseMemObject(input_frame_cl));
   CL_CHECK(clReleaseCommandQueue(q));
 }

selfdrive/modeld/models/commonmodel.h

@@ -64,20 +64,21 @@ protected:
 
 class DrivingModelFrame : public ModelFrame {
 public:
-  DrivingModelFrame(cl_device_id device_id, cl_context context);
+  DrivingModelFrame(cl_device_id device_id, cl_context context, int _temporal_skip);
   ~DrivingModelFrame();
   cl_mem* prepare(cl_mem yuv_cl, int frame_width, int frame_height, int frame_stride, int frame_uv_offset, const mat3& projection);
 
   const int MODEL_WIDTH = 512;
   const int MODEL_HEIGHT = 256;
   const int MODEL_FRAME_SIZE = MODEL_WIDTH * MODEL_HEIGHT * 3 / 2;
-  const int buf_size = MODEL_FRAME_SIZE * 2;
+  const int buf_size = MODEL_FRAME_SIZE * 2; // 2 frames are temporal_skip frames apart
   const size_t frame_size_bytes = MODEL_FRAME_SIZE * sizeof(uint8_t);
 
 private:
   LoadYUVState loadyuv;
   cl_mem img_buffer_20hz_cl, last_img_cl, input_frames_cl;
   cl_buffer_region region;
+  int temporal_skip;
 };
 
 class MonitoringModelFrame : public ModelFrame {

selfdrive/modeld/models/commonmodel.pxd

@@ -20,7 +20,7 @@ cdef extern from "selfdrive/modeld/models/commonmodel.h":
 
   cppclass DrivingModelFrame:
     int buf_size
-    DrivingModelFrame(cl_device_id, cl_context)
+    DrivingModelFrame(cl_device_id, cl_context, int)
 
   cppclass MonitoringModelFrame:
     int buf_size

selfdrive/modeld/models/commonmodel_pyx.pyx

@@ -59,8 +59,8 @@ cdef class ModelFrame:
 cdef class DrivingModelFrame(ModelFrame):
   cdef cppDrivingModelFrame * _frame
 
-  def __cinit__(self, CLContext context):
-    self._frame = new cppDrivingModelFrame(context.device_id, context.context)
+  def __cinit__(self, CLContext context, int temporal_skip):
+    self._frame = new cppDrivingModelFrame(context.device_id, context.context, temporal_skip)
     self.frame = <cppModelFrame*>(self._frame)
     self.buf_size = self._frame.buf_size
 

selfdrive/modeld/models/driving_policy.onnx

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5cae3285c876804e649b14adadcfb8be79a9bd5a1b928113e37f1f08e25e9688
-size 16581121
+oid sha256:fe85c824c5c41580eb3818400433377b0bfc405927f8cb7d88af9a836bed693d
+size 15578328

selfdrive/modeld/models/driving_vision.onnx

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:29bbf79f9dfd7048c0013bb81e86d9b2979275b95ea1ed8a86d1a86a88695240
-size 34882971
+oid sha256:f222d2c528f1763828de01bb55e8979b1e4056e1dbb41350f521d2d2bb09d177
+size 46265585

selfdrive/modeld/parse_model_outputs.py

@@ -88,6 +88,12 @@ class Parser:
     self.parse_mdn('pose', outs, in_N=0, out_N=0, out_shape=(ModelConstants.POSE_WIDTH,))
     self.parse_mdn('wide_from_device_euler', outs, in_N=0, out_N=0, out_shape=(ModelConstants.WIDE_FROM_DEVICE_WIDTH,))
     self.parse_mdn('road_transform', outs, in_N=0, out_N=0, out_shape=(ModelConstants.POSE_WIDTH,))
+    self.parse_mdn('lane_lines', outs, in_N=0, out_N=0, out_shape=(ModelConstants.NUM_LANE_LINES,ModelConstants.IDX_N,ModelConstants.LANE_LINES_WIDTH))
+    self.parse_mdn('road_edges', outs, in_N=0, out_N=0, out_shape=(ModelConstants.NUM_ROAD_EDGES,ModelConstants.IDX_N,ModelConstants.LANE_LINES_WIDTH))
+    self.parse_mdn('lead', outs, in_N=ModelConstants.LEAD_MHP_N, out_N=ModelConstants.LEAD_MHP_SELECTION,
+                   out_shape=(ModelConstants.LEAD_TRAJ_LEN,ModelConstants.LEAD_WIDTH))
+    for k in ['lead_prob', 'lane_lines_prob']:
+      self.parse_binary_crossentropy(k, outs)
     self.parse_categorical_crossentropy('desire_pred', outs, out_shape=(ModelConstants.DESIRE_PRED_LEN,ModelConstants.DESIRE_PRED_WIDTH))
     self.parse_binary_crossentropy('meta', outs)
     return outs
@@ -95,17 +101,10 @@ class Parser:
   def parse_policy_outputs(self, outs: dict[str, np.ndarray]) -> dict[str, np.ndarray]:
     self.parse_mdn('plan', outs, in_N=ModelConstants.PLAN_MHP_N, out_N=ModelConstants.PLAN_MHP_SELECTION,
                    out_shape=(ModelConstants.IDX_N,ModelConstants.PLAN_WIDTH))
-    self.parse_mdn('lane_lines', outs, in_N=0, out_N=0, out_shape=(ModelConstants.NUM_LANE_LINES,ModelConstants.IDX_N,ModelConstants.LANE_LINES_WIDTH))
-    self.parse_mdn('road_edges', outs, in_N=0, out_N=0, out_shape=(ModelConstants.NUM_ROAD_EDGES,ModelConstants.IDX_N,ModelConstants.LANE_LINES_WIDTH))
-    self.parse_mdn('sim_pose', outs, in_N=0, out_N=0, out_shape=(ModelConstants.POSE_WIDTH,))
-    self.parse_mdn('lead', outs, in_N=ModelConstants.LEAD_MHP_N, out_N=ModelConstants.LEAD_MHP_SELECTION,
-                   out_shape=(ModelConstants.LEAD_TRAJ_LEN,ModelConstants.LEAD_WIDTH))
     if 'lat_planner_solution' in outs:
       self.parse_mdn('lat_planner_solution', outs, in_N=0, out_N=0, out_shape=(ModelConstants.IDX_N,ModelConstants.LAT_PLANNER_SOLUTION_WIDTH))
     if 'desired_curvature' in outs:
       self.parse_mdn('desired_curvature', outs, in_N=0, out_N=0, out_shape=(ModelConstants.DESIRED_CURV_WIDTH,))
-    for k in ['lead_prob', 'lane_lines_prob']:
-      self.parse_binary_crossentropy(k, outs)
     self.parse_categorical_crossentropy('desire_state', outs, out_shape=(ModelConstants.DESIRE_PRED_WIDTH,))
     return outs
 

selfdrive/pandad/panda.cc

@@ -66,6 +66,25 @@ void Panda::set_alternative_experience(uint16_t alternative_experience) {
   handle->control_write(0xdf, alternative_experience, 0);
 }
 
+std::string Panda::serial_read(int port_number) {
+  std::string ret;
+  char buffer[USBPACKET_MAX_SIZE] = {};
+
+  while (true) {
+    int bytes_read = handle->control_read(0xe0, port_number, 0, (unsigned char *)buffer, USBPACKET_MAX_SIZE);
+    if (bytes_read <= 0) {
+      break;
+    }
+    ret.append(buffer, bytes_read);
+  }
+
+  return ret;
+}
+
+void Panda::set_uart_baud(int uart, int rate) {
+  handle->control_write(0xe4, uart, int(rate / 300));
+}
+
 cereal::PandaState::PandaType Panda::get_hw_type() {
   unsigned char hw_query[1] = {0};
 

selfdrive/pandad/panda.h

@@ -64,6 +64,8 @@ public:
   cereal::PandaState::PandaType get_hw_type();
   void set_safety_model(cereal::CarParams::SafetyModel safety_model, uint16_t safety_param=0U);
   void set_alternative_experience(uint16_t alternative_experience);
+  std::string serial_read(int port_number = 0);
+  void set_uart_baud(int uart, int rate);
   void set_fan_speed(uint16_t fan_speed);
   uint16_t get_fan_speed();
   void set_ir_pwr(uint16_t ir_pwr);

selfdrive/pandad/pandad.cc

@@ -452,6 +452,14 @@ void pandad_run(std::vector<Panda *> &pandas) {
       send_peripheral_state(peripheral_panda, &pm);
     }
 
