try the gm method

actually new tune
prevents 360+ faults
2026-06-11 01:14:35 +08:00 · 2026-04-07 00:25:07 -04:00 · 2026-04-07 00:05:12 -04:00 · 2026-04-06 23:52:01 -04:00 · 2026-04-06 23:07:14 -04:00 · 2026-04-06 23:02:01 -04:00
155 changed files with 18734 additions and 7013 deletions
--- a/.github/workflows/auto_pr_review.yaml
+++ b/.github/workflows/auto_pr_review.yaml
@@ -33,20 +33,3 @@ jobs:
        change-to: ${{ github.base_ref }}
        already-exists-action: close_this
        already-exists-comment: "Your PR should be made against the `master` branch"
-
-    # Welcome comment
-    - name: "First timers PR"
-      uses: actions/first-interaction@v1
-      if: github.event.pull_request.head.repo.full_name != 'commaai/openpilot'
-      with:
-        repo-token: ${{ secrets.GITHUB_TOKEN }}
-        pr-message: |
-            <!-- _(run_id **${{ github.run_id }}**)_ -->
-            Thanks for contributing to openpilot! In order for us to review your PR as quickly as possible, check the following:
-            * Convert your PR to a draft unless it's ready to review
-            * Read the [contributing docs](https://github.com/commaai/openpilot/blob/master/docs/CONTRIBUTING.md)
-            * Before marking as "ready for review", ensure:
-              * the goal is clearly stated in the description
-              * 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
--- a/.github/workflows/diff_report.yaml
+++ b/.github/workflows/diff_report.yaml
@@ -0,0 +1,45 @@
+name: diff report
+
+on:
+  pull_request_target:
+    types: [opened, synchronize, reopened]
+
+jobs:
+  comment:
+    name: comment
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+      pull-requests: write
+      actions: read
+    steps:
+    - name: Wait for process replay
+      id: wait
+      continue-on-error: true
+      uses: lewagon/wait-on-check-action@v1.3.4
+      with:
+        ref: ${{ github.event.pull_request.head.sha }}
+        check-name: process replay
+        repo-token: ${{ secrets.GITHUB_TOKEN }}
+        allowed-conclusions: success,failure
+        wait-interval: 20
+    - name: Download diff
+      if: steps.wait.outcome == 'success'
+      uses: dawidd6/action-download-artifact@v6
+      with:
+        github_token: ${{ secrets.GITHUB_TOKEN }}
+        workflow: tests.yaml
+        workflow_conclusion: ''
+        pr: ${{ github.event.number }}
+        name: diff_report_${{ github.event.number }}
+        path: .
+        allow_forks: true
+    - name: Comment on PR
+      if: steps.wait.outcome == 'success'
+      uses: thollander/actions-comment-pull-request@v2
+      with:
+        filePath: diff_report.txt
+        comment_tag: diff_report
+        pr_number: ${{ github.event.number }}
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
--- a/.github/workflows/repo-maintenance.yaml
+++ b/.github/workflows/repo-maintenance.yaml
@@ -9,28 +9,6 @@ env:
  PYTHONPATH: ${{ github.workspace }}

 jobs:
-  update_translations:
-    runs-on: ubuntu-latest
-    if: github.repository == 'commaai/openpilot'
-    steps:
-      - uses: actions/checkout@v6
-        with:
-          submodules: true
-      - run: ./tools/op.sh setup
-      - name: Update translations
-        run: python3 selfdrive/ui/update_translations.py --vanish
-      - name: Create Pull Request
-        uses: peter-evans/create-pull-request@c0f553fe549906ede9cf27b5156039d195d2ece0
-        with:
-          author: Vehicle Researcher <user@comma.ai>
-          commit-message: "Update translations"
-          title: "[bot] Update translations"
-          body: "Automatic PR from repo-maintenance -> update_translations"
-          branch: "update-translations"
-          base: "master"
-          delete-branch: true
-          labels: bot
-
  package_updates:
    name: package_updates
    runs-on: ubuntu-latest
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -139,12 +139,22 @@ jobs:
      id: print-diff
      if: always()
      run: cat selfdrive/test/process_replay/diff.txt
+    - name: Print diff report
+      if: always()
+      run: cat selfdrive/test/process_replay/diff_report.txt
    - uses: actions/upload-artifact@v6
      if: always()
      continue-on-error: true
      with:
        name: process_replay_diff.txt
        path: selfdrive/test/process_replay/diff.txt
+    - name: Upload diff report
+      uses: actions/upload-artifact@v6
+      if: always() && github.event_name == 'pull_request'
+      continue-on-error: true
+      with:
+        name: diff_report_${{ github.event.number }}
+        path: selfdrive/test/process_replay/diff_report.txt
    - name: Checkout ci-artifacts
      if: github.repository == 'commaai/openpilot' && github.ref == 'refs/heads/master'
      uses: actions/checkout@v4
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -52,6 +52,9 @@
      "type": "lldb",
      "request": "attach",
      "pid": "${command:pickMyProcess}",
+      "sourceMap": {
+        ".": "${workspaceFolder}/opendbc/safety"
+      },
      "initCommands": [
        "script import time; time.sleep(3)"
      ]
--- a/README.md
+++ b/README.md
@@ -17,7 +17,7 @@
  <span> · </span>
  <a href="https://discord.comma.ai">Community</a>
  <span> · </span>
-  <a href="https://comma.ai/shop">Try it on a comma 3X</a>
+  <a href="https://comma.ai/shop">Try it on a comma four</a>
 </h3>

 Quick start: `bash <(curl -fsSL openpilot.comma.ai)`
@@ -42,10 +42,10 @@ Using openpilot in a car
 ------

 To use openpilot in a car, you need four things:
-1. **Supported Device:** a comma 3X, available at [comma.ai/shop](https://comma.ai/shop/comma-3x).
-2. **Software:** The setup procedure for the comma 3X allows users to enter a URL for custom software. Use the URL `openpilot.comma.ai` to install the release version.
+1. **Supported Device:** a comma four, available at [comma.ai/shop/comma-four](https://www.comma.ai/shop/comma-four).
+2. **Software:** The setup procedure for the comma four allows users to enter a URL for custom software. Use the URL `openpilot.comma.ai` to install the release version.
 3. **Supported Car:** Ensure that you have one of [the 275+ supported cars](docs/CARS.md).
-4. **Car Harness:** You will also need a [car harness](https://comma.ai/shop/car-harness) to connect your comma 3X to your car.
+4. **Car Harness:** You will also need a [car harness](https://comma.ai/shop/car-harness) to connect your comma four to your car.

 We have detailed instructions for [how to install the harness and device in a car](https://comma.ai/setup). Note that it's possible to run openpilot on [other hardware](https://blog.comma.ai/self-driving-car-for-free/), although it's not plug-and-play.

--- a/RELEASES.md
+++ b/RELEASES.md
@@ -1,7 +1,8 @@
-Version 0.11.1 (2026-04-08)
+Version 0.11.1 (2026-04-22)
 ========================
 * New driver monitoring model
 * Improved image processing pipeline for driver camera
+* Rivian R1S and R1T 2025 support thanks to lukasloetkolben!

 Version 0.11.0 (2026-03-17)
 ========================
--- a/12
+++ b/12
@@ -47,7 +47,8 @@ pkgs = [importlib.import_module(name) for name in pkg_names]
 # be distributed with all Linux distros and macOS, or
 # vendored in commaai/dependencies.
 allowed_system_libs = {
-  "EGL", "GLESv2", "GL", "Qt5Charts", "Qt5Core", "Qt5Gui", "Qt5Widgets",
+  "EGL", "GLESv2", "GL",
+  "Qt5Charts", "Qt5Core", "Qt5Gui", "Qt5Widgets",
  "dl", "drm", "gbm", "m", "pthread",
 }

@@ -253,8 +254,13 @@ SConscript([
  'selfdrive/ui/SConscript',
 ])

-if Dir('#tools/cabana/').exists() and arch != "larch64":
-  SConscript(['tools/cabana/SConscript'])
+# Build tools
+if arch != "larch64":
+  SConscript([
+    'tools/replay/SConscript',
+    'tools/cabana/SConscript',
+    'tools/jotpluggler/SConscript',
+  ])


 env.CompilationDatabase('compile_commands.json')
--- a/cereal/log.capnp
+++ b/cereal/log.capnp
@@ -88,6 +88,7 @@ struct OnroadEvent @0xc4fa6047f024e718 {
    lowMemory @51;
    stockAeb @52;
    stockLkas @98;
+    lateralManeuver @99;
    ldw @53;
    carUnrecognized @54;
    invalidLkasSetting @55;
@@ -612,6 +613,11 @@ struct PandaState @0xa7649e2575e4591e {
  voltage @0 :UInt32;
  current @1 :UInt32;

+  # these fields are not used by openpilot, but they're
+  # reserved for forks building alternate experiences.
+  controlsAllowedRESERVED1 @38 :Bool;
+  controlsAllowedRESERVED2 @39 :Bool;
+
  enum FaultStatus {
    none @0;
    faultTemp @1;
@@ -1241,6 +1247,10 @@ struct DriverAssistance {
  # FCW, AEB, etc. will go here
 }

+struct LateralManeuverPlan {
+  desiredCurvature @0 :Float32;  # 1/m
+}
+
 struct LongitudinalPlan @0xe00b5b3eba12876c {
  modelMonoTime @9 :UInt64;
  hasLead @7 :Bool;
@@ -1426,6 +1436,8 @@ struct LivePose {
  posenetOK @5 :Bool = false;
  sensorsOK @6 :Bool = false;

+  timestamp @8 :UInt64;
+
  debugFilterState @7 :FilterState;

  struct XYZMeasurement {
@@ -2169,12 +2181,14 @@ struct DriverStateV2 {
    facePosition @2 :List(Float32);
    facePositionStd @3 :List(Float32);
    faceProb @4 :Float32;
-    leftEyeProb @5 :Float32;
-    rightEyeProb @6 :Float32;
-    leftBlinkProb @7 :Float32;
-    rightBlinkProb @8 :Float32;
-    sunglassesProb @9 :Float32;
+    eyesVisibleProb @14 :Float32;
+    eyesClosedProb @15 :Float32;
    phoneProb @13 :Float32;
+    leftEyeProbDEPRECATED @5 :Float32;
+    rightEyeProbDEPRECATED @6 :Float32;
+    leftBlinkProbDEPRECATED @7 :Float32;
+    rightBlinkProbDEPRECATED @8 :Float32;
+    sunglassesProbDEPRECATED @9 :Float32;
    notReadyProbDEPRECATED @12 :List(Float32);
    occludedProbDEPRECATED @10 :Float32;
    readyProbDEPRECATED @11 :List(Float32);
@@ -2610,6 +2624,8 @@ struct Event {
    bookmarkButton @148 :UserBookmark;
    audioFeedback @149 :AudioFeedback;

+    lateralManeuverPlan @150 :LateralManeuverPlan;
+
    # *********** debug ***********
    testJoystick @52 :Joystick;
    roadEncodeData @86 :EncodeData;
--- a/cereal/services.py
+++ b/cereal/services.py
@@ -49,6 +49,7 @@ _services: dict[str, tuple] = {
  "carControl": (True, 100., 10),
  "carOutput": (True, 100., 10),
  "longitudinalPlan": (True, 20., 10),
+  "lateralManeuverPlan": (True, 20.),
  "driverAssistance": (True, 20., 20),
  "procLog": (True, 0.5, 15, QueueSize.BIG),
  "gpsLocationExternal": (True, 10., 10),
--- a/common/params_keys.h
+++ b/common/params_keys.h
@@ -82,6 +82,7 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"LiveParametersV2", {PERSISTENT, BYTES}},
    {"LiveTorqueParameters", {PERSISTENT | DONT_LOG, BYTES}},
    {"LocationFilterInitialState", {PERSISTENT, BYTES}},
+    {"LateralManeuverMode", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, BOOL}},
    {"LongitudinalManeuverMode", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, BOOL}},
    {"LongitudinalPersonality", {PERSISTENT, INT, std::to_string(static_cast<int>(cereal::LongitudinalPersonality::STANDARD))}},
    {"NetworkMetered", {PERSISTENT, BOOL}},
--- a/docs/CARS.md
+++ b/docs/CARS.md
@@ -13,14 +13,14 @@ A supported vehicle is one that just works when you install a comma device. All
 |Acura|MDX 2025-26|All except Type S|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2025-26">Buy Here</a></sub></details>|||
 |Acura|RDX 2016-18|AcuraWatch Plus or Advance Package|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2016-18">Buy Here</a></sub></details>|||
 |Acura|RDX 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2019-21">Buy Here</a></sub></details>|||
-|Acura|TLX 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2021">Buy Here</a></sub></details>|||
+|Acura|TLX 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 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2021-22">Buy Here</a></sub></details>|||
 |Acura|TLX 2025|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2025">Buy Here</a></sub></details>|||
-|Audi|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
-|Audi|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
-|Audi|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
-|Audi|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
-|Audi|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
-|Audi|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
+|Audi[<sup>11</sup>](#footnotes)|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
+|Audi[<sup>11</sup>](#footnotes)|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
+|Audi[<sup>11</sup>](#footnotes)|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
+|Audi[<sup>11</sup>](#footnotes)|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
+|Audi[<sup>11</sup>](#footnotes)|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
+|Audi[<sup>11</sup>](#footnotes)|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
 |Chevrolet|Bolt EUV 2022-23|Premier or Premier Redline Trim, without Super Cruise Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EUV 2022-23">Buy Here</a></sub></details>|<a href="https://youtu.be/xvwzGMUA210" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Chevrolet|Bolt EV 2022-23|2LT Trim with Adaptive Cruise Control Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV 2022-23">Buy Here</a></sub></details>|||
 |Chevrolet|Equinox 2019-22|Adaptive Cruise Control (ACC)|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Equinox 2019-22">Buy Here</a></sub></details>|||
@@ -32,7 +32,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Chrysler|Pacifica Hybrid 2017-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica Hybrid 2017-18">Buy Here</a></sub></details>|||
 |Chrysler|Pacifica Hybrid 2019-25|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica Hybrid 2019-25">Buy Here</a></sub></details>|||
 |comma|body|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|None|<a href="https://youtu.be/VT-i3yRsX2s?t=2736" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|CUPRA|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
+|CUPRA[<sup>11</sup>](#footnotes)|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
 |Dodge|Durango 2020-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Dodge Durango 2020-21">Buy Here</a></sub></details>|||
 |Ford|Bronco Sport 2021-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Bronco Sport 2021-24">Buy Here</a></sub></details>|||
 |Ford|Escape 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2020-22">Buy Here</a></sub></details>|||
@@ -171,12 +171,12 @@ A supported vehicle is one that just works when you install a comma device. All
 |Kia|Niro EV 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2020">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Kia|Niro EV 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2021">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Kia|Niro EV 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2022">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Kia|Niro EV (with HDA II) 2025|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV (with HDA II) 2025">Buy Here</a></sub></details>|||
+|Kia|Niro EV (with HDA II) 2024-25|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV (with HDA II) 2024-25">Buy Here</a></sub></details>|||
 |Kia|Niro EV (without HDA II) 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV (without HDA II) 2023-25">Buy Here</a></sub></details>|||
 |Kia|Niro Hybrid 2018|Smart Cruise Control (SCC)|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2018">Buy Here</a></sub></details>|||
 |Kia|Niro Hybrid 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2021">Buy Here</a></sub></details>|||
 |Kia|Niro Hybrid 2022|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2022">Buy Here</a></sub></details>|||
-|Kia|Niro Hybrid 2023|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2023">Buy Here</a></sub></details>|||
+|Kia|Niro Hybrid 2023-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2023-24">Buy Here</a></sub></details>|||
 |Kia|Niro Plug-in Hybrid 2018-19|All|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Plug-in Hybrid 2018-19">Buy Here</a></sub></details>|||
 |Kia|Niro Plug-in Hybrid 2020|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Plug-in Hybrid 2020">Buy Here</a></sub></details>|||
 |Kia|Niro Plug-in Hybrid 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Plug-in Hybrid 2021">Buy Here</a></sub></details>|||
@@ -220,8 +220,8 @@ A supported vehicle is one that just works when you install a comma device. All
 |Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus UX Hybrid 2019-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator 2020-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator Plug-in Hybrid 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>|||
-|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|MAN|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN[<sup>11</sup>](#footnotes)|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN[<sup>11</sup>](#footnotes)|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Mazda|CX-5 2022-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-5 2022-25">Buy Here</a></sub></details>|||
 |Mazda|CX-9 2021-23|All|Stock|0 mph|28 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-9 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/dA3duO4a0O4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Nissan[<sup>5</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
@@ -231,8 +231,8 @@ A supported vehicle is one that just works when you install a comma device. All
 |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 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 1500 2019-24">Buy Here</a></sub></details>|||
 |Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|SEAT|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
-|SEAT|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
+|SEAT[<sup>11</sup>](#footnotes)|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
+|SEAT[<sup>11</sup>](#footnotes)|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
 |Subaru|Ascent 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
 |Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
@@ -243,15 +243,15 @@ A supported vehicle is one that just works when you install a comma device. All
 |Subaru|Outback 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
 |Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Škoda|Fabia 2022-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
-|Škoda|Kamiq 2021-23[<sup>11,13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
-|Škoda|Karoq 2019-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Karoq 2019-23">Buy Here</a></sub></details>|||
-|Škoda|Kodiaq 2017-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
-|Škoda|Octavia 2015-19[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia 2015-19">Buy Here</a></sub></details>|||
-|Škoda|Octavia RS 2016[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia RS 2016">Buy Here</a></sub></details>|||
-|Škoda|Octavia Scout 2017-19[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia Scout 2017-19">Buy Here</a></sub></details>|||
-|Škoda|Scala 2020-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
-|Škoda|Superb 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
+|Škoda|Fabia 2022-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
+|Škoda|Kamiq 2021-23[<sup>12,14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
+|Škoda[<sup>11</sup>](#footnotes)|Karoq 2019-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Karoq 2019-23">Buy Here</a></sub></details>|||
+|Škoda[<sup>11</sup>](#footnotes)|Kodiaq 2017-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
+|Škoda[<sup>11</sup>](#footnotes)|Octavia 2015-19[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia 2015-19">Buy Here</a></sub></details>|||
+|Škoda[<sup>11</sup>](#footnotes)|Octavia RS 2016[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia RS 2016">Buy Here</a></sub></details>|||
+|Škoda[<sup>11</sup>](#footnotes)|Octavia Scout 2017-19[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia Scout 2017-19">Buy Here</a></sub></details>|||
+|Škoda|Scala 2020-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
+|Škoda[<sup>11</sup>](#footnotes)|Superb 2015-22[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
 |Tesla[<sup>9</sup>](#footnotes)|Model 3 (with HW3) 2019-23[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>|||
 |Tesla[<sup>9</sup>](#footnotes)|Model 3 (with HW4) 2024-25[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW4) 2024-25">Buy Here</a></sub></details>|||
 |Tesla[<sup>9</sup>](#footnotes)|Model Y (with HW3) 2020-23[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW3) 2020-23">Buy Here</a></sub></details>|||
@@ -301,45 +301,45 @@ A supported vehicle is one that just works when you install a comma device. All
 |Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|RAV4 Hybrid 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Sienna 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
-|Volkswagen|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
-|Volkswagen|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
-|Volkswagen|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Jetta 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2019-23">Buy Here</a></sub></details>|||
-|Volkswagen|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Passat 2015-22[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat Alltrack 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
-|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
-|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
-|Volkswagen|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Roc 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont 2018-22">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont Cross Sport 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont X 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan 2018-24">Buy Here</a></sub></details>|||
-|Volkswagen|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan eHybrid 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Jetta 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 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2019-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen|Passat 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat Alltrack 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
+|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
+|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
+|Volkswagen[<sup>11</sup>](#footnotes)|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Roc 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont 2018-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont Cross Sport 2021-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont X 2021-22">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan 2018-24">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan eHybrid 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>11</sup>](#footnotes)|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||

 ### Footnotes
-<sup>1</sup>openpilot Longitudinal Control (Alpha) is available behind a toggle; the toggle is only available in non-release branches such as `devel` or `nightly-dev`. <br />
+<sup>1</sup>openpilot Longitudinal Control (Alpha) is available behind a toggle; the toggle is only available in non-release branches such as `nightly-dev`. <br />
 <sup>2</sup>Refers only to the Focus Mk4 (C519) available in Europe/China/Taiwan/Australasia, not the Focus Mk3 (C346) in North and South America/Southeast Asia. <br />
 <sup>3</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/gm" target="_blank">GM</a>. <br />
 <sup>4</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <br />
@@ -349,11 +349,12 @@ A supported vehicle is one that just works when you install a comma device. All
 <sup>8</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
 <sup>9</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
 <sup>10</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
-<sup>11</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
-<sup>12</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
-<sup>13</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
-<sup>14</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
-<sup>15</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
+<sup>11</sup>The J533 harness plugs in at the CAN gateway under the dashboard, just above the steering column. More information can be found at <a href="https://docs.howtocomma.com/docs/j533-harness-install" target="_blank">this guide</a>. <br />
+<sup>12</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
+<sup>13</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
+<sup>14</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
+<sup>15</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
+<sup>16</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />

 ## 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/).
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -39,7 +39,7 @@ All of these are examples of good PRs:
 ### First contribution

 [Projects / openpilot bounties](https://github.com/orgs/commaai/projects/26/views/1?pane=info) is the best place to get started and goes in-depth on what's expected when working on a bounty.
-There are a lot of bounties that don't require a comma 3X or a car.
+There are a lot of bounties that don't require a comma four or a car.