+    // Forward logs from pandas to cloudlog if available
+    for (auto *panda : pandas) {
+      std::string log = panda->serial_read();
+      if (!log.empty()) {
+        LOGD("%s", log.c_str());
+      }
+    }
+
     rk.keepTime();
   }
 

selfdrive/pandad/pandad_api_impl.pyx

@@ -17,14 +17,17 @@ cdef extern from "opendbc/can/common.h":
     vector[CanFrame] frames
 
 cdef extern from "can_list_to_can_capnp.cc":
-  void can_list_to_can_capnp_cpp(const vector[CanFrame] &can_list, string &out, bool sendcan, bool valid)
+  void can_list_to_can_capnp_cpp(const vector[CanFrame] &can_list, string &out, bool sendcan, bool valid) nogil
   void can_capnp_to_can_list_cpp(const vector[string] &strings, vector[CanData] &can_data, bool sendcan)
 
 def can_list_to_can_capnp(can_msgs, msgtype='can', valid=True):
   cdef CanFrame *f
   cdef vector[CanFrame] can_list
+  cdef uint32_t cpp_can_msgs_len = len(can_msgs)
+
+  with nogil:
+    can_list.reserve(cpp_can_msgs_len)
 
-  can_list.reserve(len(can_msgs))
   for can_msg in can_msgs:
     f = &(can_list.emplace_back())
     f.address = can_msg[0]
@@ -32,7 +35,10 @@ def can_list_to_can_capnp(can_msgs, msgtype='can', valid=True):
     f.src = can_msg[2]
 
   cdef string out
-  can_list_to_can_capnp_cpp(can_list, out, msgtype == 'sendcan', valid)
+  cdef bool is_sendcan = (msgtype == 'sendcan')
+  cdef bool is_valid = valid
+  with nogil:
+    can_list_to_can_capnp_cpp(can_list, out, is_sendcan, is_valid)
   return out
 
 def can_capnp_to_list(strings, msgtype='can'):

selfdrive/selfdrived/events.py

@@ -832,6 +832,11 @@ EVENTS: dict[int, dict[str, Alert | AlertCallbackType]] = {
     ET.NO_ENTRY: NoEntryAlert("Radar Error: Restart the Car"),
   },
 
+  EventName.radarTempUnavailable: {
+    ET.SOFT_DISABLE: soft_disable_alert("Radar Temporarily Unavailable"),
+    ET.NO_ENTRY: NoEntryAlert("Radar Temporarily Unavailable"),
+  },
+
   # Every frame from the camera should be processed by the model. If modeld
   # is not processing frames fast enough they have to be dropped. This alert is
   # thrown when over 20% of frames are dropped.

selfdrive/selfdrived/selfdrived.py

@@ -19,14 +19,13 @@ from openpilot.selfdrive.car.car_specific import CarSpecificEvents
 from openpilot.selfdrive.selfdrived.events import Events, ET
 from openpilot.selfdrive.selfdrived.state import StateMachine
 from openpilot.selfdrive.selfdrived.alertmanager import AlertManager, set_offroad_alert
-from openpilot.selfdrive.controls.lib.latcontrol import MIN_LATERAL_CONTROL_SPEED
 
+from openpilot.system.hardware import HARDWARE
 from openpilot.system.version import get_build_metadata
 
 REPLAY = "REPLAY" in os.environ
 SIMULATION = "SIMULATION" in os.environ
 TESTING_CLOSET = "TESTING_CLOSET" in os.environ
-IGNORE_PROCESSES = {"loggerd", "encoderd", "statsd"}
 LONGITUDINAL_PERSONALITY_MAP = {v: k for k, v in log.LongitudinalPersonality.schema.enumerants.items()}
 
 ThermalStatus = log.DeviceState.ThermalStatus
@@ -76,11 +75,11 @@ class SelfdriveD:
       # no vipc in replay will make them ignored anyways
       ignore += ['roadCameraState', 'wideRoadCameraState']
     self.sm = messaging.SubMaster(['deviceState', 'pandaStates', 'peripheralState', 'modelV2', 'liveCalibration',
-                                   'carOutput', 'driverMonitoringState', 'longitudinalPlan', 'livePose',
+                                   'carOutput', 'driverMonitoringState', 'longitudinalPlan', 'livePose', 'liveDelay',
                                    'managerState', 'liveParameters', 'radarState', 'liveTorqueParameters',
                                    'controlsState', 'carControl', 'driverAssistance', 'alertDebug'] + \
                                    self.camera_packets + self.sensor_packets + self.gps_packets,
-                                  ignore_alive=ignore, ignore_avg_freq=ignore+['radarState',],
+                                  ignore_alive=ignore, ignore_avg_freq=ignore,
                                   ignore_valid=ignore, frequency=int(1/DT_CTRL))
 
     # read params
@@ -90,8 +89,8 @@ class SelfdriveD:
     car_recognized = self.CP.brand != 'mock'
 
     # cleanup old params
-    if not self.CP.experimentalLongitudinalAvailable:
-      self.params.remove("ExperimentalLongitudinalEnabled")
+    if not self.CP.alphaLongitudinalAvailable:
+      self.params.remove("AlphaLongitudinalEnabled")
     if not self.CP.openpilotLongitudinalControl:
       self.params.remove("ExperimentalMode")
 
@@ -116,6 +115,12 @@ class SelfdriveD:
     self.state_machine = StateMachine()
     self.rk = Ratekeeper(100, print_delay_threshold=None)
 
+    # some comma three with NVMe experience NVMe dropouts mid-drive that
+    # cause loggerd to crash on write, so ignore it only on that platform
+    self.ignored_processes = set()
+    if HARDWARE.get_device_type() == 'tici' and os.path.exists('/dev/nvme0'):
+      self.ignored_processes = {'loggerd', }
+
     # Determine startup event
     self.startup_event = EventName.startup if build_metadata.openpilot.comma_remote and build_metadata.tested_channel else EventName.startupMaster
     if not car_recognized:
@@ -259,7 +264,7 @@ class SelfdriveD:
       if not_running != self.not_running_prev:
         cloudlog.event("process_not_running", not_running=not_running, error=True)
       self.not_running_prev = not_running
-    if self.sm.recv_frame['managerState'] and (not_running - IGNORE_PROCESSES):
+    if self.sm.recv_frame['managerState'] and (not_running - self.ignored_processes):
       self.events.add(EventName.processNotRunning)
     else:
       if not SIMULATION and not self.rk.lagging:
@@ -269,8 +274,13 @@ class SelfdriveD:
           self.events.add(EventName.cameraFrameRate)
     if not REPLAY and self.rk.lagging:
       self.events.add(EventName.selfdrivedLagging)
-    if len(self.sm['radarState'].radarErrors) or ((not self.rk.lagging or REPLAY) and not self.sm.all_checks(['radarState'])):
-      self.events.add(EventName.radarFault)
+    if not self.sm.valid['radarState']:
+      if self.sm['radarState'].radarErrors.canError:
+        self.events.add(EventName.canError)
+      elif self.sm['radarState'].radarErrors.radarUnavailableTemporary:
+        self.events.add(EventName.radarTempUnavailable)
+      else:
+        self.events.add(EventName.radarFault)
     if not self.sm.valid['pandaStates']:
       self.events.add(EventName.usbError)
     if CS.canTimeout:
@@ -305,7 +315,7 @@ class SelfdriveD:
         self.events.add(EventName.posenetInvalid)
       if not self.sm['livePose'].inputsOK:
         self.events.add(EventName.locationdTemporaryError)
-      if not self.sm['liveParameters'].valid and not TESTING_CLOSET and (not SIMULATION or REPLAY):
+      if not self.sm['liveParameters'].valid and cal_status == log.LiveCalibrationData.Status.calibrated and not TESTING_CLOSET and (not SIMULATION or REPLAY):
         self.events.add(EventName.paramsdTemporaryError)
 
     # conservative HW alert. if the data or frequency are off, locationd will throw an error
@@ -326,7 +336,7 @@ class SelfdriveD:
     controlstate = self.sm['controlsState']
     lac = getattr(controlstate.lateralControlState, controlstate.lateralControlState.which())
     if lac.active and not recent_steer_pressed and not self.CP.notCar:
-      clipped_speed = max(CS.vEgo, MIN_LATERAL_CONTROL_SPEED)
+      clipped_speed = max(CS.vEgo, 0.3)
       actual_lateral_accel = controlstate.curvature * (clipped_speed**2)
       desired_lateral_accel = self.sm['modelV2'].action.desiredCurvature * (clipped_speed**2)
       undershooting = abs(desired_lateral_accel) / abs(1e-3 + actual_lateral_accel) > 1.2

selfdrive/test/longitudinal_maneuvers/plant.py

@@ -107,6 +107,7 @@ class Plant:
     position = log.XYZTData.new_message()
     position.x = [float(x) for x in (self.speed + 0.5) * np.array(ModelConstants.T_IDXS)]
     model.modelV2.position = position
+    model.modelV2.action.desiredAcceleration = float(self.acceleration + 0.1)
     velocity = log.XYZTData.new_message()
     velocity.x = [float(x) for x in (self.speed + 0.5) * np.ones_like(ModelConstants.T_IDXS)]
     velocity.x[0] = float(self.speed) # always start at current speed

selfdrive/test/process_replay/migration.py

@@ -9,10 +9,11 @@ from opendbc.car.fingerprints import MIGRATION
 from opendbc.car.toyota.values import EPS_SCALE, ToyotaSafetyFlags
 from opendbc.car.ford.values import CAR as FORD, FordFlags, FordSafetyFlags
 from opendbc.car.hyundai.values import HyundaiSafetyFlags
+from opendbc.car.gm.values import GMSafetyFlags
 from openpilot.selfdrive.modeld.constants import ModelConstants
 from openpilot.selfdrive.modeld.fill_model_msg import fill_xyz_poly, fill_lane_line_meta
 from openpilot.selfdrive.test.process_replay.vision_meta import meta_from_encode_index
-from openpilot.selfdrive.controls.lib.longitudinal_planner import get_accel_from_plan
+from openpilot.selfdrive.controls.lib.longitudinal_planner import get_accel_from_plan, CONTROL_N_T_IDX
 from openpilot.system.manager.process_config import managed_processes
 from openpilot.tools.lib.logreader import LogIterable
 