 ## Pull Requests

--- a/docs/concepts/glossary.md
+++ b/docs/concepts/glossary.md
@@ -6,4 +6,4 @@
 * **segment**: routes are split into one minute chunks called segments.
 * **comma connect**: the web viewer for all your routes; check it out at [connect.comma.ai](https://connect.comma.ai).
 * **panda**: this is the secondary processor on the device that implements the functional safety and directly talks to the car over CAN. See the [panda repo](https://github.com/commaai/panda).
-* **comma 3X**: the latest hardware by comma.ai for running openpilot. more info at [comma.ai/shop](https://comma.ai/shop).
+* **comma four**: the latest hardware by comma.ai for running openpilot. more info at [comma.ai/shop/comma-four](https://www.comma.ai/shop/comma-four).
--- a/docs/getting-started/what-is-openpilot.md
+++ b/docs/getting-started/what-is-openpilot.md
@@ -5,7 +5,7 @@

 ## How do I use it?

-openpilot is designed to be used on the comma 3X.
+openpilot is designed to be used on the comma four.

 ## How does it work?

--- a/docs/how-to/connect-to-comma.md
+++ b/docs/how-to/connect-to-comma.md
@@ -1,15 +1,15 @@
-# connect to a comma 3X
+# connect to a comma four

-A comma 3X is a normal [Linux](https://github.com/commaai/agnos-builder) computer that exposes [SSH](https://wiki.archlinux.org/title/Secure_Shell) and a [serial console](https://wiki.archlinux.org/title/Working_with_the_serial_console).
+A comma four is a normal [Linux](https://github.com/commaai/agnos-builder) computer that exposes [SSH](https://wiki.archlinux.org/title/Secure_Shell) and a [serial console](https://wiki.archlinux.org/title/Working_with_the_serial_console).

 ## Serial Console

-On both the comma three and 3X, the serial console is accessible from the main OBD-C port.
-Connect the comma 3X to your computer with a normal USB C cable, or use a [comma serial](https://comma.ai/shop/comma-serial) for steady 12V power.
+On both the comma three and comma four, the serial console is accessible from the main OBD-C port.
+Connect the comma four to your computer with a normal USB C cable, or use a [comma serial](https://comma.ai/shop/comma-serial) for steady 12V power.

 On the comma three, the serial console is exposed through a UART-to-USB chip, and `tools/scripts/serial.sh` can be used to connect.

-On the comma 3X, the serial console is accessible through the [panda](https://github.com/commaai/panda) using the `panda/tests/som_debug.sh` script.
+On the comma four, the serial console is accessible through the [panda](https://github.com/commaai/panda) using the `panda/tests/som_debug.sh` script.

  * Username: `comma`
  * Password: `comma`
@@ -45,7 +45,7 @@ In order to use ADB on your device, you'll need to perform the following steps u
    * Here's an example command for connecting to your device using its tethered connection: `adb connect 192.168.43.1:5555`

 > [!NOTE]
-> The default port for ADB is 5555 on the comma 3X.
+> The default port for ADB is 5555 on the comma four.

 For more info on ADB, see the [Android Debug Bridge (ADB) documentation](https://developer.android.com/tools/adb).

--- a/docs/how-to/replay-a-drive.md
+++ b/docs/how-to/replay-a-drive.md
@@ -8,7 +8,7 @@ Replaying is a critical tool for openpilot development and debugging.
 Just run `tools/replay/replay --demo`.

 ## Replaying CAN data
-*Hardware required: jungle and comma 3X*
+*Hardware required: jungle and comma four*

 1. Connect your PC to a jungle.
 2.
--- a/docs/how-to/turn-the-speed-blue.md
+++ b/docs/how-to/turn-the-speed-blue.md
@@ -3,7 +3,7 @@

 In 30 minutes, we'll get an openpilot development environment set up on your computer and make some changes to openpilot's UI.

-And if you have a comma 3X, we'll deploy the change to your device for testing.
+And if you have a comma four, we'll deploy the change to your device for testing.

 ## 1. Set up your development environment

--- a/launch_chffrplus.sh
+++ b/launch_chffrplus.sh
@@ -7,6 +7,7 @@ source "$DIR/launch_env.sh"
 function agnos_init {
  # TODO: move this to agnos
  sudo rm -f /data/etc/NetworkManager/system-connections/*.nmmeta
+  rm -f /data/scons_cache/config.lock

  # set success flag for current boot slot
  sudo abctl --set_success
--- a/2
+++ b/2
--- a/2
+++ b/2
--- a/2
+++ b/2
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -107,6 +107,7 @@ dev = [
 ]

 tools = [
+  "imgui  @ git+https://github.com/commaai/dependencies.git@release-imgui#subdirectory=imgui",
  "metadrive-simulator @ git+https://github.com/commaai/metadrive.git@minimal ; (platform_machine != 'aarch64')",
 ]

--- a/2
+++ b/2
--- a/scripts/reporter.py
+++ b/scripts/reporter.py
@@ -38,6 +38,11 @@ if __name__ == "__main__":
      continue

    fn = os.path.basename(f)
-    master = get_checkpoint(MASTER_PATH + MODEL_PATH + fn)
+    master_path = MASTER_PATH + MODEL_PATH + fn
+    if os.path.exists(master_path):
+      master = get_checkpoint(master_path)
+      master_col = f"[{master}](https://reporter.comma.life/experiment/{master})"
+    else:
+      master_col = "N/A (new model)"
    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})", "|")
+    print("|", fn, "|", master_col, "|", f"[{pr}](https://reporter.comma.life/experiment/{pr})", "|")
--- a/selfdrive/assets/icons_mici/onroad/glasses.png
+++ b/selfdrive/assets/icons_mici/onroad/glasses.png
--- a/selfdrive/car/card.py
+++ b/selfdrive/car/card.py
@@ -90,7 +90,6 @@ class Car:
          break

      alpha_long_allowed = self.params.get_bool("AlphaLongitudinalEnabled")
-      num_pandas = len(messaging.recv_one_retry(self.sm.sock['pandaStates']).pandaStates)

      cached_params = None
      cached_params_raw = self.params.get("CarParamsCache")
@@ -98,7 +97,7 @@ 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), alpha_long_allowed, is_release, num_pandas, cached_params)
+      self.CI = get_car(*self.can_callbacks, obd_callback(self.params), alpha_long_allowed, is_release, cached_params)
      self.RI = interfaces[self.CI.CP.carFingerprint].RadarInterface(self.CI.CP)
      self.CP = self.CI.CP

--- a/selfdrive/controls/controlsd.py
+++ b/selfdrive/controls/controlsd.py
@@ -37,7 +37,7 @@ class Controls:
    self.CI = interfaces[self.CP.carFingerprint](self.CP)

    self.sm = messaging.SubMaster(['liveDelay', 'liveParameters', 'liveTorqueParameters', 'modelV2', 'selfdriveState',
-                                   'liveCalibration', 'livePose', 'longitudinalPlan', 'carState', 'carOutput',
+                                   'liveCalibration', 'livePose', 'longitudinalPlan', 'lateralManeuverPlan', 'carState', 'carOutput',
                                   'driverMonitoringState', 'onroadEvents', 'driverAssistance'], poll='selfdriveState')
    self.pm = messaging.PubMaster(['carControl', 'controlsState'])

@@ -116,7 +116,10 @@ class Controls:

    # Steering PID loop and lateral MPC
    # 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
+    if self.sm.valid['lateralManeuverPlan']:
+      new_desired_curvature = self.sm['lateralManeuverPlan'].desiredCurvature if CC.latActive else self.curvature
+    else:
+      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)
    lat_delay = self.sm["liveDelay"].lateralDelay + LAT_SMOOTH_SECONDS

--- a/selfdrive/controls/lib/latcontrol_angle.py
+++ b/selfdrive/controls/lib/latcontrol_angle.py
@@ -11,7 +11,7 @@ class LatControlAngle(LatControl):
  def __init__(self, CP, CI, dt):
    super().__init__(CP, CI, dt)
    self.sat_check_min_speed = 5.
-    self.use_steer_limited_by_safety = CP.brand == "tesla"
+    self.use_steer_limited_by_safety = CP.brand in ("tesla", "hyundai")

  def update(self, active, CS, VM, params, steer_limited_by_safety, desired_curvature, curvature_limited, lat_delay):
    angle_log = log.ControlsState.LateralAngleState.new_message()
--- a/selfdrive/controls/tests/test_torqued_lat_accel_offset.py
+++ b/selfdrive/controls/tests/test_torqued_lat_accel_offset.py
@@ -50,8 +50,10 @@ def simulate_straight_road_msgs(est):
  lat_accels = TORQUE_TUNE.latAccelFactor * steer_torques
  for t, steer_torque, lat_accel in zip(ts, steer_torques, lat_accels, strict=True):
    carOutput.actuatorsOutput.torque = float(-steer_torque)
-    livePose.orientationNED.x = float(np.deg2rad(ROLL_BIAS_DEG))
-    livePose.angularVelocityDevice.z = float(lat_accel / V_EGO)
+    livePose.orientationNED = {'x': float(np.deg2rad(ROLL_BIAS_DEG)), 'valid': True}
+    livePose.angularVelocityDevice = {'z': float(lat_accel / V_EGO), 'valid': True}
+    livePose.inputsOK, livePose.sensorsOK, livePose.posenetOK = True, True, True
+    livePose.timestamp = int(t * 1e9)
    for which, msg in (('carControl', carControl), ('carOutput', carOutput), ('carState', carState), ('livePose', livePose)):
      est.handle_log(t, which, msg)

--- a/selfdrive/debug/car/fw_versions.py
+++ b/selfdrive/debug/car/fw_versions.py
@@ -45,8 +45,6 @@ if __name__ == "__main__":
      extra[(Ecu.unknown, 0x750, i)] = []
    extra = {"any": {"debug": extra}}

-  num_pandas = len(messaging.recv_one_retry(pandaStates_sock).pandaStates)
-
  t = time.monotonic()
  print("Getting vin...")
  set_obd_multiplexing(True)
@@ -56,7 +54,7 @@ if __name__ == "__main__":
  print()

  t = time.monotonic()
-  fw_vers = get_fw_versions(*can_callbacks, set_obd_multiplexing, query_brand=args.brand, extra=extra, num_pandas=num_pandas, progress=True)
+  fw_vers = get_fw_versions(*can_callbacks, set_obd_multiplexing, query_brand=args.brand, extra=extra, progress=True)
  _, candidates = match_fw_to_car(fw_vers, vin)

  print()
--- a/selfdrive/debug/debug_fw_fingerprinting_offline.py
+++ b/selfdrive/debug/debug_fw_fingerprinting_offline.py
@@ -44,7 +44,7 @@ if __name__ == "__main__":
  parser = argparse.ArgumentParser(description='View back and forth ISO-TP communication between various ECUs given an address')
  parser.add_argument('route', nargs='?', help='Route name, live if not specified')
  parser.add_argument('--addrs', nargs='*', default=[], help='List of tx address to view (0x7e0 for engine)')
-  parser.add_argument('--rxoffset', default='')
+  parser.add_argument('--rxoffset', default='0x8')
  args = parser.parse_args()

  addrs = [int(addr, base=16) if addr.startswith('0x') else int(addr) for addr in args.addrs]
--- a/selfdrive/locationd/locationd.py
+++ b/selfdrive/locationd/locationd.py
@@ -28,6 +28,9 @@ INPUT_INVALID_LIMIT = 2.0 # 1 (camodo) / 9 (sensor) bad input[s] ignored
 INPUT_INVALID_RECOVERY = 10.0 # ~10 secs to resume after exceeding allowed bad inputs by one
 POSENET_STD_INITIAL_VALUE = 10.0
 POSENET_STD_HIST_HALF = 20
+CAM_ODO_POSE_DELAY = 0.1 # dependent on the vision model context frames and temporal frequency (current model is 5 fps with 2 context frames)
+CAM_ODO_ROT_STD_MULT = 10
+CAM_ODO_TRANS_STD_MULT = 4


 def calculate_invalid_input_decay(invalid_limit, recovery_time, frequency):
@@ -155,6 +158,8 @@ class LocationEstimator:
        self.device_from_calib = rot_from_euler(calib)

    elif which == "cameraOdometry":
+      # camera odometry is delayed depending on the model context frames and temporal frequency
+      t = msg.timestampEof * 1e-9 - CAM_ODO_POSE_DELAY
      if not self._validate_timestamp(t):
        return HandleLogResult.TIMING_INVALID

@@ -177,8 +182,8 @@ class LocationEstimator:
      self.posenet_stds[-1] = trans_calib_std[0]

      # Multiply by N to avoid to high certainty in kalman filter because of temporally correlated noise
-      rot_calib_std *= 10
-      trans_calib_std *= 2
+      rot_calib_std *= CAM_ODO_ROT_STD_MULT
+      trans_calib_std *= CAM_ODO_TRANS_STD_MULT

      rot_device_std = rotate_std(self.device_from_calib, rot_calib_std)
      trans_device_std = rotate_std(self.device_from_calib, trans_calib_std)
@@ -234,6 +239,7 @@ class LocationEstimator:
    livePose.inputsOK = inputs_valid
    livePose.posenetOK = not std_spike or self.car_speed <= 5.0
    livePose.sensorsOK = sensors_valid
+    livePose.timestamp = int(np.nan_to_num(self.kf.t) * 1e9)

    return msg

--- a/selfdrive/locationd/models/pose_kf.py
+++ b/selfdrive/locationd/models/pose_kf.py
@@ -47,13 +47,13 @@ class PoseKalman(KalmanFilter):
  # process noise
  Q = np.diag([0.001**2, 0.001**2, 0.001**2,
               0.01**2, 0.01**2, 0.01**2,
-               0.1**2, 0.1**2, 0.1**2,
+               0.085**2, 0.085**2, 0.085**2,
               (0.005 / 100)**2, (0.005 / 100)**2, (0.005 / 100)**2,
               3**2, 3**2, 3**2,
               0.005**2, 0.005**2, 0.005**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.PHONE_ACCEL: np.diag([0.75**2, 0.75**2, 0.75**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])}

--- a/selfdrive/locationd/paramsd.py
+++ b/selfdrive/locationd/paramsd.py
@@ -65,6 +65,7 @@ class VehicleParamsLearner:

  def handle_log(self, t: float, which: str, msg: capnp._DynamicStructReader):
    if which == 'livePose':
+      t = msg.timestamp * 1e-9
      device_pose = Pose.from_live_pose(msg)
      calibrated_pose = self.calibrator.build_calibrated_pose(device_pose)

--- a/selfdrive/locationd/test/test_locationd_scenarios.py
+++ b/selfdrive/locationd/test/test_locationd_scenarios.py
@@ -3,6 +3,7 @@ from collections import defaultdict
 from enum import Enum

 from openpilot.tools.lib.logreader import LogReader
+from openpilot.selfdrive.locationd.lagd import masked_symmetric_moving_average
 from openpilot.selfdrive.test.process_replay.migration import migrate_all
 from openpilot.selfdrive.test.process_replay.process_replay import replay_process_with_name

@@ -15,6 +16,7 @@ SELECT_COMPARE_FIELDS = {
  'inputs_flag': ['inputsOK'],
  'sensors_flag': ['sensorsOK'],
 }
+SMOOTH_FIELDS = ['yaw_rate', 'roll']
 JUNK_IDX = 100
 CONSISTENT_SPIKES_COUNT = 10

@@ -32,6 +34,8 @@ class Scenario(Enum):


 def get_select_fields_data(logs):
+  def sig_smooth(signal):
+    return masked_symmetric_moving_average(signal, np.ones_like(signal), 5, 1.0)
  def get_nested_keys(msg, keys):
    val = None
    for key in keys:
@@ -44,6 +48,8 @@ def get_select_fields_data(logs):
      data[key].append(get_nested_keys(msg, fields))
  for key in data:
    data[key] = np.array(data[key][JUNK_IDX:], dtype=float)
+    if key in SMOOTH_FIELDS:
+      data[key] = sig_smooth(data[key])
  return data


@@ -110,7 +116,7 @@ class TestLocationdScenarios:
    """
    orig_data, replayed_data = run_scenarios(Scenario.BASE, self.logs)
    assert np.allclose(orig_data['yaw_rate'], replayed_data['yaw_rate'], atol=np.radians(0.35))
-    assert np.allclose(orig_data['roll'], replayed_data['roll'], atol=np.radians(0.55))
+    assert np.allclose(orig_data['roll'], replayed_data['roll'], atol=np.radians(0.35))

  def test_gyro_off(self):
    """
@@ -135,7 +141,7 @@ class TestLocationdScenarios:
    """
    orig_data, replayed_data = run_scenarios(Scenario.GYRO_SPIKE_MIDWAY, self.logs)
    assert np.allclose(orig_data['yaw_rate'], replayed_data['yaw_rate'], atol=np.radians(0.35))
-    assert np.allclose(orig_data['roll'], replayed_data['roll'], atol=np.radians(0.55))
+    assert np.allclose(orig_data['roll'], replayed_data['roll'], atol=np.radians(0.35))
    assert np.all(replayed_data['inputs_flag'] == orig_data['inputs_flag'])
    assert np.all(replayed_data['sensors_flag'] == orig_data['sensors_flag'])

@@ -169,7 +175,7 @@ class TestLocationdScenarios:
    """
    orig_data, replayed_data = run_scenarios(Scenario.ACCEL_SPIKE_MIDWAY, self.logs)
    assert np.allclose(orig_data['yaw_rate'], replayed_data['yaw_rate'], atol=np.radians(0.35))
-    assert np.allclose(orig_data['roll'], replayed_data['roll'], atol=np.radians(0.55))
+    assert np.allclose(orig_data['roll'], replayed_data['roll'], atol=np.radians(0.35))

  def test_single_timing_spike(self):
    """
--- a/selfdrive/locationd/torqued.py
+++ b/selfdrive/locationd/torqued.py
@@ -180,7 +180,9 @@ class TorqueEstimator(ParameterEstimator):
      self.lag = msg.lateralDelay
    # calculate lateral accel from past steering torque
    elif which == "livePose":
-      if len(self.raw_points['steer_torque']) == self.hist_len:
+      is_valid = msg.angularVelocityDevice.valid and msg.orientationNED.valid and msg.inputsOK and msg.sensorsOK and msg.posenetOK
+      if len(self.raw_points['steer_torque']) == self.hist_len and is_valid:
+        t = msg.timestamp * 1e-9
        device_pose = Pose.from_live_pose(msg)
        calibrated_pose = self.calibrator.build_calibrated_pose(device_pose)
        angular_velocity_calibrated = calibrated_pose.angular_velocity
--- a/selfdrive/modeld/SConscript
+++ b/selfdrive/modeld/SConscript
@@ -18,10 +18,10 @@ def estimate_pickle_max_size(onnx_size):
 tg_flags = {
    'larch64': 'DEV=QCOM FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0',
    'Darwin': f'DEV=CPU THREADS=0 HOME={os.path.expanduser("~")}', # tinygrad calls brew which needs a $HOME in the env
-}.get(arch, 'DEV=CPU CPU_LLVM=1 THREADS=0')
+}.get(arch, 'DEV=CPU:LLVM THREADS=0')

 # Get model metadata
-for model_name in ['driving_vision', 'driving_policy', 'dmonitoring_model']:
+for model_name in ['driving_vision', 'driving_off_policy', 'driving_on_policy', 'dmonitoring_model']:
  fn = File(f"models/{model_name}").abspath
  script_files = [File(Dir("#selfdrive/modeld").File("get_model_metadata.py").abspath)]
  cmd = f'{tg_flags} python3 {Dir("#selfdrive/modeld").abspath}/get_model_metadata.py {fn}.onnx'
@@ -59,19 +59,5 @@ def tg_compile(flags, model_name):
  )

 # Compile small models
-for model_name in ['driving_vision', 'driving_policy', 'dmonitoring_model']:
+for model_name in ['driving_vision', 'driving_off_policy', 'driving_on_policy', 'dmonitoring_model']:
  tg_compile(tg_flags, model_name)
-
-# Compile BIG model if USB GPU is available
-if "USBGPU" in os.environ:
-  import subprocess
-  # because tg doesn't support multi-process
-  devs = subprocess.check_output('python3 -c "from tinygrad import Device; print(list(Device.get_available_devices()))"', shell=True, cwd=env.Dir('#').abspath)
-  if b"AMD" in devs:
-    print("USB GPU detected... building")
-    flags = "DEV=AMD AMD_IFACE=USB AMD_LLVM=1 NOLOCALS=0 IMAGE=0"
-    bp = tg_compile(flags, "big_driving_policy")
-    bv = tg_compile(flags, "big_driving_vision")
-    lenv.SideEffect('lock', [bp, bv])  # tg doesn't support multi-process so build serially
-  else:
-    print("USB GPU not detected... skipping")
--- a/selfdrive/modeld/compile_warp.py
+++ b/selfdrive/modeld/compile_warp.py
@@ -94,11 +94,11 @@ def make_frame_prepare(cam_w, cam_h, model_w, model_h):


 def make_update_img_input(frame_prepare, model_w, model_h):
-  def update_img_input_tinygrad(tensor, frame, M_inv):
+  def update_img_input_tinygrad(frame_buffer, frame, M_inv):
    M_inv = M_inv.to(Device.DEFAULT)
    new_img = frame_prepare(frame, M_inv)
-    full_buffer = tensor[6:].cat(new_img, dim=0).contiguous()
-    return full_buffer, Tensor.cat(full_buffer[:6], full_buffer[-6:], dim=0).contiguous().reshape(1, 12, model_h//2, model_w//2)
+    frame_buffer.assign(frame_buffer[6:].cat(new_img, dim=0).contiguous())
+    return Tensor.cat(frame_buffer[:6], frame_buffer[-6:], dim=0).contiguous().reshape(1, 12, model_h//2, model_w//2)
  return update_img_input_tinygrad