@@ -108,7 +109,7 @@ def migrate_longitudinalPlan(msgs):
     if msg.which() != 'longitudinalPlan':
       continue
     new_msg = msg.as_builder()
-    a_target, should_stop = get_accel_from_plan(msg.longitudinalPlan.speeds, msg.longitudinalPlan.accels)
+    a_target, should_stop = get_accel_from_plan(msg.longitudinalPlan.speeds, msg.longitudinalPlan.accels, CONTROL_N_T_IDX)
     new_msg.longitudinalPlan.aTarget, new_msg.longitudinalPlan.shouldStop = float(a_target), bool(should_stop)
     ops.append((index, new_msg.as_reader()))
   return ops, [], []
@@ -241,14 +242,16 @@ def migrate_gpsLocation(msgs):
 
 @migration(inputs=["deviceState", "initData"])
 def migrate_deviceState(msgs):
+  init_data = next((m.initData for _, m in msgs if m.which() == 'initData'), None)
+  device_state = next((m.deviceState for _, m in msgs if m.which() == 'deviceState'), None)
+  if init_data is None or device_state is None:
+    return [], [], []
+
   ops = []
-  dt = None
   for i, msg in msgs:
-    if msg.which() == 'initData':
-      dt = msg.initData.deviceType
     if msg.which() == 'deviceState':
       n = msg.as_builder()
-      n.deviceState.deviceType = dt
+      n.deviceState.deviceType = init_data.deviceType
       ops.append((i, n.as_reader()))
   return ops, [], []
 
@@ -272,9 +275,11 @@ def migrate_pandaStates(msgs):
     "TOYOTA_PRIUS": EPS_SCALE["TOYOTA_PRIUS"] | ToyotaSafetyFlags.STOCK_LONGITUDINAL,
     "TOYOTA_RAV4": EPS_SCALE["TOYOTA_RAV4"] | ToyotaSafetyFlags.ALT_BRAKE,
     "KIA_EV6": HyundaiSafetyFlags.EV_GAS | HyundaiSafetyFlags.CANFD_LKA_STEERING,
+    "CHEVROLET_VOLT": GMSafetyFlags.EV,
+    "CHEVROLET_BOLT_EUV": GMSafetyFlags.EV | GMSafetyFlags.HW_CAM,
   }
   # TODO: get new Ford route
-  safety_param_migration |= {car: FordSafetyFlags.LONG_CONTROL for car in (set(FORD) - FORD.with_flags(FordFlags.CANFD))}
+  safety_param_migration |= dict.fromkeys((set(FORD) - FORD.with_flags(FordFlags.CANFD)), FordSafetyFlags.LONG_CONTROL)
 
   # Migrate safety param base on carParams
   CP = next((m.carParams for _, m in msgs if m.which() == 'carParams'), None)
@@ -358,6 +363,7 @@ def migrate_cameraStates(msgs):
 
     new_msg = messaging.new_message(msg.which())
     new_camera_state = getattr(new_msg, new_msg.which())
+    new_camera_state.sensor = camera_state.sensor
     new_camera_state.frameId = encode_id
     new_camera_state.encodeId = encode_id
     # timestampSof was added later so it might be missing on some old segments

selfdrive/test/process_replay/model_replay.py

@@ -19,8 +19,8 @@ from openpilot.tools.lib.framereader import FrameReader, NumpyFrameReader
 from openpilot.tools.lib.logreader import LogReader, save_log
 from openpilot.tools.lib.github_utils import GithubUtils
 
-TEST_ROUTE = "2f4452b03ccb98f0|2022-12-03--13-45-30"
-SEGMENT = 6
+TEST_ROUTE = "8494c69d3c710e81|000001d4--2648a9a404"
+SEGMENT = 4
 MAX_FRAMES = 100 if PC else 400
 
 NO_MODEL = "NO_MODEL" in os.environ
@@ -64,8 +64,11 @@ def generate_report(proposed, master, tmp, commit):
   ModelV2_Plots = zl([
                      (lambda x: get_idx_if_non_empty(x.velocity.x, 0), "velocity.x"),
                      (lambda x: get_idx_if_non_empty(x.action.desiredCurvature), "desiredCurvature"),
+                     (lambda x: get_idx_if_non_empty(x.action.desiredAcceleration), "desiredAcceleration"),
                      (lambda x: get_idx_if_non_empty(x.leadsV3[0].x, 0), "leadsV3.x"),
                      (lambda x: get_idx_if_non_empty(x.laneLines[1].y, 0), "laneLines.y"),
+                     (lambda x: get_idx_if_non_empty(x.meta.desireState, 3), "desireState.laneChangeLeft"),
+                     (lambda x: get_idx_if_non_empty(x.meta.desireState, 4), "desireState.laneChangeRight"),
                      (lambda x: get_idx_if_non_empty(x.meta.disengagePredictions.gasPressProbs, 1), "gasPressProbs")
                     ], "modelV2")
   DriverStateV2_Plots = zl([
@@ -143,7 +146,8 @@ def trim_logs_to_max_frames(logs, max_frames, frs_types, include_all_types):
 
 def model_replay(lr, frs):
   # modeld is using frame pairs
-  modeld_logs = trim_logs_to_max_frames(lr, MAX_FRAMES, {"roadCameraState", "wideRoadCameraState"}, {"roadEncodeIdx", "wideRoadEncodeIdx", "carParams"})
+  modeld_logs = trim_logs_to_max_frames(lr, MAX_FRAMES, {"roadCameraState", "wideRoadCameraState"},
+                                                                         {"roadEncodeIdx", "wideRoadEncodeIdx", "carParams", "carState", "carControl"})
   dmodeld_logs = trim_logs_to_max_frames(lr, MAX_FRAMES, {"driverCameraState"}, {"driverEncodeIdx", "carParams"})
 
   if not SEND_EXTRA_INPUTS:

selfdrive/test/process_replay/process_replay.py

@@ -2,7 +2,6 @@
 import os
 import time
 import copy
-import json
 import heapq
 import signal
 from collections import Counter, OrderedDict
@@ -342,7 +341,7 @@ def card_fingerprint_callback(rc, pm, msgs, fingerprint):
 def get_car_params_callback(rc, pm, msgs, fingerprint):
   params = Params()
   if fingerprint:
-    CarInterface, _, _, _ = interfaces[fingerprint]
+    CarInterface = interfaces[fingerprint]
     CP = CarInterface.get_non_essential_params(fingerprint)
   else:
     can = DummySocket()
@@ -364,7 +363,7 @@ def get_car_params_callback(rc, pm, msgs, fingerprint):
       with car.CarParams.from_bytes(cached_params_raw) as _cached_params:
         cached_params = _cached_params
 
-    CP = get_car(*can_callbacks, lambda obd: None, Params().get_bool("ExperimentalLongitudinalEnabled"), cached_params=cached_params).CP
+    CP = get_car(*can_callbacks, lambda obd: None, Params().get_bool("AlphaLongitudinalEnabled"), cached_params=cached_params).CP
 