@@ -107,9 +107,9 @@ def make_update_both_imgs(frame_prepare, model_w, model_h):

  def update_both_imgs_tinygrad(calib_img_buffer, new_img, M_inv,
                                calib_big_img_buffer, new_big_img, M_inv_big):
-    calib_img_buffer, calib_img_pair = update_img(calib_img_buffer, new_img, M_inv)
-    calib_big_img_buffer, calib_big_img_pair = update_img(calib_big_img_buffer, new_big_img, M_inv_big)
-    return calib_img_buffer, calib_img_pair, calib_big_img_buffer, calib_big_img_pair
+    calib_img_pair = update_img(calib_img_buffer, new_img, M_inv)
+    calib_big_img_pair = update_img(calib_big_img_buffer, new_big_img, M_inv_big)
+    return calib_img_pair, calib_big_img_pair
  return update_both_imgs_tinygrad


@@ -136,29 +136,18 @@ def compile_modeld_warp(cam_w, cam_h):

  full_buffer = Tensor.zeros(IMG_BUFFER_SHAPE, dtype='uint8').contiguous().realize()
  big_full_buffer = Tensor.zeros(IMG_BUFFER_SHAPE, dtype='uint8').contiguous().realize()
-  full_buffer_np = np.zeros(IMG_BUFFER_SHAPE, dtype=np.uint8)
-  big_full_buffer_np = np.zeros(IMG_BUFFER_SHAPE, dtype=np.uint8)
-
  for i in range(10):
-    new_frame_np = (32 * np.random.randn(yuv_size).astype(np.float32) + 128).clip(0, 255).astype(np.uint8)
    img_inputs = [full_buffer,
-                  Tensor.from_blob(new_frame_np.ctypes.data, (yuv_size,), dtype='uint8').realize(),
+                  Tensor(np.random.randint(0, 256, yuv_size, dtype=np.uint8)).realize(),
                  Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')]
-    new_big_frame_np = (32 * np.random.randn(yuv_size).astype(np.float32) + 128).clip(0, 255).astype(np.uint8)
    big_img_inputs = [big_full_buffer,
-                      Tensor.from_blob(new_big_frame_np.ctypes.data, (yuv_size,), dtype='uint8').realize(),
+                      Tensor(np.random.randint(0, 256, yuv_size, dtype=np.uint8)).realize(),
                      Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')]
    inputs = img_inputs + big_img_inputs
    Device.default.synchronize()

-    inputs_np = [x.numpy() for x in inputs]
-    inputs_np[0] = full_buffer_np
-    inputs_np[3] = big_full_buffer_np
-
    st = time.perf_counter()
-    out = update_img_jit(*inputs)
-    full_buffer = out[0].contiguous().realize().clone()
-    big_full_buffer = out[2].contiguous().realize().clone()
+    _ = update_img_jit(*inputs)
    mt = time.perf_counter()
    Device.default.synchronize()
    et = time.perf_counter()
@@ -183,7 +172,7 @@ def compile_dm_warp(cam_w, cam_h):
  warp_dm_jit = TinyJit(warp_dm, prune=True)

  for i in range(10):
-    inputs = [Tensor.from_blob((32 * Tensor.randn(yuv_size,) + 128).cast(dtype='uint8').realize().numpy().ctypes.data, (yuv_size,), dtype='uint8'),
+    inputs = [Tensor(np.random.randint(0, 256, yuv_size, dtype=np.uint8)).realize(),
              Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')]
    Device.default.synchronize()
    st = time.perf_counter()
--- a/selfdrive/modeld/dmonitoringmodeld.py
+++ b/selfdrive/modeld/dmonitoringmodeld.py
@@ -80,7 +80,7 @@ def parse_model_output(model_output):
    face_descs = model_output[f'face_descs_{ds_suffix}']
    parsed[f'face_descs_{ds_suffix}'] = face_descs[:, :-6]
    parsed[f'face_descs_{ds_suffix}_std'] = safe_exp(face_descs[:, -6:])
-    for key in ['face_prob', 'left_eye_prob', 'right_eye_prob','left_blink_prob', 'right_blink_prob', 'sunglasses_prob', 'using_phone_prob']:
+    for key in ['face_prob', 'eyes_visible_prob', 'eyes_closed_prob', 'using_phone_prob']:
      parsed[f'{key}_{ds_suffix}'] = sigmoid(model_output[f'{key}_{ds_suffix}'])
  return parsed

@@ -90,11 +90,8 @@ def fill_driver_data(msg, model_output, ds_suffix):
  msg.facePosition = model_output[f'face_descs_{ds_suffix}'][0, 3:5].tolist()
  msg.facePositionStd = model_output[f'face_descs_{ds_suffix}_std'][0, 3:5].tolist()
  msg.faceProb = model_output[f'face_prob_{ds_suffix}'][0, 0].item()
-  msg.leftEyeProb = model_output[f'left_eye_prob_{ds_suffix}'][0, 0].item()
-  msg.rightEyeProb = model_output[f'right_eye_prob_{ds_suffix}'][0, 0].item()
-  msg.leftBlinkProb = model_output[f'left_blink_prob_{ds_suffix}'][0, 0].item()
-  msg.rightBlinkProb = model_output[f'right_blink_prob_{ds_suffix}'][0, 0].item()
-  msg.sunglassesProb = model_output[f'sunglasses_prob_{ds_suffix}'][0, 0].item()
+  msg.eyesVisibleProb = model_output[f'eyes_visible_prob_{ds_suffix}'][0, 0].item()
+  msg.eyesClosedProb = model_output[f'eyes_closed_prob_{ds_suffix}'][0, 0].item()
  msg.phoneProb = model_output[f'using_phone_prob_{ds_suffix}'][0, 0].item()

 def get_driverstate_packet(model_output, frame_id: int, location_ts: int, exec_time: float, gpu_exec_time: float):
--- a/selfdrive/modeld/modeld.py
+++ b/selfdrive/modeld/modeld.py
@@ -34,11 +34,13 @@ from openpilot.selfdrive.modeld.constants import ModelConstants, Plan
 PROCESS_NAME = "selfdrive.modeld.modeld"
 SEND_RAW_PRED = os.getenv('SEND_RAW_PRED')

-VISION_PKL_PATH = Path(__file__).parent / 'models/driving_vision_tinygrad.pkl'
-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'
 MODELS_DIR = Path(__file__).parent / 'models'
+VISION_PKL_PATH = MODELS_DIR / 'driving_vision_tinygrad.pkl'
+VISION_METADATA_PATH = MODELS_DIR / 'driving_vision_metadata.pkl'
+ON_POLICY_PKL_PATH = MODELS_DIR / 'driving_on_policy_tinygrad.pkl'
+ON_POLICY_METADATA_PATH = MODELS_DIR / 'driving_on_policy_metadata.pkl'
+OFF_POLICY_PKL_PATH = MODELS_DIR / 'driving_off_policy_tinygrad.pkl'
+OFF_POLICY_METADATA_PATH = MODELS_DIR / 'driving_off_policy_metadata.pkl'

 LAT_SMOOTH_SECONDS = 0.0
 LONG_SMOOTH_SECONDS = 0.3
@@ -151,7 +153,13 @@ class ModelState:
      self.vision_output_slices = vision_metadata['output_slices']
      vision_output_size = vision_metadata['output_shapes']['outputs'][1]

-    with open(POLICY_METADATA_PATH, 'rb') as f:
+    with open(OFF_POLICY_METADATA_PATH, 'rb') as f:
+      off_policy_metadata = pickle.load(f)
+      self.off_policy_input_shapes =  off_policy_metadata['input_shapes']
+      self.off_policy_output_slices = off_policy_metadata['output_slices']
+      off_policy_output_size = off_policy_metadata['output_shapes']['outputs'][1]
+
+    with open(ON_POLICY_METADATA_PATH, 'rb') as f:
      policy_metadata = pickle.load(f)
      self.policy_input_shapes =  policy_metadata['input_shapes']
      self.policy_output_slices = policy_metadata['output_slices']
@@ -175,11 +183,13 @@ class ModelState:
    self.vision_output = np.zeros(vision_output_size, dtype=np.float32)
    self.policy_inputs = {k: Tensor(v, device='NPY').realize() for k,v in self.numpy_inputs.items()}
    self.policy_output = np.zeros(policy_output_size, dtype=np.float32)
+    self.off_policy_output = np.zeros(off_policy_output_size, dtype=np.float32)
    self.parser = Parser()
    self.frame_buf_params : dict[str, tuple[int, int, int, int]] = {}
    self.update_imgs = None
    self.vision_run = pickle.loads(read_file_chunked(str(VISION_PKL_PATH)))
-    self.policy_run = pickle.loads(read_file_chunked(str(POLICY_PKL_PATH)))
+    self.policy_run = pickle.loads(read_file_chunked(str(ON_POLICY_PKL_PATH)))
+    self.off_policy_run = pickle.loads(read_file_chunked(str(OFF_POLICY_PKL_PATH)))

  def slice_outputs(self, model_outputs: np.ndarray, output_slices: dict[str, slice]) -> dict[str, np.ndarray]:
    parsed_model_outputs = {k: model_outputs[np.newaxis, v] for k,v in output_slices.items()}
@@ -212,8 +222,7 @@ class ModelState:

    out = self.update_imgs(self.img_queues['img'], self.full_frames['img'], self.transforms['img'],
                           self.img_queues['big_img'], self.full_frames['big_img'], self.transforms['big_img'])
-    self.img_queues['img'], self.img_queues['big_img'] = out[0].realize(), out[2].realize()
-    vision_inputs = {'img': out[1], 'big_img': out[3]}
+    vision_inputs = {'img': out[0], 'big_img': out[1]}

    if prepare_only:
      return None
@@ -228,9 +237,17 @@ class ModelState:

    self.policy_output = self.policy_run(**self.policy_inputs).contiguous().realize().uop.base.buffer.numpy().flatten()
    policy_outputs_dict = self.parser.parse_policy_outputs(self.slice_outputs(self.policy_output, self.policy_output_slices))
-    combined_outputs_dict = {**vision_outputs_dict, **policy_outputs_dict}
+
+    self.off_policy_output = self.off_policy_run(**self.policy_inputs).contiguous().realize().uop.base.buffer.numpy()
+    off_policy_outputs_dict = self.parser.parse_off_policy_outputs(self.slice_outputs(self.off_policy_output, self.off_policy_output_slices))
+    off_policy_outputs_dict.pop('plan')
+
+
+    combined_outputs_dict = {**vision_outputs_dict, **off_policy_outputs_dict, **policy_outputs_dict}
+    if 'planplus' in combined_outputs_dict and 'plan' in combined_outputs_dict:
+      combined_outputs_dict['plan'] = combined_outputs_dict['plan'] + combined_outputs_dict['planplus']
    if SEND_RAW_PRED:
-      combined_outputs_dict['raw_pred'] = np.concatenate([self.vision_output.copy(), self.policy_output.copy()])
+      combined_outputs_dict['raw_pred'] = np.concatenate([self.vision_output.copy(), self.policy_output.copy(), self.off_policy_output.copy()])

    return combined_outputs_dict

@@ -388,7 +405,9 @@ def main(demo=False):
      drivingdata_send = messaging.new_message('drivingModelData')
      posenet_send = messaging.new_message('cameraOdometry')

-      action = get_action_from_model(model_output, prev_action, lat_delay + DT_MDL, long_delay + DT_MDL, v_ego)
+      frame_delay = DT_MDL # compensate for time passed since the frame was captured: current_time - timestamp_eof is 50ms on average
+      action_delay = DT_MDL / 2 # middle of the interval between model output (current state) and next frame (expected state)
+      action = get_action_from_model(model_output, prev_action, lat_delay + frame_delay + action_delay, long_delay + frame_delay + action_delay, 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,
--- a/selfdrive/modeld/models/big_driving_policy.onnx
+++ b/selfdrive/modeld/models/big_driving_policy.onnx
@@ -1 +0,0 @@
-driving_policy.onnx
--- a/selfdrive/modeld/models/big_driving_vision.onnx
+++ b/selfdrive/modeld/models/big_driving_vision.onnx
@@ -1 +0,0 @@
-driving_vision.onnx
--- a/selfdrive/modeld/models/dmonitoring_model.onnx
+++ b/selfdrive/modeld/models/dmonitoring_model.onnx
--- a/selfdrive/modeld/models/driving_off_policy.onnx
+++ b/selfdrive/modeld/models/driving_off_policy.onnx
--- a/selfdrive/modeld/models/driving_on_policy.onnx
+++ b/selfdrive/modeld/models/driving_on_policy.onnx
--- a/selfdrive/modeld/models/driving_policy.onnx
+++ b/selfdrive/modeld/models/driving_policy.onnx
--- a/selfdrive/modeld/models/driving_vision.onnx
+++ b/selfdrive/modeld/models/driving_vision.onnx
--- a/selfdrive/modeld/parse_model_outputs.py
+++ b/selfdrive/modeld/parse_model_outputs.py
@@ -96,11 +96,17 @@ 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_categorical_crossentropy('desire_pred', outs, out_shape=(ModelConstants.DESIRE_PRED_LEN,ModelConstants.DESIRE_PRED_WIDTH))
+    self.parse_binary_crossentropy('meta', outs)
+    return outs
+
+  def parse_off_policy_outputs(self, outs: dict[str, np.ndarray]) -> dict[str, np.ndarray]:
+    plan_mhp = self.is_mhp(outs, 'plan',  ModelConstants.IDX_N * ModelConstants.PLAN_WIDTH)
+    plan_in_N, plan_out_N = (ModelConstants.PLAN_MHP_N, ModelConstants.PLAN_MHP_SELECTION) if plan_mhp else (0, 0)
+    self.parse_mdn('plan', outs, in_N=plan_in_N, out_N=plan_out_N, 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_binary_crossentropy('lane_lines_prob', outs)
-    self.parse_categorical_crossentropy('desire_pred', outs, out_shape=(ModelConstants.DESIRE_PRED_LEN,ModelConstants.DESIRE_PRED_WIDTH))
-    self.parse_binary_crossentropy('meta', outs)
    self.parse_binary_crossentropy('lead_prob', outs)
    lead_mhp = self.is_mhp(outs, 'lead', ModelConstants.LEAD_MHP_SELECTION * ModelConstants.LEAD_TRAJ_LEN * ModelConstants.LEAD_WIDTH)
    lead_in_N, lead_out_N = (ModelConstants.LEAD_MHP_N, ModelConstants.LEAD_MHP_SELECTION) if lead_mhp else (0, 0)
@@ -120,5 +126,6 @@ class Parser:

  def parse_outputs(self, outs: dict[str, np.ndarray]) -> dict[str, np.ndarray]:
    outs = self.parse_vision_outputs(outs)
+    outs = self.parse_off_policy_outputs(outs)
    outs = self.parse_policy_outputs(outs)
    return outs
--- a/selfdrive/monitoring/helpers.py
+++ b/selfdrive/monitoring/helpers.py
@@ -1,4 +1,4 @@
-from math import atan2
+from math import atan2, radians
 import numpy as np

 from cereal import car, log
@@ -32,9 +32,8 @@ class DRIVER_MONITOR_SETTINGS:
    self._DISTRACTED_PROMPT_TIME_TILL_TERMINAL = 6.

    self._FACE_THRESHOLD = 0.7
-    self._EYE_THRESHOLD = 0.65
-    self._SG_THRESHOLD = 0.9
-    self._BLINK_THRESHOLD = 0.865
+    self._EYE_THRESHOLD = 0.5
+    self._BLINK_THRESHOLD = 0.5
    self._PHONE_THRESH = 0.5

    self._POSE_PITCH_THRESHOLD = 0.3133
@@ -43,6 +42,9 @@ class DRIVER_MONITOR_SETTINGS:
    self._POSE_YAW_THRESHOLD = 0.4020
    self._POSE_YAW_THRESHOLD_SLACK = 0.5042
    self._POSE_YAW_THRESHOLD_STRICT = self._POSE_YAW_THRESHOLD
+    self._POSE_YAW_MIN_STEER_DEG = 30
+    self._POSE_YAW_STEER_FACTOR = 0.15
+    self._POSE_YAW_STEER_MAX_OFFSET = 0.3927
    self._PITCH_NATURAL_OFFSET = 0.011 # initial value before offset is learned
    self._PITCH_NATURAL_THRESHOLD = 0.449
    self._YAW_NATURAL_OFFSET = 0.075 # initial value before offset is learned
@@ -59,7 +61,6 @@ class DRIVER_MONITOR_SETTINGS:
    self._POSESTD_THRESHOLD = 0.3
    self._HI_STD_FALLBACK_TIME = int(10  / self._DT_DMON)  # fall back to wheel touch if model is uncertain for 10s
    self._DISTRACTED_FILTER_TS = 0.25  # 0.6Hz
-    self._ALWAYS_ON_ALERT_MIN_SPEED = 11

    self._POSE_CALIB_MIN_SPEED = 13  # 30 mph
    self._POSE_OFFSET_MIN_COUNT = int(60 / self._DT_DMON)  # valid data counts before calibration completes, 1min cumulative
@@ -101,6 +102,7 @@ class DriverPose:
    self.low_std = True
    self.cfactor_pitch = 1.
    self.cfactor_yaw = 1.
+    self.steer_yaw_offset = 0.

 class DriverProb:
  def __init__(self, raw_priors, max_trackable):
@@ -108,11 +110,6 @@ class DriverProb:
    self.prob_offseter = RunningStatFilter(raw_priors=raw_priors, max_trackable=max_trackable)
    self.prob_calibrated = False

-class DriverBlink:
-  def __init__(self):
-    self.left = 0.
-    self.right = 0.
-

 # model output refers to center of undistorted+leveled image
 EFL = 598.0 # focal length in K
@@ -147,7 +144,7 @@ class DriverMonitoring:
    wheelpos_filter_raw_priors = (self.settings._WHEELPOS_DATA_AVG, self.settings._WHEELPOS_DATA_VAR, 2)
    self.wheelpos = DriverProb(raw_priors=wheelpos_filter_raw_priors, max_trackable=self.settings._WHEELPOS_MAX_COUNT)
    self.pose = DriverPose(settings=self.settings)
-    self.blink = DriverBlink()
+    self.blink_prob = 0.
    self.phone_prob = 0.

    self.always_on = always_on
@@ -238,7 +235,11 @@ class DriverMonitoring:
      yaw_error = self.pose.yaw - min(max(self.pose.yaw_offseter.filtered_stat.mean(),
                                                    self.settings._YAW_MIN_OFFSET), self.settings._YAW_MAX_OFFSET)
    pitch_error = 0 if pitch_error > 0 else abs(pitch_error) # no positive pitch limit
-    yaw_error = abs(yaw_error)
+
+    if yaw_error * self.pose.steer_yaw_offset > 0: # unidirectional
+      yaw_error = max(abs(yaw_error) - min(abs(self.pose.steer_yaw_offset), self.settings._POSE_YAW_STEER_MAX_OFFSET), 0.)
+    else:
+      yaw_error = abs(yaw_error)

    pitch_threshold = self.settings._POSE_PITCH_THRESHOLD * self.pose.cfactor_pitch if self.pose.calibrated else self.settings._PITCH_NATURAL_THRESHOLD
    yaw_threshold = self.settings._POSE_YAW_THRESHOLD * self.pose.cfactor_yaw
@@ -246,7 +247,7 @@ class DriverMonitoring:
    if pitch_error > pitch_threshold or yaw_error > yaw_threshold:
      distracted_types.append(DistractedType.DISTRACTED_POSE)