     if not params.get_bool("DisengageOnAccelerator"):
       CP.alternativeExperience |= ALTERNATIVE_EXPERIENCE.DISABLE_DISENGAGE_ON_GAS
@@ -463,7 +462,7 @@ CONFIGS = [
     proc_name="selfdrived",
     pubs=[
       "carState", "deviceState", "pandaStates", "peripheralState", "liveCalibration", "driverMonitoringState",
-      "longitudinalPlan", "livePose", "liveParameters", "radarState",
+      "longitudinalPlan", "livePose", "liveDelay", "liveParameters", "radarState",
       "modelV2", "driverCameraState", "roadCameraState", "wideRoadCameraState", "managerState",
       "liveTorqueParameters", "accelerometer", "gyroscope", "carOutput",
       "gpsLocationExternal", "gpsLocation", "controlsState", "carControl", "driverAssistance", "alertDebug",
@@ -517,9 +516,10 @@ CONFIGS = [
   ),
   ProcessConfig(
     proc_name="calibrationd",
-    pubs=["carState", "cameraOdometry", "carParams"],
+    pubs=["carState", "cameraOdometry"],
     subs=["liveCalibration"],
     ignore=["logMonoTime"],
+    init_callback=get_car_params_callback,
     should_recv_callback=calibration_rcv_callback,
   ),
   ProcessConfig(
@@ -551,6 +551,15 @@ CONFIGS = [
     tolerance=NUMPY_TOLERANCE,
     processing_time=0.004,
   ),
+  ProcessConfig(
+    proc_name="lagd",
+    pubs=["livePose", "liveCalibration", "carState", "carControl", "controlsState"],
+    subs=["liveDelay"],
+    ignore=["logMonoTime"],
+    init_callback=get_car_params_callback,
+    should_recv_callback=MessageBasedRcvCallback("livePose"),
+    tolerance=NUMPY_TOLERANCE,
+  ),
   ProcessConfig(
     proc_name="ubloxd",
     pubs=["ubloxRaw"],
@@ -568,7 +577,7 @@ CONFIGS = [
   ),
   ProcessConfig(
     proc_name="modeld",
-    pubs=["deviceState", "roadCameraState", "wideRoadCameraState", "liveCalibration", "driverMonitoringState", "carState"],
+    pubs=["deviceState", "roadCameraState", "wideRoadCameraState", "liveCalibration", "driverMonitoringState", "carState", "carControl"],
     subs=["modelV2", "drivingModelData", "cameraOdometry"],
     ignore=["logMonoTime", "modelV2.frameDropPerc", "modelV2.modelExecutionTime", "drivingModelData.frameDropPerc", "drivingModelData.modelExecutionTime"],
     should_recv_callback=ModeldCameraSyncRcvCallback(),
@@ -628,9 +637,7 @@ def get_custom_params_from_lr(lr: LogIterable, initial_state: str = "first") ->
   if len(live_calibration) > 0:
     custom_params["CalibrationParams"] = live_calibration[msg_index].as_builder().to_bytes()
   if len(live_parameters) > 0:
-    lp_dict = live_parameters[msg_index].to_dict()
-    lp_dict["carFingerprint"] = CP.carFingerprint
-    custom_params["LiveParameters"] = json.dumps(lp_dict)
+    custom_params["LiveParameters"] = live_parameters[msg_index].as_builder().to_bytes()
   if len(live_torque_parameters) > 0:
     custom_params["LiveTorqueParameters"] = live_torque_parameters[msg_index].as_builder().to_bytes()
 
@@ -770,7 +777,7 @@ def generate_params_config(lr=None, CP=None, fingerprint=None, custom_params=Non
         params_dict["CarParamsCache"] = CP.as_builder().to_bytes()
 
     if CP.openpilotLongitudinalControl:
-      params_dict["ExperimentalLongitudinalEnabled"] = True
+      params_dict["AlphaLongitudinalEnabled"] = True
 
     if CP.notCar:
       params_dict["JoystickDebugMode"] = True

selfdrive/test/process_replay/ref_commit

@@ -1 +1 @@
-a9487c6a5c2f0bb83c9d629ff64c8f64a4e4ca13
+fcc771b9ceb487a61035885acbd84e592fb316bf

selfdrive/test/process_replay/test_processes.py

@@ -22,16 +22,16 @@ source_segments = [
   ("HYUNDAI2", "d545129f3ca90f28|2022-11-07--20-43-08--3"),    # HYUNDAI.HYUNDAI_KIA_EV6 (+ QCOM GPS)
   ("TOYOTA", "0982d79ebb0de295|2021-01-04--17-13-21--13"),     # TOYOTA.TOYOTA_PRIUS
   ("TOYOTA2", "0982d79ebb0de295|2021-01-03--20-03-36--6"),     # TOYOTA.TOYOTA_RAV4
-  ("TOYOTA3", "f7d7e3538cda1a2a|2021-08-16--08-55-34--6"),     # TOYOTA.TOYOTA_COROLLA_TSS2
+  ("TOYOTA3", "8011d605be1cbb77|000000cc--8e8d8ec716--6"),     # TOYOTA.TOYOTA_COROLLA_TSS2
   ("HONDA", "eb140f119469d9ab|2021-06-12--10-46-24--27"),      # HONDA.HONDA_CIVIC (NIDEC)
   ("HONDA2", "7d2244f34d1bbcda|2021-06-25--12-25-37--26"),     # HONDA.HONDA_ACCORD (BOSCH)
   ("CHRYSLER", "4deb27de11bee626|2021-02-20--11-28-55--8"),    # CHRYSLER.CHRYSLER_PACIFICA_2018_HYBRID
   ("RAM", "17fc16d840fe9d21|2023-04-26--13-28-44--5"),         # CHRYSLER.RAM_1500_5TH_GEN
   ("SUBARU", "341dccd5359e3c97|2022-09-12--10-35-33--3"),      # SUBARU.SUBARU_OUTBACK
-  ("GM", "0c58b6a25109da2b|2021-02-23--16-35-50--11"),         # GM.CHEVROLET_VOLT
-  ("GM2", "376bf99325883932|2022-10-27--13-41-22--1"),         # GM.CHEVROLET_BOLT_EUV
+  ("GM", "376bf99325883932|2022-10-27--13-41-22--1"),         # GM.CHEVROLET_BOLT_EUV
   ("NISSAN", "35336926920f3571|2021-02-12--18-38-48--46"),     # NISSAN.NISSAN_XTRAIL
   ("VOLKSWAGEN", "de9592456ad7d144|2021-06-29--11-00-15--6"),  # VOLKSWAGEN.VOLKSWAGEN_GOLF
+  # FIXME the sensor timings are bad in mazda segment, we're not fully testing it, but it should be replaced
   ("MAZDA", "bd6a637565e91581|2021-10-30--15-14-53--4"),       # MAZDA.MAZDA_CX9_2021
   ("FORD", "54827bf84c38b14f|2023-01-26--21-59-07--4"),        # FORD.FORD_BRONCO_SPORT_MK1
   ("RIVIAN", "bc095dc92e101734|000000db--ee9fe46e57--1"),      # RIVIAN.RIVIAN_R1_GEN1
@@ -41,28 +41,27 @@ source_segments = [
 ]
 
 segments = [
-  ("BODY", "regenA67A128BCD8|2024-08-30--02-36-22--0"),
-  ("HYUNDAI", "regenCCD47FEBC0C|2025-03-04--03-21-48--0"),
-  ("HYUNDAI2", "regen306779F6870|2024-10-03--04-03-23--0"),
-  ("TOYOTA", "regen4A5115B248D|2025-03-04--03-21-43--0"),
-  ("TOYOTA2", "regen6E484EDAB96|2024-08-30--02-47-37--0"),
-  ("TOYOTA3", "regen4CE950B0267|2024-08-30--02-51-30--0"),
-  ("HONDA", "regenB8CABEC09CC|2025-03-04--03-32-55--0"),
-  ("HONDA2", "regen4B38A7428CD|2024-08-30--02-56-31--0"),
-  ("CHRYSLER", "regenF3DBBA9E8DF|2024-08-30--02-59-03--0"),
-  ("RAM", "regenDB02684E00A|2024-08-30--03-02-54--0"),
-  ("SUBARU", "regen5E3347D0A0F|2025-03-04--03-23-55--0"),
-  ("GM", "regen720F2BA4CF6|2024-08-30--03-09-15--0"),
-  ("GM2", "regen9ADBECBCD1C|2024-08-30--03-13-04--0"),
-  ("NISSAN", "regen58464878D07|2024-08-30--03-15-31--0"),
-  ("VOLKSWAGEN", "regenED976DEB757|2024-08-30--03-18-02--0"),
+  ("BODY", "regen2F3C7259F1B|2025-04-08--23-00-23--0"),
+  ("HYUNDAI", "regenAA0FC4ED71E|2025-04-08--22-57-50--0"),
+  ("HYUNDAI2", "regenAFB9780D823|2025-04-08--23-00-34--0"),
+  ("TOYOTA", "regen218A4DCFAA1|2025-04-08--22-57-51--0"),
+  ("TOYOTA2", "regen107352E20EB|2025-04-08--22-57-46--0"),
+  ("TOYOTA3", "regen1455E3B4BDF|2025-04-09--03-26-06--0"),
+  ("HONDA", "regenB328FF8BA0A|2025-04-08--22-57-45--0"),
+  ("HONDA2", "regen6170C8C9A35|2025-04-08--22-57-46--0"),
+  ("CHRYSLER", "regen5B28FC2A437|2025-04-08--23-04-24--0"),
+  ("RAM", "regenBF81EA96E08|2025-04-08--23-06-54--0"),
+  ("SUBARU", "regen7366F13F6A1|2025-04-08--23-07-07--0"),
+  ("GM", "regen1271097D038|2025-04-09--03-26-00--0"),
+  ("NISSAN", "regen15D60604EAB|2025-04-08--23-06-59--0"),
+  ("VOLKSWAGEN", "regen0F2F06C9539|2025-04-08--23-06-56--0"),
   ("MAZDA", "regenACF84CCF482|2024-08-30--03-21-55--0"),
-  ("FORD", "regenA75209BD115|2025-03-04--03-23-53--0"),
-  ("RIVIAN", "bc095dc92e101734|000000db--ee9fe46e57--1"),
+  ("FORD", "regen755D8CB1E1F|2025-04-08--23-13-43--0"),
+  ("RIVIAN", "regen5FCAC896BBE|2025-04-08--23-13-35--0"),
 ]
 