-    if (self.blink.left + self.blink.right)*0.5 > self.settings._BLINK_THRESHOLD:
+    if self.blink_prob > self.settings._BLINK_THRESHOLD:
      distracted_types.append(DistractedType.DISTRACTED_BLINK)

    if self.phone_prob > self.settings._PHONE_THRESH:
@@ -254,7 +255,7 @@ class DriverMonitoring:

    return distracted_types

-  def _update_states(self, driver_state, cal_rpy, car_speed, op_engaged, standstill, demo_mode=False):
+  def _update_states(self, driver_state, cal_rpy, car_speed, op_engaged, standstill, demo_mode=False, steering_angle_deg=0.):
    rhd_pred = driver_state.wheelOnRightProb
    # calibrates only when there's movement and either face detected
    if car_speed > self.settings._WHEELPOS_CALIB_MIN_SPEED and (driver_state.leftDriverData.faceProb > self.settings._FACE_THRESHOLD or
@@ -277,17 +278,17 @@ class DriverMonitoring:

    self.face_detected = driver_data.faceProb > self.settings._FACE_THRESHOLD
    self.pose.roll, self.pose.pitch, self.pose.yaw = face_orientation_from_net(driver_data.faceOrientation, driver_data.facePosition, cal_rpy)
+    steer_d = max(abs(steering_angle_deg) - self.settings._POSE_YAW_MIN_STEER_DEG, 0.)
+    self.pose.steer_yaw_offset = radians(steer_d) * -np.sign(steering_angle_deg) * self.settings._POSE_YAW_STEER_FACTOR
    if self.wheel_on_right:
      self.pose.yaw *= -1
+      self.pose.steer_yaw_offset *= -1
    self.wheel_on_right_last = self.wheel_on_right
    self.pose.pitch_std = driver_data.faceOrientationStd[0]
    self.pose.yaw_std = driver_data.faceOrientationStd[1]
    model_std_max = max(self.pose.pitch_std, self.pose.yaw_std)
    self.pose.low_std = model_std_max < self.settings._POSESTD_THRESHOLD
-    self.blink.left = driver_data.leftBlinkProb * (driver_data.leftEyeProb > self.settings._EYE_THRESHOLD) \
-                      * (driver_data.sunglassesProb < self.settings._SG_THRESHOLD)
-    self.blink.right = driver_data.rightBlinkProb * (driver_data.rightEyeProb > self.settings._EYE_THRESHOLD) \
-                      * (driver_data.sunglassesProb < self.settings._SG_THRESHOLD)
+    self.blink_prob = driver_data.eyesClosedProb * (driver_data.eyesVisibleProb > self.settings._EYE_THRESHOLD)
    self.phone_prob = driver_data.phoneProb

    self.distracted_types = self._get_distracted_types()
@@ -360,19 +361,19 @@ class DriverMonitoring:
      if self.awareness > self.threshold_prompt:
        return

+    _reaching_pre = self.awareness - self.step_change <= self.threshold_pre
    _reaching_audible = self.awareness - self.step_change <= self.threshold_prompt
    _reaching_terminal = self.awareness - self.step_change <= 0
-    standstill_orange_exemption = standstill and _reaching_audible
+    standstill_exemption = standstill and _reaching_pre
    always_on_red_exemption = always_on_valid and not op_engaged and _reaching_terminal
-    always_on_lowspeed_exemption = always_on_valid and not op_engaged and car_speed < self.settings._ALWAYS_ON_ALERT_MIN_SPEED

    certainly_distracted = self.driver_distraction_filter.x > 0.63 and self.driver_distracted and self.face_detected
    maybe_distracted = self.hi_stds > self.settings._HI_STD_FALLBACK_TIME or not self.face_detected

    if certainly_distracted or maybe_distracted:
-      # should always be counting if distracted unless at standstill (lowspeed for always-on) and reaching orange
+      # should always be counting if distracted unless at standstill and reaching green
      # also will not be reaching 0 if DM is active when not engaged
-      if not (standstill_orange_exemption or always_on_red_exemption or (always_on_lowspeed_exemption and _reaching_audible)):
+      if not (standstill_exemption or always_on_red_exemption):
        self.awareness = max(self.awareness - self.step_change, -0.1)

    alert = None
@@ -385,7 +386,7 @@ class DriverMonitoring:
    elif self.awareness <= self.threshold_prompt:
      # prompt orange alert
      alert = EventName.promptDriverDistracted if self.active_monitoring_mode else EventName.promptDriverUnresponsive
-    elif self.awareness <= self.threshold_pre and not always_on_lowspeed_exemption:
+    elif self.awareness <= self.threshold_pre:
      # pre green alert
      alert = EventName.preDriverDistracted if self.active_monitoring_mode else EventName.preDriverUnresponsive

@@ -451,6 +452,7 @@ class DriverMonitoring:
      op_engaged=enabled,
      standstill=standstill,
      demo_mode=demo,
+      steering_angle_deg=sm['carState'].steeringAngleDeg,
    )

    # Update distraction events
--- a/selfdrive/monitoring/test_monitoring.py
+++ b/selfdrive/monitoring/test_monitoring.py
@@ -19,10 +19,8 @@ def make_msg(face_detected, distracted=False, model_uncertain=False):
  ds.leftDriverData.faceOrientation = [0., 0., 0.]
  ds.leftDriverData.facePosition = [0., 0.]
  ds.leftDriverData.faceProb = 1. * face_detected
-  ds.leftDriverData.leftEyeProb = 1.
-  ds.leftDriverData.rightEyeProb = 1.
-  ds.leftDriverData.leftBlinkProb = 1. * distracted
-  ds.leftDriverData.rightBlinkProb = 1. * distracted
+  ds.leftDriverData.eyesVisibleProb = 1.
+  ds.leftDriverData.eyesClosedProb = 1. * distracted
  ds.leftDriverData.faceOrientationStd = [1.*model_uncertain, 1.*model_uncertain, 1.*model_uncertain]
  ds.leftDriverData.facePositionStd = [1.*model_uncertain, 1.*model_uncertain]
  # TODO: test both separately when e2e is used
@@ -186,10 +184,10 @@ class TestMonitoring:
    standstill_vector = always_true[:]
    standstill_vector[int(_redlight_time/DT_DMON):] = [False] * int((TEST_TIMESPAN-_redlight_time)/DT_DMON)
    events, d_status = self._run_seq(always_distracted, always_false, always_true, standstill_vector)
-    assert events[int((d_status.settings._DISTRACTED_TIME-d_status.settings._DISTRACTED_PRE_TIME_TILL_TERMINAL+1)/DT_DMON)].names[0] == \
-                                                                                                                    EventName.preDriverDistracted
-    assert events[int((_redlight_time-0.1)/DT_DMON)].names[0] == EventName.preDriverDistracted
-    assert events[int((_redlight_time+0.5)/DT_DMON)].names[0] == EventName.promptDriverDistracted
+    assert len(events[int((_redlight_time-0.1)/DT_DMON)]) == 0
+    _pre_to_prompt = d_status.settings._DISTRACTED_PRE_TIME_TILL_TERMINAL - d_status.settings._DISTRACTED_PROMPT_TIME_TILL_TERMINAL
+    assert events[int((_redlight_time+0.5)/DT_DMON)].names[0] == EventName.preDriverDistracted
+    assert events[int((_redlight_time+_pre_to_prompt+0.5)/DT_DMON)].names[0] == EventName.promptDriverDistracted

  # engaged, model is somehow uncertain and driver is distracted
  #  - should fall back to wheel touch after uncertain alert
--- a/selfdrive/pandad/tests/test_pandad.py
+++ b/selfdrive/pandad/tests/test_pandad.py
@@ -78,22 +78,6 @@ class TestPandad:

    assert any(Panda(s).is_internal() for s in Panda.list())

-  def test_best_case_startup_time(self):
-    # run once so we're up to date
-    self._run_test(60)
-
-    ts = []
-    for _ in range(10):
-      # should be nearly instant this time
-      dt = self._run_test(5)
-      ts.append(dt)
-
-    # 5s for USB (due to enumeration)
-    # - 0.2s pandad -> pandad
-    # - plus some buffer
-    print("startup times", ts, sum(ts) / len(ts))
-    assert 0.1 < (sum(ts)/len(ts)) < 0.7
-
  def test_old_spi_protocol(self):
    # flash firmware with old SPI protocol
    self._flash_bootstub(os.path.join(HERE, "bootstub.panda_h7_spiv0.bin"))
--- a/selfdrive/selfdrived/events.py
+++ b/selfdrive/selfdrived/events.py
@@ -409,6 +409,11 @@ EVENTS: dict[int, dict[str, Alert | AlertCallbackType]] = {
                                       "Ensure road ahead is clear"),
  },

+  EventName.lateralManeuver: {
+    ET.WARNING: longitudinal_maneuver_alert,
+    ET.PERMANENT: NormalPermanentAlert("Lateral Maneuver Mode"),
+  },
+
  EventName.selfdriveInitializing: {
    ET.NO_ENTRY: NoEntryAlert("System Initializing"),
  },
--- a/selfdrive/selfdrived/selfdrived.py
+++ b/selfdrive/selfdrived/selfdrived.py
@@ -74,7 +74,7 @@ class SelfdriveD:
    # TODO: de-couple selfdrived with card/conflate on carState without introducing controls mismatches
    self.car_state_sock = messaging.sub_sock('carState', timeout=20)

-    ignore = self.sensor_packets + self.gps_packets + ['alertDebug']
+    ignore = self.sensor_packets + self.gps_packets + ['alertDebug', 'lateralManeuverPlan']
    if SIMULATION:
      ignore += ['driverCameraState', 'managerState']
    if REPLAY:
@@ -83,7 +83,8 @@ class SelfdriveD:
    self.sm = messaging.SubMaster(['deviceState', 'pandaStates', 'peripheralState', 'modelV2', 'liveCalibration',
                                   'carOutput', 'driverMonitoringState', 'longitudinalPlan', 'livePose', 'liveDelay',
                                   'managerState', 'liveParameters', 'radarState', 'liveTorqueParameters',
-                                   'controlsState', 'carControl', 'driverAssistance', 'alertDebug', 'userBookmark', 'audioFeedback'] + \
+                                   'controlsState', 'carControl', 'driverAssistance', 'alertDebug', 'userBookmark', 'audioFeedback',
+                                   'lateralManeuverPlan'] + \
                                   self.camera_packets + self.sensor_packets + self.gps_packets,
                                  ignore_alive=ignore, ignore_avg_freq=ignore,
                                  ignore_valid=ignore, frequency=int(1/DT_CTRL))
@@ -148,7 +149,10 @@ class SelfdriveD:
      self.events.add(EventName.joystickDebug)
      self.startup_event = None

-    if self.sm.recv_frame['alertDebug'] > 0:
+    if self.sm.recv_frame['lateralManeuverPlan'] > 0:
+      self.events.add(EventName.lateralManeuver)
+      self.startup_event = None
+    elif self.sm.recv_frame['alertDebug'] > 0:
      self.events.add(EventName.longitudinalManeuver)
      self.startup_event = None

--- a/selfdrive/test/process_replay/diff_report.py
+++ b/selfdrive/test/process_replay/diff_report.py
@@ -0,0 +1,92 @@
+import os
+from collections import defaultdict
+
+from opendbc.car.tests.car_diff import format_diff, format_numeric_diffs
+from openpilot.selfdrive.test.process_replay.compare_logs import compare_logs
+from openpilot.selfdrive.test.process_replay.process_replay import PROC_REPLAY_DIR
+
+
+class MsgWrap:
+  """Adapter so to_dict() includes defaults"""
+  def __init__(self, msg):
+    self._msg = msg
+  def to_dict(self) -> dict:
+    return self._msg.to_dict(verbose=True)
+
+
+def diff_process(cfg, ref_msgs, new_msgs) -> tuple | None:
+  ref = defaultdict(list)
+  new = defaultdict(list)
+  for m in ref_msgs:
+    if m.which() in cfg.subs:
+      ref[m.which()].append(m)
+  for m in new_msgs:
+    if m.which() in cfg.subs:
+      new[m.which()].append(m)
+
+  diffs = []
+  for sub in cfg.subs:
+    if len(ref[sub]) != len(new[sub]):
+      diffs.append((f"{sub} (message count)", 0, (len(ref[sub]), len(new[sub])), 0))
+    for i, (r, n) in enumerate(zip(ref[sub], new[sub], strict=False)):
+      for d in compare_logs([r], [n], cfg.ignore, tolerance=cfg.tolerance):
+        if d[0] == "change":
+          a, b = d[2]
+          if a != a and b != b:
+            continue
+          diffs.append((d[1], i, d[2], r.logMonoTime))
+        elif d[0] in ("add", "remove"):
+          for item in d[2]:
+            if item[1] != item[1]:
+              continue
+            diffs.append((f"{d[1]}.{item[0]}", i, (d[0], item[1]), r.logMonoTime))
+  return (diffs, ref, new) if diffs else None
+
+
+def diff_format(diffs, ref, new, field) -> list[str]:
+  if any(part.isdigit() for part in field.split(".")):
+    return format_numeric_diffs(diffs)
+  msg_type = field.split(".")[0]
+  ref_ts = [(m.logMonoTime, MsgWrap(m)) for m in ref.get(msg_type, [])]
+  new_wrapped = [MsgWrap(m) for m in new.get(msg_type, [])]
+  return format_diff(diffs, ref_ts, new_wrapped, field)
+
+
+def diff_report(replay_diffs, segments) -> None:
+  seg_to_plat = {seg: plat for plat, seg in segments}
+
+  with_diffs, errors, n_passed = [], [], 0
+  for seg, proc, data in replay_diffs:
+    plat = seg_to_plat.get(seg, "UNKNOWN")
+    if data is None:
+      n_passed += 1
+    elif isinstance(data, str):
+      errors.append((plat, seg, proc, data))
+    else:
+      with_diffs.append((plat, seg, proc, data))
+
+  icon = "⚠️" if with_diffs else "✅"
+  lines = [
+    "## Process replay diff report",
+    "Replays driving segments through this PR and compares the behavior to master.",
+    "Please review any changes carefully to ensure they are expected.\n",
+    f"{icon}  {len(with_diffs)} changed, {n_passed} passed, {len(errors)} errors",
+  ]
+
+  for plat, seg, proc, err in errors:
+    lines.append(f"\nERROR {plat} - {seg} [{proc}]: {err}")
+
+  if with_diffs:
+    lines.append("<details><summary><b>Show changes</b></summary>\n\n```")
+    for plat, seg, proc, (diffs, ref, new) in with_diffs:
+      lines.append(f"\n{plat} - {seg} [{proc}]")
+      by_field = defaultdict(list)
+      for d in diffs:
+        by_field[d[0]].append(d)
+      for field, fd in sorted(by_field.items()):
+        lines.append(f"\n  {field} ({len(fd)} diffs)")
+        lines.extend(diff_format(fd, ref, new, field))
+    lines.append("```\n</details>")
+
+  with open(os.path.join(PROC_REPLAY_DIR, "diff_report.txt"), "w") as f:
+    f.write("\n".join(lines))
--- a/selfdrive/test/process_replay/migration.py
+++ b/selfdrive/test/process_replay/migration.py
@@ -39,6 +39,7 @@ def migrate_all(lr: LogIterable, manager_states: bool = False, panda_states: boo
    migrate_controlsState,
    migrate_carState,
    migrate_liveLocationKalman,
+    migrate_livePose,
    migrate_liveTracks,
    migrate_driverAssistance,
    migrate_drivingModelData,
@@ -175,6 +176,7 @@ def migrate_liveLocationKalman(msgs):
    m = messaging.new_message('livePose')
    m.valid = msg.valid
    m.logMonoTime = msg.logMonoTime
+    m.livePose.timestamp = msg.logMonoTime
    for field in ["orientationNED", "velocityDevice", "accelerationDevice", "angularVelocityDevice"]:
      lp_field, llk_field = getattr(m.livePose, field), getattr(msg.liveLocationKalmanDEPRECATED, field)
      lp_field.x, lp_field.y, lp_field.z = llk_field.value or nans
@@ -186,6 +188,21 @@ def migrate_liveLocationKalman(msgs):
  return ops, [], []


+@migration(inputs=["livePose"])
+def migrate_livePose(msgs):
+  ops = []
+  needs_migration = all(msg.livePose.timestamp == 0 for _, msg in msgs if msg.which() == 'livePose')
+  if not needs_migration:
+    return [], [], []
+
+  for index, msg in msgs:
+    if msg.which() == "livePose":
+      new_msg = msg.as_builder()
+      new_msg.livePose.timestamp = msg.logMonoTime
+      ops.append((index, new_msg.as_reader()))
+  return ops, [], []
+
+
@migration(inputs=["controlsState"], product="selfdriveState")
 def migrate_controlsState(msgs):
  add_ops = []
--- a/selfdrive/test/process_replay/model_replay.py
+++ b/selfdrive/test/process_replay/model_replay.py
@@ -76,7 +76,7 @@ def generate_report(proposed, master, tmp, commit):
                     (lambda x: get_idx_if_non_empty(x.wheelOnRightProb), "wheelOnRightProb"),
                     (lambda x: get_idx_if_non_empty(x.leftDriverData.faceProb), "leftDriverData.faceProb"),
                     (lambda x: get_idx_if_non_empty(x.leftDriverData.faceOrientation, 0), "leftDriverData.faceOrientation0"),
-                     (lambda x: get_idx_if_non_empty(x.leftDriverData.leftBlinkProb), "leftDriverData.leftBlinkProb"),
+                     (lambda x: get_idx_if_non_empty(x.leftDriverData.eyesClosedProb), "leftDriverData.eyesClosedProb"),
                     (lambda x: get_idx_if_non_empty(x.leftDriverData.phoneProb), "leftDriverData.phoneProb"),
                     (lambda x: get_idx_if_non_empty(x.rightDriverData.faceProb), "rightDriverData.faceProb"),
                    ], "driverStateV2")
--- a/selfdrive/test/process_replay/process_replay.py
+++ b/selfdrive/test/process_replay/process_replay.py
@@ -145,6 +145,7 @@ class ProcessContainer:
    self.cfg = copy.deepcopy(cfg)
    self.process = copy.deepcopy(managed_processes[cfg.proc_name])
    self.msg_queue: list[capnp._DynamicStructReader] = []
+    self.last_input_log_mono_time: int = -1
    self.cnt = 0
    self.pm: messaging.PubMaster | None = None
    self.sockets: list[messaging.SubSocket] | None = None
@@ -267,6 +268,7 @@ class ProcessContainer:
      ms = messaging.drain_sock(socket)
      for m in ms:
        m = m.as_builder()
+        assert start_time > 0, "start_time must be positive"
        m.logMonoTime = start_time + int(self.cfg.processing_time * 1e9)
        output_msgs.append(m.as_reader())
    return output_msgs
@@ -293,10 +295,11 @@ class ProcessContainer:
          trigger_empty_recv = any(m.which() == self.cfg.main_pub for m in self.msg_queue)

        # get output msgs from previous inputs
-        output_msgs = self.get_output_msgs(msg.logMonoTime)
+        output_msgs = self.get_output_msgs(self.last_input_log_mono_time)

        for m in self.msg_queue:
          self.pm.send(m.which(), m.as_builder())
+          self.last_input_log_mono_time = max(self.last_input_log_mono_time, m.logMonoTime)
          # send frames if needed
          if self.vipc_server is not None and m.which() in self.cfg.vision_pubs:
            camera_state = getattr(m, m.which())
@@ -509,6 +512,7 @@ CONFIGS = [
    ignore=["logMonoTime"],
    should_recv_callback=MessageBasedRcvCallback("cameraOdometry"),
    tolerance=NUMPY_TOLERANCE,
+    processing_time=0.01,
  ),
  ProcessConfig(
    proc_name="paramsd",
@@ -712,7 +716,7 @@ def _replay_multi_process(

    # flush last set of messages from each process
    for container in containers:
-      last_time = log_msgs[-1].logMonoTime if len(log_msgs) > 0 else int(time.monotonic() * 1e9)
+      last_time = container.last_input_log_mono_time if container.last_input_log_mono_time > 0 else int(time.monotonic() * 1e9)
      log_msgs.extend(container.get_output_msgs(last_time))
  finally:
    for container in containers:
--- a/selfdrive/test/process_replay/test_processes.py
+++ b/selfdrive/test/process_replay/test_processes.py
@@ -3,6 +3,7 @@ import argparse
 import concurrent.futures
 import os
 import sys
+import traceback
 from collections import defaultdict
 from tqdm import tqdm
 from typing import Any
@@ -11,6 +12,7 @@ from opendbc.car.car_helpers import interface_names
 from openpilot.common.git import get_commit
 from openpilot.tools.lib.openpilotci import get_url
 from openpilot.selfdrive.test.process_replay.compare_logs import compare_logs, format_diff
+from openpilot.selfdrive.test.process_replay.diff_report import diff_process, diff_report
 from openpilot.selfdrive.test.process_replay.process_replay import CONFIGS, PROC_REPLAY_DIR, FAKEDATA, replay_process, \
                                                                   check_most_messages_valid
 from openpilot.tools.lib.filereader import FileReader
@@ -72,11 +74,16 @@ EXCLUDED_PROCS = {"modeld", "dmonitoringmodeld"}

 def run_test_process(data):
  segment, cfg, args, cur_log_fn, ref_log_path, lr_dat = data
+  ref_log_msgs = list(LogReader(ref_log_path))
  lr = LogReader.from_bytes(lr_dat)
-  res, log_msgs = test_process(cfg, lr, segment, ref_log_path, cur_log_fn, args.ignore_fields, args.ignore_msgs)
+  res, log_msgs = test_process(cfg, lr, segment, ref_log_msgs, cur_log_fn, args.ignore_fields, args.ignore_msgs)
  # save logs so we can update refs
  save_log(cur_log_fn, log_msgs)
-  return (segment, cfg.proc_name, res)
+  try:
+    diff_data = diff_process(cfg, ref_log_msgs, log_msgs)
+  except Exception:
+    diff_data = traceback.format_exc()
+  return (segment, cfg.proc_name, res, diff_data)


 def get_log_data(segment):
@@ -85,14 +92,12 @@ def get_log_data(segment):
    return (segment, f.read())


-def test_process(cfg, lr, segment, ref_log_path, new_log_path, ignore_fields=None, ignore_msgs=None):
+def test_process(cfg, lr, segment, ref_log_msgs, new_log_path, ignore_fields=None, ignore_msgs=None):
  if ignore_fields is None:
    ignore_fields = []
  if ignore_msgs is None:
    ignore_msgs = []