 # dashcamOnly makes don't need to be tested until a full port is done
-excluded_interfaces = ["mock", "tesla", "rivian"]
+excluded_interfaces = ["mock", "tesla"]
 
 BASE_URL = "https://commadataci.blob.core.windows.net/openpilotci/"
 REF_COMMIT_FN = os.path.join(PROC_REPLAY_DIR, "ref_commit")
@@ -196,7 +195,7 @@ if __name__ == "__main__":
           continue
 
         # to speed things up, we only test all segments on card
-        if cfg.proc_name != 'card' and car_brand not in ('HYUNDAI', 'TOYOTA', 'HONDA', 'SUBARU', 'FORD'):
+        if cfg.proc_name != 'card' and car_brand not in ('HYUNDAI', 'TOYOTA', 'HONDA', 'SUBARU', 'FORD', 'RIVIAN'):
           continue
 
         cur_log_fn = os.path.join(FAKEDATA, f"{segment}_{cfg.proc_name}_{cur_commit}.zst")

selfdrive/test/test_onroad.py

@@ -1,8 +1,6 @@
 import math
 import json
 import os
-import pathlib
-import psutil
 import pytest
 import shutil
 import subprocess
@@ -12,7 +10,7 @@ from collections import Counter, defaultdict
 from pathlib import Path
 from tabulate import tabulate
 
-from cereal import car, log
+from cereal import log
 import cereal.messaging as messaging
 from cereal.services import SERVICE_LIST
 from openpilot.common.basedir import BASEDIR
@@ -23,6 +21,7 @@ from openpilot.selfdrive.test.helpers import set_params_enabled, release_only
 from openpilot.system.hardware import HARDWARE
 from openpilot.system.hardware.hw import Paths
 from openpilot.tools.lib.logreader import LogReader
+from openpilot.tools.lib.log_time_series import msgs_to_time_series
 
 """
 CPU usage budget
@@ -45,7 +44,6 @@ PROCS = {
   "./camerad": 10.0,
   "selfdrive.controls.plannerd": 9.0,
   "./ui": 18.0,
-  "selfdrive.locationd.paramsd": 9.0,
   "./sensord": 7.0,
   "selfdrive.controls.radard": 2.0,
   "selfdrive.modeld.modeld": 22.0,
@@ -54,6 +52,8 @@ PROCS = {
   "selfdrive.locationd.calibrationd": 2.0,
   "selfdrive.locationd.torqued": 5.0,
   "selfdrive.locationd.locationd": 25.0,
+  "selfdrive.locationd.paramsd": 9.0,
+  "selfdrive.locationd.lagd": 11.0,
   "selfdrive.ui.soundd": 3.0,
   "selfdrive.monitoring.dmonitoringd": 4.0,
   "./proclogd": 2.0,
@@ -96,6 +96,7 @@ TIMINGS = {
   "modelV2": [2.5, 0.35],
   "driverStateV2": [2.5, 0.40],
   "livePose": [2.5, 0.35],
+  "liveParameters": [2.5, 0.35],
   "wideRoadCameraState": [1.5, 0.35],
 }
 
@@ -112,6 +113,7 @@ def cputime_total(ct):
 
 
 @pytest.mark.tici
+@pytest.mark.skip_tici_setup
 class TestOnroad:
 
   @classmethod
@@ -119,7 +121,8 @@ class TestOnroad:
     if "DEBUG" in os.environ:
       segs = filter(lambda x: os.path.exists(os.path.join(x, "rlog.zst")), Path(Paths.log_root()).iterdir())
       segs = sorted(segs, key=lambda x: x.stat().st_mtime)
-      cls.lr = list(LogReader(os.path.join(segs[-3], "rlog.zst")))
+      cls.lr = list(LogReader(os.path.join(segs[-1], "rlog.zst")))
+      cls.ts = msgs_to_time_series(cls.lr)
       return
 
     # setup env
@@ -140,44 +143,31 @@ class TestOnroad:
       proc = subprocess.Popen(["python", manager_path])
 
       sm = messaging.SubMaster(['carState'])
-      with Timeout(150, "controls didn't start"):
-        while sm.recv_frame['carState'] < 0:
+      with Timeout(30, "controls didn't start"):
+        while not sm.seen['carState']:
           sm.update(1000)
 
-      route = None
-      cls.segments = []
-      with Timeout(300, "timed out waiting for logs"):
-        while route is None:
-          route = params.get("CurrentRoute", encoding="utf-8")
-          time.sleep(0.01)
-
-        # test car params caching
-        params.put("CarParamsCache", car.CarParams().to_bytes())
+      route = params.get("CurrentRoute", encoding="utf-8")
+      assert route is not None
 
-        while len(cls.segments) < 1:
-          segs = set()
-          if Path(Paths.log_root()).exists():
-            segs = set(Path(Paths.log_root()).glob(f"{route}--*"))
-          cls.segments = sorted(segs, key=lambda s: int(str(s).rsplit('--')[-1]))
-          time.sleep(0.01)
+      segs = list(Path(Paths.log_root()).glob(f"{route}--*"))
+      assert len(segs) == 1
 
       time.sleep(TEST_DURATION)
-
     finally:
-      cls.gpu_procs = {psutil.Process(int(f.name)).name() for f in pathlib.Path('/sys/devices/virtual/kgsl/kgsl/proc/').iterdir() if f.is_dir()}
-
       if proc is not None:
         proc.terminate()
         if proc.wait(60) is None:
           proc.kill()
 
-    cls.lrs = [list(LogReader(os.path.join(str(s), "rlog.zst"))) for s in cls.segments]
-
-    cls.lr = list(LogReader(os.path.join(str(cls.segments[0]), "rlog.zst")))
-    cls.log_path = cls.segments[0]
+    cls.lr = list(LogReader(os.path.join(str(segs[0]), "rlog.zst")))
+    st = time.monotonic()
+    cls.ts = msgs_to_time_series(cls.lr)
+    print("msgs to time series", time.monotonic() - st)
+    log_path = segs[0]
 
     cls.log_sizes = {}
-    for f in cls.log_path.iterdir():
+    for f in log_path.iterdir():
       assert f.is_file()
       cls.log_sizes[f] = f.stat().st_size / 1e6
 
@@ -198,8 +188,8 @@ class TestOnroad:
         assert len(msgs) >= math.floor(SERVICE_LIST[s].frequency*int(TEST_DURATION*0.8))
 
   def test_manager_starting_time(self):
-    st = self.msgs['managerState'][0].logMonoTime / 1e9
-    assert (st - self.manager_st) < 10, f"manager.py took {st - self.manager_st}s to publish the first 'managerState' msg"
+    st = self.ts['managerState']['t'][0]
+    assert (st - self.manager_st) < 12.5, f"manager.py took {st - self.manager_st}s to publish the first 'managerState' msg"
 
   def test_cloudlog_size(self):
     msgs = self.msgs['logMessage']
@@ -226,7 +216,7 @@ class TestOnroad:
     result += "-------------- UI Draw Timing ------------------\n"
     result += "------------------------------------------------\n"
 
-    ts = [m.uiDebug.drawTimeMillis for m in self.msgs['uiDebug']]
+    ts = self.ts['uiDebug']['drawTimeMillis']
     result += f"min  {min(ts):.2f}ms\n"
     result += f"max  {max(ts):.2f}ms\n"
     result += f"std  {np.std(ts):.2f}ms\n"
@@ -309,9 +299,6 @@ class TestOnroad:
     assert np.max(np.diff(mems)) <= 4, "Max memory increase too high"
     assert np.average(np.diff(mems)) <= 1, "Average memory increase too high"
 
-  def test_gpu_usage(self):
-    assert self.gpu_procs == {"weston", "ui", "camerad", "selfdrive.modeld.modeld", "selfdrive.modeld.dmonitoringmodeld"}
-
   def test_camera_frame_timings(self, subtests):
     # test timing within a single camera
     result = "\n"
@@ -319,7 +306,7 @@ class TestOnroad:
     result += "-----------------  SOF Timing ------------------\n"
     result += "------------------------------------------------\n"
     for name in ['roadCameraState', 'wideRoadCameraState', 'driverCameraState']:
-      ts = [getattr(m, m.which()).timestampSof for m in self.lr if name in m.which()]
+      ts = self.ts[name]['timestampSof']
       d_ms = np.diff(ts) / 1e6
       d50 = np.abs(d_ms-50)
       result += f"{name} sof delta vs 50ms: min  {min(d50):.2f}ms\n"
@@ -338,35 +325,51 @@ class TestOnroad:
         # sanity checks within a single cam
         for cam in cams:
           with subtests.test(test="frame_skips", camera=cam):
-            cam_log = [getattr(x, x.which()) for x in self.msgs[cam]]
-            assert set(np.diff([x.frameId for x in cam_log])) == {1, }, "Frame ID skips"
+            assert set(np.diff(self.ts[cam]['frameId'])) == {1, }, "Frame ID skips"
 
             # EOF > SOF
-            eof_sof_diff = np.array([x.timestampEof - x.timestampSof for x in cam_log])
+            eof_sof_diff = self.ts[cam]['timestampEof'] - self.ts[cam]['timestampSof']
             assert np.all(eof_sof_diff > 0)
             assert np.all(eof_sof_diff < 50*1e6)
 
-        fid = {c: [getattr(m, m.which()).frameId for m in self.msgs[c]] for c in cams}
-        first_fid = [min(x) for x in fid.values()]
+        first_fid = {c: min(self.ts[c]['frameId']) for c in cams}
         if cam.endswith('CameraState'):
           # camerad guarantees that all cams start on frame ID 0
           # (note loggerd also needs to start up fast enough to catch it)
-          assert set(first_fid) == {0, }, "Cameras don't start on frame ID 0"
+          assert set(first_fid.values()) == {0, }, "Cameras don't start on frame ID 0"
         else:
           # encoder guarantees all cams start on the same frame ID
-          assert len(set(first_fid)) == 1, "Cameras don't start on same frame ID"
+          assert len(set(first_fid.values())) == 1, "Cameras don't start on same frame ID"
 
         # we don't do a full segment rotation, so these might not match exactly
-        last_fid = [max(x) for x in fid.values()]
-        assert max(last_fid) - min(last_fid) < 10
+        last_fid = {c: max(self.ts[c]['frameId']) for c in cams}
+        assert max(last_fid.values()) - min(last_fid.values()) < 10
 
-        start, end = min(first_fid), min(last_fid)
-        all_ts = [[getattr(m, m.which()).timestampSof for m in self.msgs[c]] for c in cams]
+        start, end = min(first_fid.values()), min(last_fid.values())
         for i in range(end-start):
-          ts = [round(x[i]/1e6, 1) for x in all_ts]
-          diff = max(ts) - min(ts)
+          ts = {c: round(self.ts[c]['timestampSof'][i]/1e6, 1) for c in cams}
+          diff = (max(ts.values()) - min(ts.values()))
           assert diff < 2, f"Cameras not synced properly: frame_id={start+i}, {diff=:.1f}ms, {ts=}"
 
+  def test_camera_encoder_matches(self, subtests):
+    # sanity check that the frame metadata is consistent with the encoded frames
+    pairs = [('roadCameraState', 'roadEncodeIdx'),
+             ('wideRoadCameraState', 'wideRoadEncodeIdx'),
+             ('driverCameraState', 'driverEncodeIdx')]
+    for cam, enc in pairs:
+      with subtests.test(camera=cam, encoder=enc):
+        cam_frames = {fid: (sof, eof) for fid, sof, eof in zip(
+          self.ts[cam]['frameId'],
+          self.ts[cam]['timestampSof'],
+          self.ts[cam]['timestampEof'],
+          strict=True,
+        )}
+        for i, fid in enumerate(self.ts[enc]['frameId']):
+          cam_sof, cam_eof = cam_frames[fid]
+          enc_sof, enc_eof = self.ts[enc]['timestampSof'][i], self.ts[enc]['timestampEof'][i]
+          assert enc_sof == cam_sof, f"SOF mismatch: frameId={fid}, enc_sof={enc_sof}, cam_sof={cam_sof}"
+          assert enc_eof == cam_eof, f"EOF mismatch: frameId={fid}, enc_eof={enc_eof}, cam_eof={cam_eof}"
+
   def test_mpc_execution_timings(self):
     result = "\n"
     result += "------------------------------------------------\n"
@@ -390,8 +393,12 @@ class TestOnroad:
     result += "----------------- Model Timing -----------------\n"
     result += "------------------------------------------------\n"
     cfgs = [
-      ("modelV2", 0.045, 0.035),
-      ("driverStateV2", 0.045, 0.035),
+      # since multiple processes use the GPU and can preempt each other,
+      # these numbers are not fully self-contained.
+      ("modelV2", 0.06, 0.040),
+
+      # can miss cycles here and there, just important the avg frequency is 20Hz
+      ("driverStateV2", 0.2, 0.05),
     ]
     for (s, instant_max, avg_max) in cfgs:
       ts = [getattr(m, s).modelExecutionTime for m in self.msgs[s]]
@@ -438,12 +445,7 @@ class TestOnroad:
 
   @release_only
   def test_startup(self):
-    startup_alert = None
-    for msg in self.lrs[0]:
-      # can't use onroadEvents because the first msg can be dropped while loggerd is starting up
-      if msg.which() == "selfdriveState":
-        startup_alert = msg.selfdriveState.alertText1
-        break
+    startup_alert = self.ts['selfdriveState']['alertText1'][0]
     expected = EVENTS[log.OnroadEvent.EventName.startup][ET.PERMANENT].alert_text_1
     assert startup_alert == expected, "wrong startup alert"
 

selfdrive/ui/.gitignore

@@ -3,9 +3,6 @@ moc_*
 
 translations/main_test_en.*
 
-_text
-_spinner
-
 ui
 mui
 watch3

selfdrive/ui/SConscript

@@ -66,10 +66,6 @@ if GetOption('extras'):
 
   qt_env.SharedLibrary("qt/python_helpers", ["qt/qt_window.cc"], LIBS=qt_libs)
 
-  # spinner and text window
-  qt_env.Program("_text", ["qt/text.cc"], LIBS=qt_libs)
-  qt_env.Program("_spinner", ["qt/spinner.cc"], LIBS=qt_libs)
-
   # setup and factory resetter
   qt_env.Program("qt/setup/reset", ["qt/setup/reset.cc"], LIBS=qt_libs)
   qt_env.Program("qt/setup/setup", ["qt/setup/setup.cc", asset_obj],

selfdrive/ui/qt/offroad/developer_panel.cc

@@ -26,7 +26,7 @@ DeveloperPanel::DeveloperPanel(SettingsWindow *parent) : ListWidget(parent) {
   addItem(longManeuverToggle);
 
   experimentalLongitudinalToggle = new ParamControl(
-    "ExperimentalLongitudinalEnabled",
+    "AlphaLongitudinalEnabled",
     tr("openpilot Longitudinal Control (Alpha)"),
     QString("<b>%1</b><br><br>%2")
       .arg(tr("WARNING: openpilot longitudinal control is in alpha for this car and will disable Automatic Emergency Braking (AEB)."))
@@ -68,8 +68,8 @@ void DeveloperPanel::updateToggles(bool _offroad) {
     capnp::FlatArrayMessageReader cmsg(aligned_buf.align(cp_bytes.data(), cp_bytes.size()));
     cereal::CarParams::Reader CP = cmsg.getRoot<cereal::CarParams>();
 
-    if (!CP.getExperimentalLongitudinalAvailable() || is_release) {
-      params.remove("ExperimentalLongitudinalEnabled");
+    if (!CP.getAlphaLongitudinalAvailable() || is_release) {
+      params.remove("AlphaLongitudinalEnabled");
       experimentalLongitudinalToggle->setEnabled(false);
     }
 
@@ -78,7 +78,7 @@ void DeveloperPanel::updateToggles(bool _offroad) {
      * - is not a release branch, and
      * - the car supports experimental longitudinal control (alpha)
      */
-    experimentalLongitudinalToggle->setVisible(CP.getExperimentalLongitudinalAvailable() && !is_release);
+    experimentalLongitudinalToggle->setVisible(CP.getAlphaLongitudinalAvailable() && !is_release);
 
     longManeuverToggle->setEnabled(hasLongitudinalControl(CP) && _offroad);
   } else {

selfdrive/ui/qt/offroad/firehose.cc

@@ -69,6 +69,7 @@ FirehosePanel::FirehosePanel(SettingsWindow *parent) : QWidget((QWidget*)parent)
     "<br><br>"
     "<b>Frequently Asked Questions</b><br><br>"
     "<i>Does it matter how or where I drive?</i> Nope, just drive as you normally would.<br><br>"
+    "<i>Do all of my segments get pulled in Firehose Mode?</i> No, we selectively pull a subset of your segments.<br><br>"
     "<i>What's a good USB-C adapter?</i> Any fast phone or laptop charger should be fine.<br><br>"
     "<i>Does it matter which software I run?</i> Yes, only upstream openpilot (and particular forks) are able to be used for training."
   ));
@@ -87,7 +88,7 @@ FirehosePanel::FirehosePanel(SettingsWindow *parent) : QWidget((QWidget*)parent)
       QJsonDocument doc = QJsonDocument::fromJson(response.toUtf8());
       QJsonObject json = doc.object();
       int count = json["firehose"].toInt();
-      contribution_label->setText(tr("<b>%1 %2</b> of your driving are in the training dataset so far.").arg(count).arg(count == 1 ? "segment" : "segments"));
+      contribution_label->setText(tr("<b>%n segment(s)</b> of your driving is in the training dataset so far.", "", count));
       contribution_label->show();
     }
   });
@@ -105,7 +106,7 @@ void FirehosePanel::refresh() {
     toggle_label->setText(tr("ACTIVE"));
     toggle_label->setStyleSheet("font-size: 60px; font-weight: bold; color: #2ecc71;");
   } else {
-    toggle_label->setText(tr("<span stylesheet='font-size: 60px; font-weight: bold; color: #e74c3c;'>INACTIVE</span>: connect to unmetered network"));
+    toggle_label->setText(tr("<span stylesheet='font-size: 60px; font-weight: bold; color: #e74c3c;'>INACTIVE</span>: connect to an unmetered network"));
     toggle_label->setStyleSheet("font-size: 60px;");
   }
 }

selfdrive/ui/qt/offroad/onboarding.cc

@@ -4,7 +4,6 @@
 
 #include <QLabel>
 #include <QPainter>
-#include <QScrollBar>
 #include <QTransform>
 #include <QVBoxLayout>
 