-  ref_log_msgs = list(LogReader(ref_log_path))
-
  try:
    log_msgs = replay_process(cfg, lr, disable_progress=True)
  except Exception as e:
@@ -201,9 +206,11 @@ if __name__ == "__main__":
        log_paths[segment][cfg.proc_name]['new'] = cur_log_fn

    results: Any = defaultdict(dict)
+    diffs: list = []
    p2 = pool.map(run_test_process, pool_args)
-    for (segment, proc, result) in tqdm(p2, desc="Running Tests", total=len(pool_args)):
+    for (segment, proc, result, diff_data) in tqdm(p2, desc="Running Tests", total=len(pool_args)):
      results[segment][proc] = result
+      diffs.append((segment, proc, diff_data))

  diff_short, diff_long, failed = format_diff(results, log_paths, ref_commit)
  if not args.update_refs:
@@ -211,6 +218,11 @@ if __name__ == "__main__":
      f.write(diff_long)
    print(diff_short)

+    try:
+      diff_report(diffs, segments)
+    except Exception:
+      print(f"failed to generate diff report:\n{traceback.format_exc()}")
+
    if failed:
      print("TEST FAILED")
    else:
--- a/selfdrive/ui/installer/installer.cc
+++ b/selfdrive/ui/installer/installer.cc
@@ -48,7 +48,7 @@ Font font_display;
 const bool tici_device = Hardware::get_device_type() == cereal::InitData::DeviceType::TICI ||
                         Hardware::get_device_type() == cereal::InitData::DeviceType::TIZI;

-std::vector<std::string> tici_prebuilt_branches = {"release3", "release-tizi", "release3-staging", "nightly", "nightly-dev"};
+std::vector<std::string> tici_prebuilt_branches = {"release3", "release-tici", "release3-staging", "nightly", "nightly-dev"};
 std::string migrated_branch;

 void branchMigration() {
--- a/selfdrive/ui/layouts/settings/developer.py
+++ b/selfdrive/ui/layouts/settings/developer.py
@@ -67,6 +67,13 @@ class DeveloperLayout(Widget):
      callback=self._on_long_maneuver_mode,
    )

+    self._lat_maneuver_toggle = toggle_item(
+      lambda: tr("Lateral Maneuver Mode"),
+      description="",
+      initial_state=self._params.get_bool("LateralManeuverMode"),
+      callback=self._on_lat_maneuver_mode,
+    )
+
    self._alpha_long_toggle = toggle_item(
      lambda: tr("openpilot Longitudinal Control (Alpha)"),
      description=lambda: tr(DESCRIPTIONS["alpha_longitudinal"]),
@@ -89,6 +96,7 @@ class DeveloperLayout(Widget):
      self._ssh_keys,
      self._joystick_toggle,
      self._long_maneuver_toggle,
+      self._lat_maneuver_toggle,
      self._alpha_long_toggle,
      self._ui_debug_toggle,
    ], line_separator=True, spacing=0)
@@ -109,7 +117,7 @@ class DeveloperLayout(Widget):

    # Hide non-release toggles on release builds
    # TODO: we can do an onroad cycle, but alpha long toggle requires a deinit function to re-enable radar and not fault
-    for item in (self._joystick_toggle, self._long_maneuver_toggle, self._alpha_long_toggle):
+    for item in (self._joystick_toggle, self._long_maneuver_toggle, self._lat_maneuver_toggle, self._alpha_long_toggle):
      item.set_visible(not self._is_release)

    # CP gating
@@ -126,8 +134,12 @@ class DeveloperLayout(Widget):
      if not long_man_enabled:
        self._long_maneuver_toggle.action_item.set_state(False)
        self._params.put_bool("LongitudinalManeuverMode", False)
+
+      lat_man_enabled = ui_state.is_offroad()
+      self._lat_maneuver_toggle.action_item.set_enabled(lat_man_enabled)
    else:
      self._long_maneuver_toggle.action_item.set_enabled(False)
+      self._lat_maneuver_toggle.action_item.set_enabled(False)
      self._alpha_long_toggle.set_visible(False)

    # TODO: make a param control list item so we don't need to manage internal state as much here
@@ -137,6 +149,7 @@ class DeveloperLayout(Widget):
      ("SshEnabled", self._ssh_toggle),
      ("JoystickDebugMode", self._joystick_toggle),
      ("LongitudinalManeuverMode", self._long_maneuver_toggle),
+      ("LateralManeuverMode", self._lat_maneuver_toggle),
      ("AlphaLongitudinalEnabled", self._alpha_long_toggle),
      ("ShowDebugInfo", self._ui_debug_toggle),
    ):
@@ -157,11 +170,23 @@ class DeveloperLayout(Widget):
    self._params.put_bool("JoystickDebugMode", state)
    self._params.put_bool("LongitudinalManeuverMode", False)
    self._long_maneuver_toggle.action_item.set_state(False)
+    self._params.put_bool("LateralManeuverMode", False)
+    self._lat_maneuver_toggle.action_item.set_state(False)

  def _on_long_maneuver_mode(self, state: bool):
    self._params.put_bool("LongitudinalManeuverMode", state)
    self._params.put_bool("JoystickDebugMode", False)
    self._joystick_toggle.action_item.set_state(False)
+    self._params.put_bool("LateralManeuverMode", False)
+    self._lat_maneuver_toggle.action_item.set_state(False)
+
+  def _on_lat_maneuver_mode(self, state: bool):
+    self._params.put_bool("LateralManeuverMode", state)
+    self._params.put_bool("ExperimentalMode", False)
+    self._params.put_bool("JoystickDebugMode", False)
+    self._joystick_toggle.action_item.set_state(False)
+    self._params.put_bool("LongitudinalManeuverMode", False)
+    self._long_maneuver_toggle.action_item.set_state(False)

  def _on_alpha_long_enabled(self, state: bool):
    if state:
--- a/selfdrive/ui/mici/layouts/settings/developer.py
+++ b/selfdrive/ui/mici/layouts/settings/developer.py
@@ -55,6 +55,9 @@ class DeveloperLayoutMici(NavScroller):
    self._long_maneuver_toggle = BigToggle("longitudinal maneuver mode",
                                           initial_state=ui_state.params.get_bool("LongitudinalManeuverMode"),
                                           toggle_callback=self._on_long_maneuver_mode)
+    self._lat_maneuver_toggle = BigToggle("lateral maneuver mode",
+                                          initial_state=ui_state.params.get_bool("LateralManeuverMode"),
+                                          toggle_callback=self._on_lat_maneuver_mode)
    self._alpha_long_toggle = BigToggle("alpha longitudinal",
                                        initial_state=ui_state.params.get_bool("AlphaLongitudinalEnabled"),
                                        toggle_callback=self._on_alpha_long_enabled)
@@ -68,6 +71,7 @@ class DeveloperLayoutMici(NavScroller):
      self._ssh_keys_btn,
      self._joystick_toggle,
      self._long_maneuver_toggle,
+      self._lat_maneuver_toggle,
      self._alpha_long_toggle,
      self._debug_mode_toggle,
    ])
@@ -78,12 +82,13 @@ class DeveloperLayoutMici(NavScroller):
      ("SshEnabled", self._ssh_toggle),
      ("JoystickDebugMode", self._joystick_toggle),
      ("LongitudinalManeuverMode", self._long_maneuver_toggle),
+      ("LateralManeuverMode", self._lat_maneuver_toggle),
      ("AlphaLongitudinalEnabled", self._alpha_long_toggle),
      ("ShowDebugInfo", self._debug_mode_toggle),
    )
    onroad_blocked_toggles = (self._adb_toggle, self._joystick_toggle)
-    release_blocked_toggles = (self._joystick_toggle, self._long_maneuver_toggle, self._alpha_long_toggle)
-    engaged_blocked_toggles = (self._long_maneuver_toggle, self._alpha_long_toggle)
+    release_blocked_toggles = (self._joystick_toggle, self._long_maneuver_toggle, self._lat_maneuver_toggle, self._alpha_long_toggle)
+    engaged_blocked_toggles = (self._long_maneuver_toggle, self._lat_maneuver_toggle, self._alpha_long_toggle)

    # Hide non-release toggles on release builds
    for item in release_blocked_toggles:
@@ -129,8 +134,12 @@ class DeveloperLayoutMici(NavScroller):
      if not long_man_enabled:
        self._long_maneuver_toggle.set_checked(False)
        ui_state.params.put_bool("LongitudinalManeuverMode", False)
+
+      lat_man_enabled = ui_state.is_offroad()
+      self._lat_maneuver_toggle.set_enabled(lat_man_enabled)
    else:
      self._long_maneuver_toggle.set_enabled(False)
+      self._lat_maneuver_toggle.set_enabled(False)
      self._alpha_long_toggle.set_visible(False)

    # Refresh toggles from params to mirror external changes
@@ -141,11 +150,24 @@ class DeveloperLayoutMici(NavScroller):
    ui_state.params.put_bool("JoystickDebugMode", state)
    ui_state.params.put_bool("LongitudinalManeuverMode", False)
    self._long_maneuver_toggle.set_checked(False)
+    ui_state.params.put_bool("LateralManeuverMode", False)
+    self._lat_maneuver_toggle.set_checked(False)

  def _on_long_maneuver_mode(self, state: bool):
    ui_state.params.put_bool("LongitudinalManeuverMode", state)
    ui_state.params.put_bool("JoystickDebugMode", False)
    self._joystick_toggle.set_checked(False)
+    ui_state.params.put_bool("LateralManeuverMode", False)
+    self._lat_maneuver_toggle.set_checked(False)
+    restart_needed_callback(state)
+
+  def _on_lat_maneuver_mode(self, state: bool):
+    ui_state.params.put_bool("LateralManeuverMode", state)
+    ui_state.params.put_bool("ExperimentalMode", False)
+    ui_state.params.put_bool("JoystickDebugMode", False)
+    self._joystick_toggle.set_checked(False)
+    ui_state.params.put_bool("LongitudinalManeuverMode", False)
+    self._long_maneuver_toggle.set_checked(False)
    restart_needed_callback(state)

  def _on_alpha_long_enabled(self, state: bool):
--- a/selfdrive/ui/mici/onroad/driver_camera_dialog.py
+++ b/selfdrive/ui/mici/onroad/driver_camera_dialog.py
@@ -39,8 +39,6 @@ class BaseDriverCameraDialog(Widget):
    self._eye_fill_texture = None
    self._eye_orange_texture = None
    self._eye_size = 74
-    self._glasses_texture = None
-    self._glasses_size = 171

    self._load_eye_textures()

@@ -154,8 +152,6 @@ class BaseDriverCameraDialog(Widget):
      self._eye_fill_texture = gui_app.texture("icons_mici/onroad/eye_fill.png", self._eye_size, self._eye_size)
    if self._eye_orange_texture is None:
      self._eye_orange_texture = gui_app.texture("icons_mici/onroad/eye_orange.png", self._eye_size, self._eye_size)
-    if self._glasses_texture is None:
-      self._glasses_texture = gui_app.texture("icons_mici/onroad/glasses.png", self._glasses_size, self._glasses_size)

  def _draw_face_detection(self, rect: rl.Rectangle):
    dm_state = ui_state.sm["driverMonitoringState"]
@@ -202,31 +198,21 @@ class BaseDriverCameraDialog(Widget):
    eye_offset_x = 10
    eye_offset_y = 10
    eye_spacing = self._eye_size + 15
+    eyes_prob = driver_data.eyesVisibleProb

    left_eye_x = rect.x + eye_offset_x
    left_eye_y = rect.y + eye_offset_y
-    left_eye_prob = driver_data.leftEyeProb

    right_eye_x = rect.x + eye_offset_x + eye_spacing
    right_eye_y = rect.y + eye_offset_y
-    right_eye_prob = driver_data.rightEyeProb

    # Draw eyes with opacity based on probability
-    for eye_x, eye_y, eye_prob in [(left_eye_x, left_eye_y, left_eye_prob), (right_eye_x, right_eye_y, right_eye_prob)]:
-      fill_opacity = eye_prob
-      orange_opacity = 1.0 - eye_prob
-
+    fill_opacity = eyes_prob
+    orange_opacity = 1.0 - eyes_prob
+    for eye_x, eye_y in [(left_eye_x, left_eye_y), (right_eye_x, right_eye_y)]:
      rl.draw_texture_v(self._eye_orange_texture, (eye_x, eye_y), rl.Color(255, 255, 255, int(255 * orange_opacity)))
      rl.draw_texture_v(self._eye_fill_texture, (eye_x, eye_y), rl.Color(255, 255, 255, int(255 * fill_opacity)))

-    # Draw sunglasses indicator based on sunglasses probability
-    # Position glasses centered between the two eyes at top left
-    glasses_x = rect.x + eye_offset_x - 4
-    glasses_y = rect.y
-    glasses_pos = rl.Vector2(glasses_x, glasses_y)
-    glasses_prob = driver_data.sunglassesProb
-    rl.draw_texture_v(self._glasses_texture, glasses_pos, rl.Color(70, 80, 161, int(255 * glasses_prob)))
-

 class DriverCameraDialog(NavWidget, BaseDriverCameraDialog):
  def __init__(self):
--- a/selfdrive/ui/mici/onroad/hud_renderer.py
+++ b/selfdrive/ui/mici/onroad/hud_renderer.py
@@ -120,7 +120,7 @@ class HudRenderer(Widget):

    self._txt_wheel: rl.Texture = gui_app.texture('icons_mici/wheel.png', 50, 50)
    self._txt_wheel_critical: rl.Texture = gui_app.texture('icons_mici/wheel_critical.png', 50, 50)
-    self._txt_exclamation_point: rl.Texture = gui_app.texture('icons_mici/exclamation_point.png', 44, 44)
+    self._txt_exclamation_point: rl.Texture = gui_app.texture('icons_mici/exclamation_point.png', 9, 44)

    self._wheel_alpha_filter = FirstOrderFilter(0, 0.05, 1 / gui_app.target_fps)
    self._wheel_y_filter = FirstOrderFilter(0, 0.1, 1 / gui_app.target_fps)
--- a/selfdrive/ui/tests/test_translations.py
+++ b/selfdrive/ui/tests/test_translations.py
@@ -1,124 +1,106 @@
-import pytest
 import json
-import os
 import re
-import xml.etree.ElementTree as ET
 import string
-import requests
-from openpilot.common.parameterized import parameterized_class
-from openpilot.system.ui.lib.multilang import TRANSLATIONS_DIR, LANGUAGES_FILE
+from pathlib import Path

-with open(str(LANGUAGES_FILE)) as f:
-  translation_files = json.load(f)
+import pytest

-UNFINISHED_TRANSLATION_TAG = "<translation type=\"unfinished\""  # non-empty translations can be marked unfinished
-LOCATION_TAG = "<location "
-FORMAT_ARG = re.compile("%[0-9]+")
+from openpilot.selfdrive.ui.translations.potools import parse_po
+from openpilot.system.ui.lib.multilang import LANGUAGES_FILE, TRANSLATIONS_DIR
+
+PERCENT_PLACEHOLDER_RE = re.compile(r"%(?:n|\d+)")
+BAD_ENTITY_RE = re.compile(r'@(\w+);')
+LINE_NUMBER_REF_RE = re.compile(r'^#:\s+.+:\d+(?:\s|$)')
+FORMATTER = string.Formatter()
+PO_DIR = Path(str(TRANSLATIONS_DIR))
+
+with LANGUAGES_FILE.open(encoding='utf-8') as f:
+  TRANSLATION_LANGUAGES = json.load(f)


-@pytest.mark.skip("TODO: update for raylib")
-@parameterized_class(("name", "file"), translation_files.items())
-class TestTranslations:
-  name: str
-  file: str
+def extract_placeholders(text: str) -> list[str]:
+  placeholders = PERCENT_PLACEHOLDER_RE.findall(text)

-  @staticmethod
-  def _read_translation_file(path, file):
-    tr_file = os.path.join(path, f"{file}.ts")
-    with open(tr_file) as f:
-      return f.read()
+  try:
+    parsed = list(FORMATTER.parse(text))
+  except ValueError as e:
+    raise AssertionError(f"invalid brace formatting in {text!r}: {e}") from e

-  def test_missing_translation_files(self):
-    assert os.path.exists(os.path.join(str(TRANSLATIONS_DIR), f"{self.file}.ts")), \
-                    f"{self.name} has no XML translation file, run selfdrive/ui/update_translations.py"
+  for _, field_name, format_spec, conversion in parsed:
+    if field_name is None:
+      continue

-  @pytest.mark.skip("Only test unfinished translations before going to release")
-  def test_unfinished_translations(self):
-    cur_translations = self._read_translation_file(TRANSLATIONS_DIR, self.file)
-    assert UNFINISHED_TRANSLATION_TAG not in cur_translations, \
-                    f"{self.file} ({self.name}) translation file has unfinished translations. Finish translations or mark them as completed in Qt Linguist"
+    token = "{"
+    token += field_name
+    if conversion:
+      token += f"!{conversion}"
+    if format_spec:
+      token += f":{format_spec}"
+    token += "}"
+    placeholders.append(token)

-  def test_vanished_translations(self):
-    cur_translations = self._read_translation_file(TRANSLATIONS_DIR, self.file)
-    assert "<translation type=\"vanished\">" not in cur_translations, \
-                    f"{self.file} ({self.name}) translation file has obsolete translations. Run selfdrive/ui/update_translations.py --vanish to remove them"
+  return sorted(placeholders)

-  def test_finished_translations(self):
-    """
-      Tests ran on each translation marked "finished"
-      Plural:
-      - that any numerus (plural) translations have all plural forms non-empty
-      - that the correct format specifier is used (%n)
-      Non-plural:
-      - that translation is not empty
-      - that translation format arguments are consistent
-    """
-    tr_xml = ET.parse(os.path.join(TRANSLATIONS_DIR, f"{self.file}.ts"))

-    for context in tr_xml.getroot():
-      for message in context.iterfind("message"):
-        translation = message.find("translation")
-        source_text = message.find("source").text
+def load_po_text(po_path: Path) -> str:
+  return po_path.read_text(encoding='utf-8')

-        # Do not test unfinished translations
-        if translation.get("type") == "unfinished":
-          continue

-        if message.get("numerus") == "yes":
-          numerusform = [t.text for t in translation.findall("numerusform")]
+@pytest.mark.parametrize("language_code", sorted(TRANSLATION_LANGUAGES.values()))
+def test_translation_file_exists(language_code: str):
+  po_path = PO_DIR / f"app_{language_code}.po"
+  assert po_path.exists(), f"missing translation file: {po_path}"

-          for nf in numerusform:
-            assert nf is not None, f"Ensure all plural translation forms are completed: {source_text}"
-            assert "%n" in nf, "Ensure numerus argument (%n) exists in translation."
-            assert FORMAT_ARG.search(nf) is None, f"Plural translations must use %n, not %1, %2, etc.: {numerusform}"

-        else:
-          assert translation.text is not None, f"Ensure translation is completed: {source_text}"
+@pytest.mark.parametrize("po_path", sorted(PO_DIR.glob("app_*.po")), ids=lambda p: p.name)
+def test_translation_placeholders_are_preserved(po_path: Path):
+  _, entries = parse_po(po_path)
+  language = po_path.stem.removeprefix("app_")

-          source_args = FORMAT_ARG.findall(source_text)
-          translation_args = FORMAT_ARG.findall(translation.text)
-          assert sorted(source_args) == sorted(translation_args), \
-                           f"Ensure format arguments are consistent: `{source_text}` vs. `{translation.text}`"
+  for entry in entries:
+    source_placeholders = extract_placeholders(entry.msgid)

-  def test_no_locations(self):
-    for line in self._read_translation_file(TRANSLATIONS_DIR, self.file).splitlines():
-      assert not line.strip().startswith(LOCATION_TAG), \
-                       f"Line contains location tag: {line.strip()}, remove all line numbers."
-
-  def test_entities_error(self):
-    cur_translations = self._read_translation_file(TRANSLATIONS_DIR, self.file)
-    matches = re.findall(r'@(\w+);', cur_translations)
-    assert len(matches) == 0, f"The string(s) {matches} were found with '@' instead of '&'"
-
-  def test_bad_language(self):
-    IGNORED_WORDS = {'pédale'}
-
-    match = re.search(r'([a-zA-Z]{2,3})', self.file)
-    assert match, f"{self.name} - could not parse language"
-
-    try:
-      response = requests.get(
-        f"https://raw.githubusercontent.com/LDNOOBW/List-of-Dirty-Naughty-Obscene-and-Otherwise-Bad-Words/master/{match.group(1)}"
+    if entry.is_plural:
+      plural_placeholders = extract_placeholders(entry.msgid_plural)
+      message = (
+        f"{language}: source plural placeholders do not match singular for "
+        + f"{entry.msgid!r}: {source_placeholders} vs {plural_placeholders}"
      )
-      response.raise_for_status()
-    except requests.exceptions.HTTPError as e:
-      if e.response is not None and e.response.status_code == 429:
-        pytest.skip("word list rate limited")
-      raise
+      assert plural_placeholders == source_placeholders, message