@@ -12,7 +11,6 @@
 #include "common/params.h"
 #include "selfdrive/ui/qt/util.h"
 #include "selfdrive/ui/qt/widgets/input.h"
-#include "selfdrive/ui/qt/widgets/scrollview.h"
 
 TrainingGuide::TrainingGuide(QWidget *parent) : QFrame(parent) {
   setAttribute(Qt::WA_OpaquePaintEvent);
@@ -85,29 +83,25 @@ void TrainingGuide::paintEvent(QPaintEvent *event) {
 }
 
 void TermsPage::showEvent(QShowEvent *event) {
-  // late init, building QML widget takes 200ms
-  if (layout()) {
-    return;
-  }
-
   QVBoxLayout *main_layout = new QVBoxLayout(this);
   main_layout->setContentsMargins(45, 35, 45, 45);
   main_layout->setSpacing(0);
 
-  QLabel *title = new QLabel(tr("Terms & Conditions"));
-  title->setStyleSheet("font-size: 90px; font-weight: 600;");
-  main_layout->addWidget(title);
+  QVBoxLayout *vlayout = new QVBoxLayout();
+  vlayout->setContentsMargins(165, 165, 165, 0);
+  main_layout->addLayout(vlayout);
 
-  QLabel *text = new QLabel(this);
-  text->setTextFormat(Qt::RichText);
-  text->setWordWrap(true);
-  text->setText(QString::fromStdString(util::read_file("../assets/offroad/tc.html")));
-  text->setStyleSheet("font-size:50px; font-weight: 200; color: #C9C9C9; background-color:#1B1B1B; padding:50px 50px;");
-  ScrollView *scroll = new ScrollView(text, this);
+  QLabel *title = new QLabel(tr("Welcome to openpilot"));
+  title->setStyleSheet("font-size: 90px; font-weight: 500;");
+  vlayout->addWidget(title, 0, Qt::AlignTop | Qt::AlignLeft);
+
+  vlayout->addSpacing(90);
+  QLabel *desc = new QLabel(tr("You must accept the Terms and Conditions to use openpilot. Read the latest terms at <span style='color: #465BEA;'>https://comma.ai/terms</span> before continuing."));
+  desc->setWordWrap(true);
+  desc->setStyleSheet("font-size: 80px; font-weight: 300;");
+  vlayout->addWidget(desc, 0);
 
-  main_layout->addSpacing(30);
-  main_layout->addWidget(scroll);
-  main_layout->addSpacing(50);
+  vlayout->addStretch();
 
   QHBoxLayout* buttons = new QHBoxLayout;
   buttons->setMargin(0);
@@ -118,8 +112,7 @@ void TermsPage::showEvent(QShowEvent *event) {
   buttons->addWidget(decline_btn);
   QObject::connect(decline_btn, &QPushButton::clicked, this, &TermsPage::declinedTerms);
 
-  accept_btn = new QPushButton(tr("Scroll to accept"));
-  accept_btn->setEnabled(false);
+  accept_btn = new QPushButton(tr("Agree"));
   accept_btn->setStyleSheet(R"(
     QPushButton {
       background-color: #465BEA;
@@ -127,23 +120,9 @@ void TermsPage::showEvent(QShowEvent *event) {
     QPushButton:pressed {
       background-color: #3049F4;
     }
-    QPushButton:disabled {
-      background-color: #4F4F4F;
-    }
   )");
   buttons->addWidget(accept_btn);
   QObject::connect(accept_btn, &QPushButton::clicked, this, &TermsPage::acceptedTerms);
-  QScrollBar *scroll_bar = scroll->verticalScrollBar();
-  connect(scroll_bar, &QScrollBar::valueChanged, this, [this, scroll_bar](int value) {
-    if (value == scroll_bar->maximum()) {
-      enableAccept();
-    }
-  });
-}
-
-void TermsPage::enableAccept() {
-  accept_btn->setText(tr("Agree"));
-  accept_btn->setEnabled(true);
 }
 
 void DeclinePage::showEvent(QShowEvent *event) {

selfdrive/ui/qt/offroad/onboarding.h

@@ -65,9 +65,6 @@ class TermsPage : public QFrame {
 public:
   explicit TermsPage(QWidget *parent = 0) : QFrame(parent) {}
 
-public slots:
-  void enableAccept();
-
 private:
   void showEvent(QShowEvent *event) override;
 

selfdrive/ui/qt/offroad/settings.cc

@@ -152,7 +152,7 @@ void TogglesPanel::updateToggles() {
 
       QString long_desc = unavailable + " " + \
                           tr("openpilot longitudinal control may come in a future update.");
-      if (CP.getExperimentalLongitudinalAvailable()) {
+      if (CP.getAlphaLongitudinalAvailable()) {
         if (is_release) {
           long_desc = unavailable + " " + tr("An alpha version of openpilot longitudinal control can be tested, along with Experimental mode, on non-release branches.");
         } else {

selfdrive/ui/qt/onroad/hud.cc

@@ -26,6 +26,7 @@ void HudRenderer::updateState(const UIState &s) {
   // Handle older routes where vCruiseCluster is not set
   set_speed = car_state.getVCruiseCluster() == 0.0 ? controls_state.getVCruiseDEPRECATED() : car_state.getVCruiseCluster();
   is_cruise_set = set_speed > 0 && set_speed != SET_SPEED_NA;
+  is_cruise_available = set_speed != -1;
 
   if (is_cruise_set && !is_metric) {
     set_speed *= KM_TO_MILE;
@@ -47,7 +48,9 @@ void HudRenderer::draw(QPainter &p, const QRect &surface_rect) {
   p.fillRect(0, 0, surface_rect.width(), UI_HEADER_HEIGHT, bg);
 
 
-  drawSetSpeed(p, surface_rect);
+  if (is_cruise_available) {
+    drawSetSpeed(p, surface_rect);
+  }
   drawCurrentSpeed(p, surface_rect);
 
   p.restore();

selfdrive/ui/qt/onroad/hud.h

@@ -19,6 +19,7 @@ private:
   float speed = 0;
   float set_speed = 0;
   bool is_cruise_set = false;
+  bool is_cruise_available = true;
   bool is_metric = false;
   bool v_ego_cluster_seen = false;
   int status = STATUS_DISENGAGED;

selfdrive/ui/qt/setup/setup.cc

@@ -48,7 +48,8 @@ void Setup::download(QString url) {
   auto version = util::read_file("/VERSION");
 
   struct curl_slist *list = NULL;
-  list = curl_slist_append(list, ("X-openpilot-serial: " + Hardware::get_serial()).c_str());
+  std::string header = "X-openpilot-serial: " + Hardware::get_serial();
+  list = curl_slist_append(list, header.c_str());
 
   char tmpfile[] = "/tmp/installer_XXXXXX";
   FILE *fp = fdopen(mkstemp(tmpfile), "wb");