-    banned_words = {line.strip() for line in response.text.splitlines()}
-
-    for context in ET.parse(os.path.join(TRANSLATIONS_DIR, f"{self.file}.ts")).getroot():
-      for message in context.iterfind("message"):
-        translation = message.find("translation")
-        if translation.get("type") == "unfinished":
+      for idx, msgstr in sorted(entry.msgstr_plural.items()):
+        if not msgstr:
          continue

-        translation_text = " ".join([t.text for t in translation.findall("numerusform")]) if message.get("numerus") == "yes" else translation.text
+        translated_placeholders = extract_placeholders(msgstr)
+        message = (
+          f"{language}: plural form {idx} changes placeholders for {entry.msgid!r}: "
+          + f"expected {source_placeholders}, got {translated_placeholders}"
+        )
+        assert translated_placeholders == source_placeholders, message
+    else:
+      if not entry.msgstr:
+        continue

-        if not translation_text:
-          continue
+      translated_placeholders = extract_placeholders(entry.msgstr)
+      message = (
+        f"{language}: translation changes placeholders for {entry.msgid!r}: "
+        + f"expected {source_placeholders}, got {translated_placeholders}"
+      )
+      assert translated_placeholders == source_placeholders, message

-        words = set(translation_text.translate(str.maketrans('', '', string.punctuation + '%n')).lower().split())
-        bad_words_found = words & (banned_words - IGNORED_WORDS)
-        assert not bad_words_found, f"Bad language found in {self.name}: '{translation_text}'. Bad word(s): {', '.join(bad_words_found)}"
+
+@pytest.mark.parametrize("po_path", sorted(PO_DIR.glob("app_*.po")), ids=lambda p: p.name)
+def test_translation_refs_do_not_include_line_numbers(po_path: Path):
+  for line in load_po_text(po_path).splitlines():
+    assert not LINE_NUMBER_REF_RE.match(line), (
+      f"{po_path.name}: line-number source reference found: {line}"
+    )
+
+
+@pytest.mark.parametrize("po_path", sorted(PO_DIR.glob("app_*.po")), ids=lambda p: p.name)
+def test_translation_entities_are_valid(po_path: Path):
+  matches = BAD_ENTITY_RE.findall(load_po_text(po_path))
+  assert not matches, (
+    f"{po_path.name}: found '@...;' entity typo(s): {', '.join(sorted(set(matches)))}"
+  )
--- a/selfdrive/ui/translations/README.md
+++ b/selfdrive/ui/translations/README.md
@@ -1,3 +0,0 @@
-# Multilanguage
-
-[![languages](https://raw.githubusercontent.com/commaai/openpilot/badges/translation_badge.svg)](#)
--- a/selfdrive/ui/translations/app.pot
+++ b/selfdrive/ui/translations/app.pot
--- a/selfdrive/ui/translations/app_de.po
+++ b/selfdrive/ui/translations/app_de.po
--- a/selfdrive/ui/translations/app_en.po
+++ b/selfdrive/ui/translations/app_en.po
--- a/selfdrive/ui/translations/app_es.po
+++ b/selfdrive/ui/translations/app_es.po
--- a/selfdrive/ui/translations/app_fr.po
+++ b/selfdrive/ui/translations/app_fr.po
--- a/selfdrive/ui/translations/app_ja.po
+++ b/selfdrive/ui/translations/app_ja.po
--- a/selfdrive/ui/translations/app_ko.po
+++ b/selfdrive/ui/translations/app_ko.po
--- a/selfdrive/ui/translations/app_pt-BR.po
+++ b/selfdrive/ui/translations/app_pt-BR.po
--- a/selfdrive/ui/translations/app_th.po
+++ b/selfdrive/ui/translations/app_th.po
--- a/selfdrive/ui/translations/app_tr.po
+++ b/selfdrive/ui/translations/app_tr.po
--- a/selfdrive/ui/translations/app_uk.po
+++ b/selfdrive/ui/translations/app_uk.po
--- a/selfdrive/ui/translations/app_zh-CHS.po
+++ b/selfdrive/ui/translations/app_zh-CHS.po
--- a/selfdrive/ui/translations/app_zh-CHT.po
+++ b/selfdrive/ui/translations/app_zh-CHT.po
--- a/selfdrive/ui/translations/auto_translate.py
+++ b/selfdrive/ui/translations/auto_translate.py
@@ -1,138 +0,0 @@
-#!/usr/bin/env python3
-
-import argparse
-import json
-import os
-import pathlib
-import xml.etree.ElementTree as ET
-from typing import cast
-
-import requests
-
-TRANSLATIONS_DIR = pathlib.Path(__file__).resolve().parent
-TRANSLATIONS_LANGUAGES = TRANSLATIONS_DIR / "languages.json"
-
-OPENAI_MODEL = "gpt-4"
-OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
-OPENAI_PROMPT = "You are a professional translator from English to {language} (ISO 639 language code). " + \
-                "The following sentence or word is in the GUI of a software called openpilot, translate it accordingly."
-
-
-def get_language_files(languages: list[str] | None = None) -> dict[str, pathlib.Path]:
-  files = {}
-
-  with open(TRANSLATIONS_LANGUAGES) as fp:
-    language_dict = json.load(fp)
-
-    for filename in language_dict.values():
-      path = TRANSLATIONS_DIR / f"{filename}.ts"
-      language = path.stem
-
-      if languages is None or language in languages:
-        files[language] = path
-
-  return files
-
-
-def translate_phrase(text: str, language: str) -> str:
-  response = requests.post(
-    "https://api.openai.com/v1/chat/completions",
-    json={
-      "model": OPENAI_MODEL,
-      "messages": [
-        {
-          "role": "system",
-          "content": OPENAI_PROMPT.format(language=language),
-        },
-        {
-          "role": "user",
-          "content": text,
-        },
-      ],
-      "temperature": 0.8,
-      "max_tokens": 1024,
-      "top_p": 1,
-    },
-    headers={
-      "Authorization": f"Bearer {OPENAI_API_KEY}",
-      "Content-Type": "application/json",
-    },
-  )
-
-  if 400 <= response.status_code < 600:
-    raise requests.HTTPError(f'Error {response.status_code}: {response.json()}', response=response)
-
-  data = response.json()
-
-  return cast(str, data["choices"][0]["message"]["content"])
-
-
-def translate_file(path: pathlib.Path, language: str, all_: bool) -> None:
-  tree = ET.parse(path)
-
-  root = tree.getroot()
-
-  for context in root.findall("./context"):
-    name = context.find("name")
-    if name is None:
-      raise ValueError("name not found")
-
-    print(f"Context: {name.text}")
-
-    for message in context.findall("./message"):
-      source = message.find("source")
-      translation = message.find("translation")
-
-      if source is None or translation is None:
-        raise ValueError("source or translation not found")
-
-      if not all_ and translation.attrib.get("type") != "unfinished":
-        continue
-
-      llm_translation = translate_phrase(cast(str, source.text), language)
-
-      print(f"Source: {source.text}\n" +
-            f"Current translation: {translation.text}\n" +
-            f"LLM translation: {llm_translation}")
-
-      translation.text = llm_translation
-
-  with path.open("w", encoding="utf-8") as fp:
-    fp.write('<?xml version="1.0" encoding="utf-8"?>\n' +
-             '<!DOCTYPE TS>\n' +
-             ET.tostring(root, encoding="utf-8").decode())
-
-
-def main():
-  arg_parser = argparse.ArgumentParser("Auto translate")
-
-  group = arg_parser.add_mutually_exclusive_group(required=True)
-  group.add_argument("-a", "--all-files", action="store_true", help="Translate all files")
-  group.add_argument("-f", "--file", nargs="+", help="Translate the selected files. (Example: -f fr de)")
-
-  arg_parser.add_argument("-t", "--all-translations", action="store_true", default=False, help="Translate all sections. (Default: only unfinished)")
-
-  args = arg_parser.parse_args()
-
-  if OPENAI_API_KEY is None:
-    print("OpenAI API key is missing. (Hint: use `export OPENAI_API_KEY=YOUR-KEY` before you run the script).\n" +
-          "If you don't have one go to: https://beta.openai.com/account/api-keys.")
-    exit(1)
-
-  files = get_language_files(None if args.all_files else args.file)
-
-  if args.file:
-    missing_files = set(args.file) - set(files)
-    if len(missing_files):
-      print(f"No language files found: {missing_files}")
-      exit(1)
-
-  print(f"Translation mode: {'all' if args.all_translations else 'only unfinished'}. Files: {list(files)}")
-
-  for lang, path in files.items():
-    print(f"Translate {lang} ({path})")
-    translate_file(path, lang, args.all_translations)
-
-
-if __name__ == "__main__":
-  main()
--- a/selfdrive/ui/translations/auto_translate.sh
+++ b/selfdrive/ui/translations/auto_translate.sh
@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+DIR="$(cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null && pwd)"
+ROOT="$DIR/../../../"
+
+cd $DIR
+./update_translations.py
+
+command -v codex >/dev/null || {
+  echo "Install codex CLI to continue:"
+  echo "-> https://developers.openai.com/codex/cli"
+  echo
+  exit 1
+}
+
+codex exec --cd "$ROOT" -c 'model_reasoning_effort="low"' --dangerously-bypass-approvals-and-sandbox "$(cat <<EOF
+Update openpilot UI translations in selfdrive/ui/translations.
+- Translate English UI text naturally.
+- Preserve placeholders (%n, %1, {}, {:.1f}), HTML/tags, and plural forms.
+- Edit .po files in place.
+- Print a short summary of changes.
+- All strings should be translated. Don't stop until it's 100%.
+- Be mindful of the layout/style of the UI and length of the original English string.
+EOF
+)"
--- a/selfdrive/ui/translations/create_badges.py
+++ b/selfdrive/ui/translations/create_badges.py
@@ -1,108 +0,0 @@
-#!/usr/bin/env python3
-import json
-import os
-import requests
-import xml.etree.ElementTree as ET
-
-from openpilot.common.basedir import BASEDIR
-from openpilot.selfdrive.ui.update_translations import LANGUAGES_FILE, TRANSLATIONS_DIR
-
-BADGE_HEIGHT = 20 + 8
-SHIELDS_URL = "https://img.shields.io/badge"
-
-def parse_po_file(file_path):
-  """
-  Parse a .po file and count total and unfinished translations.
-  Returns: (total_translations, unfinished_translations)
-  """
-  with open(file_path) as f:
-    content = f.read()
-
-  total_translations = 0
-  unfinished_translations = 0
-
-  # Split into entries (separated by blank lines)
-  entries = content.split('\n\n')
-
-  for entry in entries:
-    # Skip header entry (contains Project-Id-Version)
-    if 'Project-Id-Version' in entry:
-      continue
-
-    # Check if this entry has a msgid (translation entry)
-    # After skipping header, any entry with msgid " is a translation
-    # (both msgid "content" and msgid "" for multiline contain msgid ")
-    if 'msgid "' not in entry:
-      continue
-
-    total_translations += 1
-
-    # Check if msgstr is empty (unfinished translation)
-    if 'msgstr ""' in entry:
-      # Check if there are continuation lines with content after msgstr ""
-      lines = entry.split('\n')
-      msgstr_idx = None
-      for i, line in enumerate(lines):
-        if line.strip().startswith('msgstr ""'):
-          msgstr_idx = i
-          break
-
-      if msgstr_idx is not None:
-        # Check if any continuation lines have content
-        has_content = False
-        for line in lines[msgstr_idx + 1:]:
-          stripped = line.strip()
-          # Continuation line with content
-          if stripped.startswith('"') and len(stripped) > 2:
-            has_content = True
-            break
-          # End of entry
-          if stripped.startswith(('msgid', '#')) or not stripped:
-            break
-
-        if not has_content:
-          unfinished_translations += 1
-
-  return (total_translations, unfinished_translations)
-
-if __name__ == "__main__":
-  with open(LANGUAGES_FILE) as f:
-    translation_files = json.load(f)
-
-  badge_svg = []
-  max_badge_width = 0  # keep track of max width to set parent element
-  for idx, (name, file) in enumerate(translation_files.items()):
-    po_file_path = os.path.join(str(TRANSLATIONS_DIR), f"app_{file}.po")
-
-    total_translations, unfinished_translations = parse_po_file(po_file_path)
-
-    percent_finished = int(100 - (unfinished_translations / total_translations * 100.)) if total_translations > 0 else 0
-    color = f"rgb{(94, 188, 0) if percent_finished == 100 else (248, 255, 50) if percent_finished > 90 else (204, 55, 27)}"
-
-    # Download badge
-    badge_label = f"LANGUAGE {name}"
-    badge_message = f"{percent_finished}% complete"
-    if unfinished_translations != 0:
-      badge_message += f" ({unfinished_translations} unfinished)"
-
-    r = requests.get(f"{SHIELDS_URL}/{badge_label}-{badge_message}-{color}", timeout=10)
-    assert r.status_code == 200, "Error downloading badge"
-    content_svg = r.content.decode("utf-8")
-
-    xml = ET.fromstring(content_svg)
-    assert "width" in xml.attrib
-    max_badge_width = max(max_badge_width, int(xml.attrib["width"]))
-
-    # Make tag ids in each badge unique to combine them into one svg
-    for tag in ("r", "s"):
-      content_svg = content_svg.replace(f'id="{tag}"', f'id="{tag}{idx}"')
-      content_svg = content_svg.replace(f'"url(#{tag})"', f'"url(#{tag}{idx})"')
-
-    badge_svg.extend([f'<g transform="translate(0, {idx * BADGE_HEIGHT})">', content_svg, "</g>"])
-
-  badge_svg.insert(0, '<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" ' +
-                   f'height="{len(translation_files) * BADGE_HEIGHT}" width="{max_badge_width}">')
-  badge_svg.append("</svg>")
-
-  with open(os.path.join(BASEDIR, "translation_badge.svg"), "w") as badge_f:
-    badge_f.write("\n".join(badge_svg))
--- a/selfdrive/ui/translations/potools.py
+++ b/selfdrive/ui/translations/potools.py
@@ -8,7 +8,6 @@ import ast
 import os
 import re
 from dataclasses import dataclass, field
-from datetime import UTC, datetime
 from pathlib import Path


@@ -165,18 +164,18 @@ def write_po(path: str | Path, header: POEntry | None, entries: list[POEntry]) -
    if header:
      for c in header.comments:
        f.write(c + '\n')
-      if header.flags:
-        f.write('#, ' + ', '.join(header.flags) + '\n')
      f.write(f'msgid {_quote("")}\n')
      f.write(f'msgstr {_quote(header.msgstr)}\n\n')

    for entry in entries:
      for c in entry.comments:
        f.write(c + '\n')
-      for ref in entry.source_refs:
+      # Keep file-level context for translators, but drop line numbers to
+      # avoid churning PO diffs on unrelated code edits.
+      source_files = sorted({ref.rsplit(':', 1)[0] for ref in entry.source_refs})
+      for ref in source_files:
        f.write(f'#: {ref}\n')
-      if entry.flags:
-        f.write('#, ' + ', '.join(entry.flags) + '\n')
+      # Runtime loading ignores gettext flags; omit them to reduce noise.
      f.write(f'msgid {_quote(entry.msgid)}\n')
      if entry.is_plural:
        f.write(f'msgid_plural {_quote(entry.msgid_plural)}\n')
@@ -256,31 +255,24 @@ def extract_strings(files: list[str], basedir: str) -> list[POEntry]:

 # ──── POT generation ────

+def _build_pot_header() -> POEntry:
+  return POEntry(
+    msgstr='Content-Type: text/plain; charset=UTF-8\n',
+  )
+
+
+def _build_po_header(language: str) -> POEntry:
+  plural_forms = PLURAL_FORMS.get(language, 'nplurals=2; plural=(n != 1);')
+  return POEntry(
+    msgstr='Content-Type: text/plain; charset=UTF-8\n' +
+      f'Language: {language}\n' +
+      f'Plural-Forms: {plural_forms}\n',
+  )
+
+
 def generate_pot(entries: list[POEntry], pot_path: str | Path) -> None:
  """Generate a .pot template file from extracted entries."""
-  now = datetime.now(UTC).strftime('%Y-%m-%d %H:%M%z')
-  header = POEntry(
-    comments=[
-      '# SOME DESCRIPTIVE TITLE.',
-      "# Copyright (C) YEAR THE PACKAGE'S COPYRIGHT HOLDER",
-      '# This file is distributed under the same license as the PACKAGE package.',
-      '# FIRST AUTHOR <EMAIL@ADDRESS>, YEAR.',
-      '#',
-    ],
-    flags=['fuzzy'],
-    msgstr='Project-Id-Version: PACKAGE VERSION\n' +
-      'Report-Msgid-Bugs-To: \n' +
-      f'POT-Creation-Date: {now}\n' +
-      'PO-Revision-Date: YEAR-MO-DA HO:MI+ZONE\n' +
-      'Last-Translator: FULL NAME <EMAIL@ADDRESS>\n' +
-      'Language-Team: LANGUAGE <LL@li.org>\n' +
-      'Language: \n' +
-      'MIME-Version: 1.0\n' +
-      'Content-Type: text/plain; charset=UTF-8\n' +
-      'Content-Transfer-Encoding: 8bit\n' +
-      'Plural-Forms: nplurals=INTEGER; plural=EXPRESSION;\n',
-  )
-  write_po(pot_path, header, entries)
+  write_po(pot_path, _build_pot_header(), entries)


 # ──── PO init (replaces msginit) ────
@@ -305,43 +297,22 @@ def init_po(pot_path: str | Path, po_path: str | Path, language: str) -> None:
  """Create a new .po file from a .pot template (replaces msginit)."""
  _, entries = parse_po(pot_path)
  plural_forms = PLURAL_FORMS.get(language, 'nplurals=2; plural=(n != 1);')
-  now = datetime.now(UTC).strftime('%Y-%m-%d %H:%M%z')
-
-  header = POEntry(
-    comments=[
-      f'# {language} translations for PACKAGE package.',
-      "# Copyright (C) YEAR THE PACKAGE'S COPYRIGHT HOLDER",
-      '# This file is distributed under the same license as the PACKAGE package.',
-      '# Automatically generated.',
-      '#',
-    ],
-    msgstr='Project-Id-Version: PACKAGE VERSION\n' +
-      'Report-Msgid-Bugs-To: \n' +
-      f'POT-Creation-Date: {now}\n' +
-      f'PO-Revision-Date: {now}\n' +
-      'Last-Translator: Automatically generated\n' +
-      'Language-Team: none\n' +
-      f'Language: {language}\n' +
-      'MIME-Version: 1.0\n' +
-      'Content-Type: text/plain; charset=UTF-8\n' +
-      'Content-Transfer-Encoding: 8bit\n' +
-      f'Plural-Forms: {plural_forms}\n',
-  )

  nplurals = int(re.search(r'nplurals=(\d+)', plural_forms).group(1))
  for e in entries:
    if e.is_plural:
      e.msgstr_plural = dict.fromkeys(range(nplurals), '')

-  write_po(po_path, header, entries)
+  write_po(po_path, _build_po_header(language), entries)


 # ──── PO merge (replaces msgmerge) ────

 def merge_po(po_path: str | Path, pot_path: str | Path) -> None:
  """Update a .po file with entries from a .pot template (replaces msgmerge --update)."""
-  po_header, po_entries = parse_po(po_path)
+  _, po_entries = parse_po(po_path)
  _, pot_entries = parse_po(pot_path)
+  language = Path(po_path).stem.removeprefix("app_")

  existing = {e.msgid: e for e in po_entries}
  merged = []
@@ -359,4 +330,4 @@ def merge_po(po_path: str | Path, pot_path: str | Path) -> None:
      merged.append(pot_e)

  merged.sort(key=lambda e: e.msgid)
-  write_po(po_path, po_header, merged)
+  write_po(po_path, _build_po_header(language), merged)
--- a/selfdrive/ui/translations/update_translations.py
+++ b/selfdrive/ui/translations/update_translations.py
--- a/system/loggerd/SConscript
+++ b/system/loggerd/SConscript
@@ -3,11 +3,16 @@ Import('env', 'arch', 'messaging', 'common', 'visionipc')
 libs = [common, messaging, visionipc,
        'avformat', 'avcodec', 'swresample', 'avutil', 'x264',
        'pthread', 'z', 'm', 'zstd']
+frameworks = []

 src = ['logger.cc', 'zstd_writer.cc', 'video_writer.cc', 'encoder/encoder.cc', 'encoder/v4l_encoder.cc', 'encoder/jpeg_encoder.cc']
 if arch != "larch64":
  src += ['encoder/ffmpeg_encoder.cc']
  libs += ['yuv']
+  if arch == "Darwin":
+    frameworks += ['VideoToolbox', 'CoreMedia', 'CoreFoundation', 'CoreVideo']
+  else:
+    libs += ['va', 'va-drm', 'drm']

 if arch == "Darwin":
  # exclude v4l
@@ -16,9 +21,9 @@ if arch == "Darwin":
 logger_lib = env.Library('logger', src)
 libs.insert(0, logger_lib)

-env.Program('loggerd', ['loggerd.cc'], LIBS=libs)
-env.Program('encoderd', ['encoderd.cc'], LIBS=libs + ["jpeg"])
-env.Program('bootlog.cc', LIBS=libs)
+env.Program('loggerd', ['loggerd.cc'], LIBS=libs, FRAMEWORKS=frameworks)
+env.Program('encoderd', ['encoderd.cc'], LIBS=libs + ["jpeg"], FRAMEWORKS=frameworks)
+env.Program('bootlog.cc', LIBS=libs, FRAMEWORKS=frameworks)

 if GetOption('extras'):
  env.Program('tests/test_logger', ['tests/test_runner.cc', 'tests/test_logger.cc', 'tests/test_zstd_writer.cc'], LIBS=libs)
--- a/system/manager/process_config.py
+++ b/system/manager/process_config.py
@@ -40,6 +40,9 @@ def not_joystick(started: bool, params: Params, CP: car.CarParams) -> bool:
 def long_maneuver(started: bool, params: Params, CP: car.CarParams) -> bool:
  return started and params.get_bool("LongitudinalManeuverMode")

+def lat_maneuver(started: bool, params: Params, CP: car.CarParams) -> bool:
+  return started and params.get_bool("LateralManeuverMode")
+
 def not_long_maneuver(started: bool, params: Params, CP: car.CarParams) -> bool:
  return started and not params.get_bool("LongitudinalManeuverMode")

@@ -100,6 +103,7 @@ procs = [
  PythonProcess("pigeond", "system.ubloxd.pigeond", ublox, enabled=TICI),
  PythonProcess("plannerd", "selfdrive.controls.plannerd", not_long_maneuver),
  PythonProcess("maneuversd", "tools.longitudinal_maneuvers.maneuversd", long_maneuver),
+  PythonProcess("lateral_maneuversd", "tools.lateral_maneuvers.lateral_maneuversd", lat_maneuver),
  PythonProcess("radard", "selfdrive.controls.radard", only_onroad),
  PythonProcess("hardwared", "system.hardware.hardwared", always_run),
  PythonProcess("tombstoned", "system.tombstoned", always_run, enabled=not PC),
--- a/system/ui/lib/application.py
+++ b/system/ui/lib/application.py
@@ -452,6 +452,11 @@ class GuiApplication:

  def texture(self, asset_path: str, width: int | None = None, height: int | None = None,
              alpha_premultiply=False, keep_aspect_ratio=True, flip_x: bool = False) -> rl.Texture:
+    if width is not None:
+      width = round(width)
+    if height is not None:
+      height = round(height)
+
    cache_key = f"{asset_path}_{width}_{height}_{alpha_premultiply}_{keep_aspect_ratio}_{flip_x}"
    if cache_key in self._textures:
      return self._textures[cache_key]
--- a/third_party/bootstrap/bootstrap-icons.ttf
+++ b/third_party/bootstrap/bootstrap-icons.ttf
--- a/third_party/bootstrap/pull.sh
+++ b/third_party/bootstrap/pull.sh
@@ -12,3 +12,13 @@ cd icons
 git fetch --all
 git checkout d5aa187483a1b0b186f87adcfa8576350d970d98
 cp bootstrap-icons.svg ../
+
+# Convert WOFF → TTF for imgui (imgui only reads TTF/OTF)
+python3 -c "
+from fontTools.ttLib import TTFont
+import io
+f = TTFont('font/fonts/bootstrap-icons.woff')
+f.flavor = None
+f.save('../bootstrap-icons.ttf')
+print('bootstrap-icons.ttf written')
+"
--- a/2
+++ b/2
--- a/tools/cabana/SConscript
+++ b/tools/cabana/SConscript
@@ -4,7 +4,7 @@ import shutil

 import libusb

-Import('env', 'arch', 'common', 'messaging', 'visionipc', 'cereal')
+Import('env', 'arch', 'common', 'messaging', 'visionipc', 'cereal', 'replay_lib')

 # Detect Qt - skip build if not available
 if arch == "Darwin":
@@ -18,9 +18,6 @@ else:
 if not has_qt:
  Return()

-SConscript(['#tools/replay/SConscript'])
-Import('replay_lib')
-
 qt_env = env.Clone()
 qt_modules = ["Widgets", "Gui", "Core"]

@@ -69,7 +66,7 @@ base_frameworks = qt_env['FRAMEWORKS']
 base_libs = [common, messaging, cereal, visionipc, 'm', 'pthread'] + qt_env["LIBS"]

 if arch == "Darwin":
-  base_frameworks.append('QtCharts')
+  base_frameworks += ['QtCharts', 'CoreFoundation', 'CoreVideo', 'CoreMedia', 'IOKit', 'Security', 'VideoToolbox']
 else:
  base_libs.append('Qt5Charts')

@@ -78,6 +75,8 @@ cabana_env['CPPPATH'] += [libusb.INCLUDE_DIR]
 cabana_env['LIBPATH'] += [libusb.LIB_DIR]

 cabana_libs = [cereal, messaging, visionipc, replay_lib, 'avformat', 'avcodec', 'swresample', 'avutil', 'x264', 'z', 'bz2', 'zstd', 'yuv', 'usb-1.0'] + base_libs
+if arch != "Darwin":
+  cabana_libs += ['va', 'va-drm', 'drm']
 opendbc_path = '-DOPENDBC_FILE_PATH=\'"%s"\'' % (cabana_env.Dir("../../opendbc/dbc").abspath)
 cabana_env['CXXFLAGS'] += [opendbc_path]