selfdrive/ui/qt/spinner.cc

@@ -1,120 +0,0 @@
-#include "selfdrive/ui/qt/spinner.h"
-
-#include <algorithm>
-#include <cstdio>
-#include <iostream>
-#include <string>
-
-#include <QApplication>
-#include <QGridLayout>
-#include <QPainter>
-#include <QString>
-#include <QTransform>
-
-#include "system/hardware/hw.h"
-#include "selfdrive/ui/qt/qt_window.h"
-#include "selfdrive/ui/qt/util.h"
-
-TrackWidget::TrackWidget(QWidget *parent) : QWidget(parent) {
-  setAttribute(Qt::WA_OpaquePaintEvent);
-  setFixedSize(spinner_size);
-
-  // pre-compute all the track imgs. make this a gif instead?
-  QPixmap comma_img = loadPixmap("../assets/img_spinner_comma.png", spinner_size);
-  QPixmap track_img = loadPixmap("../assets/img_spinner_track.png", spinner_size);
-
-  QTransform transform(1, 0, 0, 1, width() / 2, height() / 2);
-  QPixmap pm(spinner_size);
-  QPainter p(&pm);
-  p.setRenderHint(QPainter::SmoothPixmapTransform);
-  for (int i = 0; i < track_imgs.size(); ++i) {
-    p.resetTransform();
-    p.fillRect(0, 0, spinner_size.width(), spinner_size.height(), Qt::black);
-    p.drawPixmap(0, 0, comma_img);
-    p.setTransform(transform.rotate(360 / spinner_fps));
-    p.drawPixmap(-width() / 2, -height() / 2, track_img);
-    track_imgs[i] = pm.copy();
-  }
-
-  m_anim.setDuration(1000);
-  m_anim.setStartValue(0);
-  m_anim.setEndValue(int(track_imgs.size() -1));
-  m_anim.setLoopCount(-1);
-  m_anim.start();
-  connect(&m_anim, SIGNAL(valueChanged(QVariant)), SLOT(update()));
-}
-
-void TrackWidget::paintEvent(QPaintEvent *event) {
-  QPainter painter(this);
-  painter.drawPixmap(0, 0, track_imgs[m_anim.currentValue().toInt()]);
-}
-
-// Spinner
-
-Spinner::Spinner(QWidget *parent) : QWidget(parent) {
-  QGridLayout *main_layout = new QGridLayout(this);
-  main_layout->setSpacing(0);
-  main_layout->setMargin(200);
-
-  main_layout->addWidget(new TrackWidget(this), 0, 0, Qt::AlignHCenter | Qt::AlignVCenter);
-
-  text = new QLabel();
-  text->setWordWrap(true);
-  text->setVisible(false);
-  text->setAlignment(Qt::AlignCenter);
-  main_layout->addWidget(text, 1, 0, Qt::AlignHCenter);
-
-  progress_bar = new QProgressBar();
-  progress_bar->setRange(5, 100);
-  progress_bar->setTextVisible(false);
-  progress_bar->setVisible(false);
-  progress_bar->setFixedHeight(20);
-  main_layout->addWidget(progress_bar, 1, 0, Qt::AlignHCenter);
-
-  setStyleSheet(R"(
-    Spinner {
-      background-color: black;
-    }
-    QLabel {
-      color: white;
-      font-size: 80px;
-      background-color: transparent;
-    }
-    QProgressBar {
-      background-color: #373737;
-      width: 1000px;
-      border solid white;
-      border-radius: 10px;
-    }
-    QProgressBar::chunk {
-      border-radius: 10px;
-      background-color: white;
-    }
-  )");
-
-  notifier = new QSocketNotifier(fileno(stdin), QSocketNotifier::Read);
-  QObject::connect(notifier, &QSocketNotifier::activated, this, &Spinner::update);
-}
-
-void Spinner::update(int n) {
-  std::string line;
-  std::getline(std::cin, line);
-
-  if (line.length()) {
-    bool number = std::all_of(line.begin(), line.end(), ::isdigit);
-    text->setVisible(!number);
-    progress_bar->setVisible(number);
-    text->setText(QString::fromStdString(line));
-    if (number) {
-      progress_bar->setValue(std::stoi(line));
-    }
-  }
-}
-
-int main(int argc, char *argv[]) {
-  initApp(argc, argv);
-  QApplication a(argc, argv);
-  Spinner spinner;
-  setMainWindow(&spinner);
-  return a.exec();
-}

selfdrive/ui/qt/spinner.h

@@ -1,37 +0,0 @@
-#include <array>
-
-#include <QLabel>
-#include <QPixmap>
-#include <QProgressBar>
-#include <QSocketNotifier>
-#include <QVariantAnimation>
-#include <QWidget>
-
-constexpr int spinner_fps = 30;
-constexpr QSize spinner_size = QSize(360, 360);
-
-class TrackWidget : public QWidget  {
-  Q_OBJECT
-public:
-  TrackWidget(QWidget *parent = nullptr);
-
-private:
-  void paintEvent(QPaintEvent *event) override;
-  std::array<QPixmap, spinner_fps> track_imgs;
-  QVariantAnimation m_anim;
-};
-
-class Spinner : public QWidget {
-  Q_OBJECT
-
-public:
-  explicit Spinner(QWidget *parent = 0);
-
-private:
-  QLabel *text;
-  QProgressBar *progress_bar;
-  QSocketNotifier *notifier;
-
-public slots:
-  void update(int n);
-};

selfdrive/ui/qt/spinner_larch64

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:81d7073d16e8ddc40d4d81fc88f8fc11c434df241593b455e2787935371383e4
-size 3821728

selfdrive/ui/qt/text.cc

@@ -1,64 +0,0 @@
-#include <QApplication>
-#include <QLabel>
-#include <QPushButton>
-#include <QScrollBar>
-#include <QVBoxLayout>
-#include <QWidget>
-
-#include "system/hardware/hw.h"
-#include "selfdrive/ui/qt/util.h"
-#include "selfdrive/ui/qt/qt_window.h"
-#include "selfdrive/ui/qt/widgets/scrollview.h"
-
-int main(int argc, char *argv[]) {
-  initApp(argc, argv);
-  QApplication a(argc, argv);
-  QWidget window;
-  setMainWindow(&window);
-
-  QGridLayout *main_layout = new QGridLayout(&window);
-  main_layout->setMargin(50);
-
-  QLabel *label = new QLabel(argv[1]);
-  label->setWordWrap(true);
-  label->setSizePolicy(QSizePolicy::Preferred, QSizePolicy::MinimumExpanding);
-  ScrollView *scroll = new ScrollView(label);
-  scroll->setVerticalScrollBarPolicy(Qt::ScrollBarAsNeeded);
-  main_layout->addWidget(scroll, 0, 0, Qt::AlignTop);
-
-  // Scroll to the bottom
-  QObject::connect(scroll->verticalScrollBar(), &QAbstractSlider::rangeChanged, [=]() {
-    scroll->verticalScrollBar()->setValue(scroll->verticalScrollBar()->maximum());
-  });
-
-  QPushButton *btn = new QPushButton();
-#ifdef __aarch64__
-  btn->setText(QObject::tr("Reboot"));
-  QObject::connect(btn, &QPushButton::clicked, [=]() {
-    Hardware::reboot();
-  });
-#else
-  btn->setText(QObject::tr("Exit"));
-  QObject::connect(btn, &QPushButton::clicked, &a, &QApplication::quit);
-#endif
-  main_layout->addWidget(btn, 0, 0, Qt::AlignRight | Qt::AlignBottom);
-
-  window.setStyleSheet(R"(
-    * {
-      outline: none;
-      color: white;
-      background-color: black;
-      font-size: 60px;
-    }
-    QPushButton {
-      padding: 50px;
-      padding-right: 100px;
-      padding-left: 100px;
-      border: 2px solid white;
-      border-radius: 20px;
-      margin-right: 40px;
-    }
-  )");
-
-  return a.exec();
-}

selfdrive/ui/qt/text_larch64

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:61f539845ebfc9568c8d28867f1e5642e882f52ead8862c9b2224b7139f4a552
-size 3787480

selfdrive/ui/qt/util.cc

@@ -193,8 +193,8 @@ QPixmap bootstrapPixmap(const QString &id) {
 bool hasLongitudinalControl(const cereal::CarParams::Reader &car_params) {
   // Using the experimental longitudinal toggle, returns whether longitudinal control
   // will be active without needing a restart of openpilot
-  return car_params.getExperimentalLongitudinalAvailable()
-             ? Params().getBool("ExperimentalLongitudinalEnabled")
+  return car_params.getAlphaLongitudinalAvailable()
+             ? Params().getBool("AlphaLongitudinalEnabled")
              : car_params.getOpenpilotLongitudinalControl();
 }
 

selfdrive/ui/soundd.py

@@ -69,14 +69,13 @@ class Soundd:
     for sound in sound_list:
       filename, play_count, volume = sound_list[sound]
 
-      wavefile = wave.open(BASEDIR + "/selfdrive/assets/sounds/" + filename, 'r')
+      with wave.open(BASEDIR + "/selfdrive/assets/sounds/" + filename, 'r') as wavefile:
+        assert wavefile.getnchannels() == 1
+        assert wavefile.getsampwidth() == 2
+        assert wavefile.getframerate() == SAMPLE_RATE
 
-      assert wavefile.getnchannels() == 1
-      assert wavefile.getsampwidth() == 2
-      assert wavefile.getframerate() == SAMPLE_RATE
-
-      length = wavefile.getnframes()
-      self.loaded_sounds[sound] = np.frombuffer(wavefile.readframes(length), dtype=np.int16).astype(np.float32) / (2**16/2)
+        length = wavefile.getnframes()
+        self.loaded_sounds[sound] = np.frombuffer(wavefile.readframes(length), dtype=np.int16).astype(np.float32) / (2**16/2)
 
   def get_sound_data(self, frames): # get "frames" worth of data from the current alert sound, looping when required
 

selfdrive/ui/spinner

@@ -1,7 +0,0 @@
-#!/bin/sh
-
-if [ -f /TICI ] && [ ! -f _spinner ]; then
-  cp qt/spinner_larch64 _spinner
-fi
-
-exec ./_spinner "$1"

selfdrive/ui/tests/test_ui/run.py

@@ -56,7 +56,7 @@ def setup_settings_firehose(click, pm: PubMaster):
 
 def setup_settings_developer(click, pm: PubMaster):
   CP = car.CarParams()
-  CP.experimentalLongitudinalAvailable = True
+  CP.alphaLongitudinalAvailable = True
   Params().put("CarParamsPersistent", CP.to_bytes())
 
   setup_settings_device(click, pm)