--- a/tools/cabana/cabana
+++ b/tools/cabana/cabana
@@ -33,6 +33,6 @@ fi

 # Build _cabana
 cd "$ROOT"
-scons -j"$(nproc)" tools/cabana/_cabana
+scons -j4 tools/cabana/_cabana

 exec "$DIR/_cabana" "$@"
--- a/tools/jotpluggler/.gitignore
+++ b/tools/jotpluggler/.gitignore
@@ -0,0 +1,9 @@
+__pycache__/
+jot_*.o
+*.o
+jotpluggler
+car_fingerprint_to_dbc.h
+generated_dbcs/.stamp
+generated_dbcs/*.dbc
+layouts/.jotpluggler_autosave/
+reports/
--- a/tools/jotpluggler/SConscript
+++ b/tools/jotpluggler/SConscript
@@ -0,0 +1,92 @@
+import os
+import imgui
+import libusb
+from opendbc import get_generated_dbcs
+from opendbc.car import Bus
+from opendbc.car.fingerprints import MIGRATION
+from opendbc.car.values import PLATFORMS
+from openpilot.common.basedir import BASEDIR
+
+Import('env', 'arch', 'common', 'messaging', 'visionipc', 'cereal', 'replay_lib')
+
+jot_env = env.Clone()
+jot_env["LIBPATH"] += [imgui.MESA_DIR, libusb.LIB_DIR]
+jot_env["CPPPATH"] += [imgui.INCLUDE_DIR, libusb.INCLUDE_DIR]
+jot_env["CXXFLAGS"] += [
+  "-DGLFW_INCLUDE_NONE",
+  '-DJOTP_REPO_ROOT=\'"%s"\'' % os.path.realpath(BASEDIR),
+]
+
+def materialize_generated_dbcs(target, source, env):
+  out_dir = os.path.dirname(str(target[0]))
+  os.makedirs(out_dir, exist_ok=True)
+
+  for name in os.listdir(out_dir):
+    if name.endswith('.dbc'):
+      os.unlink(os.path.join(out_dir, name))
+
+  for name, content in sorted(get_generated_dbcs().items()):
+    with open(os.path.join(out_dir, f"{name}.dbc"), "w") as f:
+      f.write(content)
+
+  with open(str(target[0]), "w") as f:
+    f.write("ok\n")
+
+  return None
+
+def write_car_fingerprint_to_dbc_header(target, source, env):
+  pairs = {}
+
+  for name, platform in sorted(PLATFORMS.items()):
+    dbc = platform.config.dbc_dict.get(Bus.pt, "")
+    if not dbc and name.startswith("TESLA_"):
+      dbc = platform.config.dbc_dict.get(Bus.party, "")
+    if not dbc and name == "COMMA_BODY":
+      dbc = "comma_body"
+    if dbc and name != "MOCK":
+      pairs[name] = dbc
+
+  for fingerprint, car in sorted(MIGRATION.items()):
+    dbc = pairs.get(str(car), "")
+    if dbc:
+      pairs[fingerprint] = dbc
+
+  lines = [
+    "#pragma once",
+    "",
+    "#include <string_view>",
+    "#include <utility>",
+    "",
+    "inline constexpr std::pair<std::string_view, std::string_view> kCarFingerprintToDbc[] = {",
+  ]
+  lines.extend(f'  {{"{fingerprint}", "{dbc}"}},' for fingerprint, dbc in sorted(pairs.items()))
+  lines.extend([
+    "};",
+    "",
+    "inline std::string_view dbc_for_car_fingerprint(std::string_view fingerprint) {",
+    "  for (const auto &[car_fingerprint, dbc] : kCarFingerprintToDbc) {",
+    "    if (car_fingerprint == fingerprint) return dbc;",
+    "  }",
+    "  return {};",
+    "}",
+    "",
+  ])
+
+  with open(str(target[0]), "w") as f:
+    f.write("\n".join(lines))
+
+  return None
+
+generated_dbc_stamp = jot_env.Command(f"generated_dbcs/.stamp", [], materialize_generated_dbcs)
+car_fingerprint_to_dbc = jot_env.Command("car_fingerprint_to_dbc.h", [], write_car_fingerprint_to_dbc_header)
+
+libs = [replay_lib, common, messaging, visionipc, cereal, File(f"{imgui.LIB_DIR}/libimgui.a"), File(f"{imgui.LIB_DIR}/libglfw3.a"),
+        "avformat", "avcodec", "avutil", "x264", "yuv", "z", "bz2", "zstd", "m", "pthread", "usb-1.0"]
+if arch == "Darwin":
+  jot_env["FRAMEWORKS"] = ["OpenGL", "Cocoa", "IOKit", "CoreFoundation", "CoreVideo", "CoreMedia", "VideoToolbox"]
+else:
+  libs += ["GL", "dl", "va", "va-drm", "drm"]
+
+program = jot_env.Program("jotpluggler", jot_env.Glob("*.cc"), LIBS=libs)
+jot_env.Depends(program, generated_dbc_stamp)
+jot_env.Depends(program, car_fingerprint_to_dbc)
--- a/tools/jotpluggler/app.cc
+++ b/tools/jotpluggler/app.cc
--- a/tools/jotpluggler/app.h
+++ b/tools/jotpluggler/app.h
@@ -0,0 +1,884 @@
+#pragma once
+
+#include "cereal/gen/cpp/log.capnp.h"
+#include "imgui.h"
+#include "tools/jotpluggler/dbc.h"
+#include "tools/jotpluggler/util.h"
+
+#include <algorithm>
+#include <array>
+#include <atomic>
+#include <cstdint>
+#include <filesystem>
+#include <future>
+#include <functional>
+#include <memory>
+#include <optional>
+#include <string>
+#include <string_view>
+#include <unordered_map>
+#include <vector>
+
+// *****
+// app options & entry point
+// *****
+
+struct Options {
+  std::string layout;
+  std::string route_name;
+  std::string data_dir;
+  std::string output_path;
+  std::string stream_address = "127.0.0.1";
+  int width = 1600;
+  int height = 900;
+  bool show = false;
+  bool sync_load = false;
+  bool stream = false;
+  double stream_buffer_seconds = 30.0;
+};
+
+int run(const Options &options);
+
+// *****
+// sketch layout & route data
+// *****
+
+struct PlotRange {
+  bool valid = false;
+  double left = 0.0;
+  double right = 0.0;
+  double bottom = 0.0;
+  double top = 1.0;
+  bool has_y_limit_min = false;
+  bool has_y_limit_max = false;
+  double y_limit_min = 0.0;
+  double y_limit_max = 1.0;
+};
+
+struct CustomPythonSeries {
+  std::string linked_source;
+  std::vector<std::string> additional_sources;
+  std::string globals_code;
+  std::string function_code;
+};
+
+struct Curve {
+  std::string name;
+  std::string label;
+  std::array<uint8_t, 3> color = {160, 170, 180};
+  bool visible = true;
+  bool derivative = false;
+  double derivative_dt = 0.0;
+  double value_scale = 1.0;
+  double value_offset = 0.0;
+  bool runtime_only = false;
+  std::optional<CustomPythonSeries> custom_python;
+  std::string runtime_error_message;
+  std::vector<double> xs;
+  std::vector<double> ys;
+};
+
+enum class PaneKind : uint8_t {
+  Plot,
+  Map,
+  Camera,
+};
+
+enum class CameraViewKind : uint8_t {
+  Road,
+  Driver,
+  WideRoad,
+  QRoad,
+};
+
+struct Pane {
+  PaneKind kind = PaneKind::Plot;
+  CameraViewKind camera_view = CameraViewKind::Road;
+  std::string title;
+  PlotRange range;
+  std::vector<Curve> curves;
+};
+
+enum class SplitOrientation {
+  Horizontal,
+  Vertical,
+};
+
+struct WorkspaceNode {
+  bool is_pane = false;
+  int pane_index = -1;
+  SplitOrientation orientation = SplitOrientation::Horizontal;
+  std::vector<float> sizes;
+  std::vector<WorkspaceNode> children;
+};
+
+struct WorkspaceTab {
+  std::string tab_name;
+  WorkspaceNode root;
+  std::vector<Pane> panes;
+};
+
+struct RouteSeries {
+  std::string path;
+  std::vector<double> times;
+  std::vector<double> values;
+};
+
+struct CameraSegmentFile {
+  int segment = -1;
+  std::string path;
+};
+
+struct CameraFrameIndexEntry {
+  double timestamp = 0.0;
+  int segment = -1;
+  int decode_index = -1;
+  uint32_t frame_id = 0;
+};
+
+struct CameraFeedIndex {
+  std::vector<CameraSegmentFile> segment_files;
+  std::vector<CameraFrameIndexEntry> entries;
+};
+
+enum class LogOrigin : uint8_t {
+  Log,
+  Android,
+  Alert,
+};
+
+struct LogEntry {
+  double mono_time = 0.0;
+  double boot_time = 0.0;
+  double wall_time = 0.0;
+  uint8_t level = 20;
+  std::string source;
+  std::string func;
+  std::string message;
+  std::string context;
+  LogOrigin origin = LogOrigin::Log;
+};
+
+struct EnumInfo {
+  std::vector<std::string> names;
+};
+
+struct SeriesFormat {
+  int decimals = 3;
+  bool integer_like = false;
+  bool has_negative = false;
+  int digits_before = 1;
+  int total_width = 0;
+  char fmt[16] = "%7.3f";
+};
+
+enum class CanServiceKind : uint8_t {
+  Can,
+  Sendcan,
+};
+
+struct CanMessageId {
+  CanServiceKind service = CanServiceKind::Can;
+  uint8_t bus = 0;
+  uint32_t address = 0;
+
+  bool operator==(const CanMessageId &other) const {
+    return service == other.service && bus == other.bus && address == other.address;
+  }
+};
+
+struct CanMessageIdHash {
+  size_t operator()(const CanMessageId &id) const {
+    return (static_cast<size_t>(id.service) << 40)
+         ^ (static_cast<size_t>(id.bus) << 32)
+         ^ static_cast<size_t>(id.address);
+  }
+};
+
+struct CanFrameSample {
+  double mono_time = 0.0;
+  uint16_t bus_time = 0;
+  std::string data;
+};
+
+struct LiveCanFrame {
+  double mono_time = 0.0;
+  uint8_t bus = 0;
+  uint32_t address = 0;
+  uint16_t bus_time = 0;
+  std::string data;
+};
+
+struct CanMessageData {
+  CanMessageId id;
+  std::vector<CanFrameSample> samples;
+};
+
+struct TimelineEntry {
+  enum class Type : uint8_t {
+    None,
+    Engaged,
+    AlertInfo,
+    AlertWarning,
+    AlertCritical,
+  };
+
+  double start_time = 0.0;
+  double end_time = 0.0;
+  Type type = Type::None;
+};
+
+struct GpsPoint {
+  double time = 0.0;
+  double lat = 0.0;
+  double lon = 0.0;
+  float bearing = 0.0f;
+  TimelineEntry::Type type = TimelineEntry::Type::None;
+};
+
+struct GpsTrace {
+  std::vector<GpsPoint> points;
+  double min_lat = 0.0;
+  double max_lat = 0.0;
+  double min_lon = 0.0;
+  double max_lon = 0.0;
+};
+
+enum class LogSelector : uint8_t {
+  Auto,
+  RLog,
+  QLog,
+};
+
+struct RouteIdentifier {
+  std::string dongle_id;
+  std::string log_id;
+  int slice_begin = 0;
+  int slice_end = -1;
+  bool slice_explicit = false;
+  LogSelector selector = LogSelector::Auto;
+  bool selector_explicit = false;
+  int available_begin = 0;
+  int available_end = 0;
+
+  bool empty() const {
+    return dongle_id.empty() || log_id.empty();
+  }
+
+  std::string canonical() const {
+    return empty() ? std::string() : dongle_id + "/" + log_id;
+  }
+
+  std::string onebox() const {
+    return empty() ? std::string() : dongle_id + "|" + log_id;
+  }
+
+  std::string display_slice() const {
+    const int begin = slice_explicit ? slice_begin : available_begin;
+    const int end = slice_explicit ? slice_end : available_end;
+    if (end < 0 || end == begin) {
+      return std::to_string(begin);
+    }
+    return std::to_string(begin) + ":" + std::to_string(end);
+  }
+
+  char selector_char() const {
+    switch (selector) {
+      case LogSelector::RLog: return 'r';
+      case LogSelector::QLog: return 'q';
+      case LogSelector::Auto:
+      default: return 'a';
+    }
+  }
+
+  std::string full_spec() const {
+    if (empty()) return {};
+    std::string spec = dongle_id + "/" + log_id;
+    if (slice_explicit) {
+      spec += "/";
+      spec += display_slice();
+    }
+    if (selector_explicit) {
+      spec += "/";
+      spec.push_back(selector_char());
+    }
+    return spec;
+  }
+};
+
+struct RouteData {
+  std::vector<RouteSeries> series;
+  std::vector<std::string> paths;
+  std::vector<std::string> roots;
+  std::vector<CanMessageData> can_messages;
+  CameraFeedIndex road_camera;
+  CameraFeedIndex driver_camera;
+  CameraFeedIndex wide_road_camera;
+  CameraFeedIndex qroad_camera;
+  GpsTrace gps_trace;
+  std::vector<LogEntry> logs;
+  std::vector<TimelineEntry> timeline;
+  std::unordered_map<std::string, EnumInfo> enum_info;
+  std::unordered_map<std::string, SeriesFormat> series_formats;
+  std::string car_fingerprint;
+  std::string dbc_name;
+  RouteIdentifier route_id;
+  bool has_time_range = false;
+  double x_min = 0.0;
+  double x_max = 1.0;
+};
+
+struct StreamExtractBatch {
+  std::vector<RouteSeries> series;
+  std::vector<CanMessageData> can_messages;
+  std::vector<LogEntry> logs;
+  std::vector<TimelineEntry> timeline;
+  std::unordered_map<std::string, EnumInfo> enum_info;
+  std::string car_fingerprint;
+  std::string dbc_name;
+  bool has_time_offset = false;
+  double time_offset = 0.0;
+};
+
+struct SketchLayout {
+  std::vector<WorkspaceTab> tabs;
+  std::vector<std::string> roots;
+  int current_tab_index = 0;
+};
+
+enum class RouteLoadStage {
+  Resolving,
+  DownloadingSegment,
+  ParsingSegment,
+  Finished,
+};
+
+struct RouteLoadProgress {
+  RouteLoadStage stage = RouteLoadStage::Resolving;
+  size_t segment_index = 0;
+  size_t segment_count = 0;
+  uint64_t current = 0;
+  uint64_t total = 0;
+  size_t segments_downloaded = 0;
+  size_t segments_parsed = 0;
+  size_t total_segments = 0;
+  uint64_t bytes_downloaded = 0;
+  int num_workers = 1;
+  std::string segment_name;
+};
+
+using RouteLoadProgressCallback = std::function<void(const RouteLoadProgress &)>;
+
+class StreamAccumulator {
+public:
+  explicit StreamAccumulator(const std::string &dbc_name = {}, std::optional<double> time_offset = std::nullopt);
+  ~StreamAccumulator();
+
+  StreamAccumulator(const StreamAccumulator &) = delete;
+  StreamAccumulator &operator=(const StreamAccumulator &) = delete;
+
+  void setDbcName(const std::string &dbc_name);
+  void appendEvent(cereal::Event::Which which, kj::ArrayPtr<const capnp::word> data);
+  void appendCanFrames(CanServiceKind service, const std::vector<LiveCanFrame> &frames);
+  StreamExtractBatch takeBatch();
+  const std::string &carFingerprint() const;
+  const std::string &dbc_name() const;
+  std::optional<double> timeOffset() const;
+
+private:
+  struct Impl;
+  std::unique_ptr<Impl> impl_;
+};
+
+SketchLayout load_sketch_layout(const std::filesystem::path &layout_path);
+std::vector<std::string> available_dbc_names();
+std::vector<std::string> collect_route_roots_for_paths(const std::vector<std::string> &paths);
+std::optional<dbc::Database> load_dbc_by_name(const std::string &dbc_name);
+std::vector<RouteSeries> decode_can_messages(const std::vector<CanMessageData> &can_messages,
+                                             const std::string &dbc_name,
+                                             std::unordered_map<std::string, EnumInfo> *enum_info = nullptr);
+RouteData load_route_data(const std::string &route_name,
+                          const std::string &data_dir = {},
+                          const std::string &dbc_name = {},
+                          const RouteLoadProgressCallback &progress = {});
+RouteIdentifier parse_route_identifier(std::string_view route_name);
+void rebuild_gps_trace(RouteData *route_data);
+
+// *****
+// icons
+// *****
+
+namespace icon {
+constexpr const char ARROW_DOWN_UP[]         = "\xef\x84\xa7";
+constexpr const char ARROW_LEFT_RIGHT[]      = "\xef\x84\xab";
+constexpr const char BAR_CHART[]             = "\xef\x85\xbe";
+constexpr const char BOX_ARROW_UP_RIGHT[]    = "\xef\x87\x85";
+constexpr const char CLIPBOARD[]             = "\xef\x8a\x90";
+constexpr const char CLIPBOARD2[]            = "\xef\x9c\xb3";
+constexpr const char DISTRIBUTE_HORIZONTAL[] = "\xef\x8c\x83";
+constexpr const char DISTRIBUTE_VERTICAL[]   = "\xef\x8c\x84";
+constexpr const char FILE_EARMARK_IMAGE[]    = "\xef\x8d\xad";
+constexpr const char FILES[]                 = "\xef\x8f\x82";
+constexpr const char INFO_CIRCLE[]           = "\xef\x90\xb1";
+constexpr const char PALETTE[]               = "\xef\x92\xb1";
+constexpr const char PLUS_SLASH_MINUS[]       = "\xef\x9a\xaa";
+constexpr const char SAVE[]                  = "\xef\x94\xa5";
+constexpr const char SLIDERS[]               = "\xef\x95\xab";
+constexpr const char TRASH[]                 = "\xef\x97\x9e";
+constexpr const char X_SQUARE[]              = "\xef\x98\xa9";
+constexpr const char ZOOM_OUT[]              = "\xef\x98\xad";
+}  // namespace icon
+
+void icon_add_font(float size, bool merge = false, const ImFont *base_font = nullptr);
+bool icon_menu_item(const char *glyph,
+                    const char *label,
+                    const char *shortcut = nullptr,
+                    bool selected = false,
+                    bool enabled = true);
+
+// *****
+// app session, UI state, & internal API
+// *****
+
+class AsyncRouteLoader;
+class CameraFeedView;
+class StreamPoller;
+class MapDataManager;
+
+enum class SessionDataMode : uint8_t {
+  Route,
+  Stream,
+};
+
+enum class StreamSourceKind : uint8_t {
+  CerealLocal,
+  CerealRemote,
+};
+
+struct StreamSourceConfig {
+  StreamSourceKind kind = StreamSourceKind::CerealLocal;
+  std::string address = "127.0.0.1";
+};
+
+struct BrowserNode {
+  std::string label;
+  std::string full_path;
+  std::vector<BrowserNode> children;
+};
+
+struct AppSession {
+  std::filesystem::path layout_path;
+  std::filesystem::path autosave_path;
+  std::string route_name;
+  std::string data_dir;
+  std::string dbc_override;
+  StreamSourceConfig stream_source;
+  double stream_buffer_seconds = 30.0;
+  SessionDataMode data_mode = SessionDataMode::Route;
+  RouteIdentifier route_id;
+  SketchLayout layout;
+  RouteData route_data;
+  std::unordered_map<std::string, RouteSeries *> series_by_path;
+  std::vector<BrowserNode> browser_nodes;
+  std::unique_ptr<AsyncRouteLoader> route_loader;
+  std::unique_ptr<StreamPoller> stream_poller;
+  std::array<std::unique_ptr<CameraFeedView>, 4> pane_camera_feeds;
+  std::unique_ptr<MapDataManager> map_data;
+  bool async_route_loading = false;
+  double next_stream_custom_refresh_time = 0.0;
+  bool stream_paused = false;
+  std::optional<double> stream_time_offset;
+};
+
+struct TabUiState {
+  struct MapPaneState {
+    bool initialized = false;
+    bool follow = false;
+    float zoom = 1.0f;
+    double center_lat = 0.0;
+    double center_lon = 0.0;
+  };
+
+  struct CameraPaneState {
+    bool fit_to_pane = true;
+  };
+
+  bool dock_needs_build = true;
+  int active_pane_index = 0;
+  int runtime_id = 0;
+  ImVec2 last_dockspace_size = ImVec2(0.0f, 0.0f);
+  std::vector<MapPaneState> map_panes;
+  std::vector<CameraPaneState> camera_panes;
+};
+
+struct CustomSeriesEditorState {
+  bool open = false;
+  bool open_help = false;
+  bool request_select = false;
+  bool selected = false;
+  bool focus_name = false;
+  int selected_template = 0;
+  int selected_additional_source = -1;
+  std::string name;
+  std::string linked_source;
+  std::vector<std::string> additional_sources;
+  std::string globals_code;
+  std::string function_code = "return value";
+  std::string preview_label;
+  std::vector<double> preview_xs;
+  std::vector<double> preview_ys;
+  bool preview_is_result = false;
+};
+
+enum class LogTimeMode : uint8_t {
+  Route,
+  Boot,
+  WallClock,
+};
+
+struct LogsUiState {
+  bool selected = false;
+  bool request_select = false;
+  bool all_sources = true;
+  uint32_t enabled_levels_mask = 0b11110;
+  int expanded_index = -1;
+  std::string search;
+  std::vector<std::string> selected_sources;
+  double last_auto_scroll_time = -1.0;
+  LogTimeMode time_mode = LogTimeMode::Route;
+};
+
+struct AxisLimitsEditorState {
+  bool open = false;
+  int pane_index = -1;
+  double x_min = 0.0;
+  double x_max = 1.0;
+  bool y_min_enabled = false;
+  bool y_max_enabled = false;
+  double y_min = 0.0;
+  double y_max = 1.0;
+};
+
+struct DbcEditorState {
+  bool open = false;
+  bool loaded = false;
+  std::string source_name;
+  std::filesystem::path source_path;
+  enum class SourceKind : uint8_t {
+    None,
+    Generated,
+    Opendbc,
+  };
+  SourceKind source_kind = SourceKind::None;
+  std::string save_name;
+  std::string text;
+};
+
+enum class TimelineDragMode : uint8_t {
+  None,
+  ScrubCursor,
+  PanViewport,
+  ResizeLeft,
+  ResizeRight,
+};
+
+struct UndoStack {
+  static constexpr size_t kMaxHistory = 50;
+
+  std::vector<SketchLayout> history;
+  int position = -1;
+
+  void reset(const SketchLayout &layout) {
+    history.clear();
+    history.push_back(layout);
+    position = 0;
+  }
+
+  void push(const SketchLayout &layout) {
+    if (position < 0) {
+      reset(layout);
+      return;
+    }
+    if (position + 1 < static_cast<int>(history.size())) {
+      history.resize(static_cast<size_t>(position + 1));
+    }
+    history.push_back(layout);
+    if (history.size() > kMaxHistory) {
+      history.erase(history.begin());
+    }
+    position = static_cast<int>(history.size()) - 1;
+  }
+
+  bool can_undo() const {
+    return position > 0;
+  }
+
+  bool can_redo() const {
+    return position >= 0 && position + 1 < static_cast<int>(history.size());
+  }
+
+  const SketchLayout &undo() {
+    return history[static_cast<size_t>(--position)];
+  }
+
+  const SketchLayout &redo() {
+    return history[static_cast<size_t>(++position)];
+  }
+};
+
+struct UiState {
+  bool open_open_route = false;
+  bool open_stream = false;
+  bool open_load_layout = false;
+  bool open_save_layout = false;
+  bool open_preferences = false;
+  bool open_find_signal = false;
+  bool request_close = false;
+  bool request_reset_layout = false;
+  bool request_save_layout = false;
+  bool request_new_tab = false;
+  bool request_duplicate_tab = false;
+  bool request_close_tab = false;
+  bool follow_latest = false;
+  bool has_shared_range = false;
+  bool has_tracker_time = false;
+  bool layout_dirty = false;
+  bool playback_loop = false;
+  bool playback_playing = false;
+  bool show_deprecated_fields = false;
+  bool show_fps_overlay = false;
+  bool fps_overlay_initialized = false;
+  bool suppress_range_side_effects = false;
+  bool browser_nodes_dirty = false;
+  int active_tab_index = 0;
+  int next_tab_runtime_id = 1;
+  int requested_tab_index = -1;
+  int rename_tab_index = -1;
+  bool focus_rename_tab_input = false;
+  std::vector<TabUiState> tabs;
+  std::string route_buffer;
+  std::string stream_address_buffer;
+  std::string rename_tab_buffer;
+  std::string browser_filter;
+  std::string data_dir_buffer;
+  std::string load_layout_buffer;
+  std::string save_layout_buffer;
+  std::string find_signal_buffer;
+  std::string selected_browser_path;
+  std::vector<std::string> selected_browser_paths;
+  std::string browser_selection_anchor;
+  std::string route_slice_buffer;
+  std::string error_text;
+  bool open_error_popup = false;
+  std::string status_text = "Ready";
+  std::string route_copy_feedback_text;
+  double route_copy_feedback_until = 0.0;
+  bool editing_route_slice = false;
+  bool focus_route_slice_input = false;
+  StreamSourceKind stream_source_kind = StreamSourceKind::CerealLocal;
+  float sidebar_width = 320.0f;
+  double route_x_min = 0.0;
+  double route_x_max = 1.0;
+  double x_view_min = 0.0;
+  double x_view_max = 1.0;
+  double tracker_time = 0.0;
+  double playback_rate = 1.0;
+  double playback_step = 0.1;
+  double stream_buffer_seconds = 30.0;
+  TimelineDragMode timeline_drag_mode = TimelineDragMode::None;
+  double timeline_drag_anchor_time = 0.0;
+  double timeline_drag_anchor_x_min = 0.0;
+  double timeline_drag_anchor_x_max = 0.0;
+  AxisLimitsEditorState axis_limits;
+  DbcEditorState dbc_editor;
+  CustomSeriesEditorState custom_series;
+  LogsUiState logs;
+  UndoStack undo;
+};
+
+// app.cc public API
+
+const WorkspaceTab *app_active_tab(const SketchLayout &layout, const UiState &state);
+WorkspaceTab *app_active_tab(SketchLayout *layout, const UiState &state);
+TabUiState *app_active_tab_state(UiState *state);
+
+void app_push_mono_font();
+void app_pop_mono_font();
+bool app_add_curve_to_active_pane(AppSession *session, UiState *state, const std::string &path);
+
+std::string app_curve_display_name(const Curve &curve);
+std::array<uint8_t, 3> app_next_curve_color(const Pane &pane);
+const RouteSeries *app_find_route_series(const AppSession &session, const std::string &path);
+void app_decimate_samples(const std::vector<double> &xs_in,
+                          const std::vector<double> &ys_in,
+                          int max_points,
+                          std::vector<double> *xs_out,
+                          std::vector<double> *ys_out);
+std::optional<double> app_sample_xy_value_at_time(const std::vector<double> &xs,
+                                                   const std::vector<double> &ys,
+                                                   bool stairs,
+                                                   double tm);
+void save_layout_json(const SketchLayout &layout, const std::filesystem::path &path);
+
+// *****
+// browser
+// *****
+
+void rebuild_route_index(AppSession *session);
+void rebuild_browser_nodes(AppSession *session, UiState *state);
+SeriesFormat compute_series_format(const std::vector<double> &values, bool enum_like = false);
+std::string format_display_value(double display_value,
+                                 const SeriesFormat &format,
+                                 const EnumInfo *enum_info);
+std::vector<std::string> decode_browser_drag_payload(std::string_view payload);
+void collect_visible_leaf_paths(const BrowserNode &node,
+                                const std::string &filter,
+                                std::vector<std::string> *out);
+void draw_browser_node(AppSession *session,
+                       const BrowserNode &node,
+                       UiState *state,
+                       const std::string &filter,
+                       const std::vector<std::string> &visible_paths);
+
+// *****
+// custom series
+// *****
+
+void open_custom_series_editor(UiState *state, const std::string &preferred_source = {});
+std::string preferred_custom_series_source(const Pane &pane);
+void refresh_all_custom_curves(AppSession *session, UiState *state);
+void draw_custom_series_editor(AppSession *session, UiState *state);
+
+// *****
+// logs
+// *****
+
+void draw_logs_tab(AppSession *session, UiState *state);
+
+// *****
+// map
+// *****
+
+void draw_map_pane(AppSession *session, UiState *state, Pane *pane, int pane_index);
+
+// *****
+// runtime (GLFW, async loaders, streaming, camera)
+// *****
+
+struct GLFWwindow;
+
+struct RouteLoadSnapshot {
+  bool active = false;
+  size_t total_segments = 0;
+  size_t segments_downloaded = 0;
+  size_t segments_parsed = 0;
+};
+
+struct StreamPollSnapshot {
+  bool active = false;
+  bool connected = false;
+  bool paused = false;
+  StreamSourceKind source_kind = StreamSourceKind::CerealLocal;
+  std::string source_label;
+  std::string dbc_name;
+  std::string car_fingerprint;
+  double buffer_seconds = 30.0;
+  uint64_t received_messages = 0;
+};
+
+class GlfwRuntime {
+public:
+  explicit GlfwRuntime(const Options &options);
+  ~GlfwRuntime();
+
+  GlfwRuntime(const GlfwRuntime &) = delete;
+  GlfwRuntime &operator=(const GlfwRuntime &) = delete;
+
+  GLFWwindow *window() const;
+
+private:
+  GLFWwindow *window_ = nullptr;
+};
+
+class ImGuiRuntime {
+public:
+  explicit ImGuiRuntime(GLFWwindow *window);
+  ~ImGuiRuntime();
+
+  ImGuiRuntime(const ImGuiRuntime &) = delete;
+  ImGuiRuntime &operator=(const ImGuiRuntime &) = delete;
+};
+
+class TerminalRouteProgress {
+public:
+  explicit TerminalRouteProgress(bool enabled);
+  ~TerminalRouteProgress();
+
+  TerminalRouteProgress(const TerminalRouteProgress &) = delete;
+  TerminalRouteProgress &operator=(const TerminalRouteProgress &) = delete;
+
+  void update(const RouteLoadProgress &progress);
+  void finish();
+
+private:
+  struct Impl;
+  std::unique_ptr<Impl> impl_;
+};
+
+class AsyncRouteLoader {
+public:
+  explicit AsyncRouteLoader(bool enable_terminal_progress);
+  ~AsyncRouteLoader();
+
+  AsyncRouteLoader(const AsyncRouteLoader &) = delete;
+  AsyncRouteLoader &operator=(const AsyncRouteLoader &) = delete;
+
+  void start(const std::string &route_name, const std::string &data_dir, const std::string &dbc_name);
+  RouteLoadSnapshot snapshot() const;
+  bool consume(RouteData *route_data, std::string *error_text);
+
+private:
+  struct Impl;
+  std::unique_ptr<Impl> impl_;
+};
+
+class StreamPoller {
+public:
+  StreamPoller();
+  ~StreamPoller();
+
+  StreamPoller(const StreamPoller &) = delete;
+  StreamPoller &operator=(const StreamPoller &) = delete;
+
+  void start(const StreamSourceConfig &source,
+             double buffer_seconds,
+             const std::string &dbc_name,
+             std::optional<double> time_offset = std::nullopt);
+  void setPaused(bool paused);
+  void stop();
+  StreamPollSnapshot snapshot() const;
+  bool consume(StreamExtractBatch *batch, std::string *error_text);
+
+private:
+  struct Impl;
+  std::unique_ptr<Impl> impl_;
+};
+
+class CameraFeedView {
+public:
+  CameraFeedView();
+  ~CameraFeedView();
+
+  CameraFeedView(const CameraFeedView &) = delete;
+  CameraFeedView &operator=(const CameraFeedView &) = delete;
+
+  void setRouteData(const RouteData &route_data);
+  void setCameraIndex(const CameraFeedIndex &camera_index, CameraViewKind view);
+  void update(double tracker_time);
+  void draw(float width, bool loading);
+  void drawSized(ImVec2 size, bool loading, bool fit_to_pane = false);
+
+private:
+  struct Impl;
+  std::unique_ptr<Impl> impl_;
+};
--- a/tools/jotpluggler/browser.cc
+++ b/tools/jotpluggler/browser.cc
@@ -0,0 +1,465 @@
+#include "tools/jotpluggler/app.h"
+
+#include "imgui_internal.h"
+
+#include <cmath>
+#include <cstdio>
+#include <unordered_set>
+
+namespace {
+
+constexpr float BROWSER_VALUE_WIDTH = 88.0f;
+
+bool path_matches_filter(const std::string &path, const std::string &lower_filter) {
+  if (lower_filter.empty()) return true;
+  return lowercase_copy(path).find(lower_filter) != std::string::npos;
+}
+
+void insert_browser_path(std::vector<BrowserNode> *nodes, const std::string &path) {
+  size_t start = 0;
+  while (start < path.size() && path[start] == '/') {
+    ++start;
+  }
+  std::vector<std::string> parts;
+  while (start < path.size()) {
+    const size_t end = path.find('/', start);
+    parts.push_back(path.substr(start, end == std::string::npos ? std::string::npos : end - start));
+    if (end == std::string::npos) break;
+    start = end + 1;
+  }
+  if (parts.empty()) {
+    return;
+  }
+
+  std::vector<BrowserNode> *current_nodes = nodes;
+  std::string current_path;
+  for (size_t i = 0; i < parts.size(); ++i) {
+    if (!current_path.empty()) {
+      current_path += "/";
+    }
+    current_path += parts[i];
+    auto it = std::find_if(current_nodes->begin(), current_nodes->end(),
+                           [&](const BrowserNode &node) { return node.label == parts[i]; });
+    if (it == current_nodes->end()) {
+      current_nodes->push_back(BrowserNode{.label = parts[i]});
+      it = std::prev(current_nodes->end());
+    }
+    if (i + 1 == parts.size()) {
+      it->full_path = "/" + current_path;
+    }
+    current_nodes = &it->children;
+  }
+}
+
+void sort_browser_nodes(std::vector<BrowserNode> *nodes) {
+  std::sort(nodes->begin(), nodes->end(), [](const BrowserNode &a, const BrowserNode &b) {
+    if (a.children.empty() != b.children.empty()) {
+      return !a.children.empty();
+    }
+    return a.label < b.label;
+  });
+  for (BrowserNode &node : *nodes) {
+    sort_browser_nodes(&node.children);
+  }
+}
+
+std::vector<BrowserNode> build_browser_tree(const std::vector<std::string> &paths) {
+  std::vector<BrowserNode> nodes;
+  for (const std::string &path : paths) {
+    insert_browser_path(&nodes, path);
+  }
+  sort_browser_nodes(&nodes);
+  return nodes;
+}
+
+bool is_deprecated_browser_path(const std::string &path) {
+  return path.find("DEPRECATED") != std::string::npos;
+}
+
+std::vector<std::string> visible_browser_paths(const RouteData &route_data, bool show_deprecated_fields) {
+  if (show_deprecated_fields) return route_data.paths;
+  std::vector<std::string> filtered;
+  filtered.reserve(route_data.paths.size());
+  for (const std::string &path : route_data.paths) {
+    if (!is_deprecated_browser_path(path)) {
+      filtered.push_back(path);
+    }
+  }
+  return filtered;
+}
+
+bool browser_selection_contains(const UiState &state, std::string_view path) {
+  return std::find(state.selected_browser_paths.begin(), state.selected_browser_paths.end(), path)
+    != state.selected_browser_paths.end();
+}
+
+std::vector<std::string> browser_drag_paths(const UiState &state, const std::string &dragged_path) {
+  if (browser_selection_contains(state, dragged_path) && !state.selected_browser_paths.empty()) {
+    return state.selected_browser_paths;
+  }
+  return {dragged_path};
+}
+
+std::string encode_browser_drag_payload(const std::vector<std::string> &paths) {
+  std::string payload;
+  for (size_t i = 0; i < paths.size(); ++i) {
+    if (i != 0) {
+      payload.push_back('\n');
+    }
+    payload += paths[i];
+  }
+  return payload;
+}
+
+void set_browser_selection_single(UiState *state, const std::string &path) {
+  state->selected_browser_paths = {path};
+  state->selected_browser_path = path;
+  state->browser_selection_anchor = path;
+}
+
+void toggle_browser_selection(UiState *state, const std::string &path) {
+  auto it = std::find(state->selected_browser_paths.begin(), state->selected_browser_paths.end(), path);
+  if (it == state->selected_browser_paths.end()) {
+    state->selected_browser_paths.push_back(path);
+  } else {
+    state->selected_browser_paths.erase(it);
+  }
+  state->selected_browser_path = path;
+  state->browser_selection_anchor = path;
+  if (state->selected_browser_paths.empty()) {
+    state->selected_browser_path.clear();
+  }
+}
+
+void select_browser_range(UiState *state, const std::vector<std::string> &visible_paths, const std::string &clicked_path) {
+  if (visible_paths.empty()) {
+    set_browser_selection_single(state, clicked_path);
+    return;
+  }
+
+  const std::string anchor = state->browser_selection_anchor.empty() ? clicked_path : state->browser_selection_anchor;
+  const auto anchor_it = std::find(visible_paths.begin(), visible_paths.end(), anchor);
+  const auto clicked_it = std::find(visible_paths.begin(), visible_paths.end(), clicked_path);
+  if (clicked_it == visible_paths.end()) {
+    return;
+  }
+  if (anchor_it == visible_paths.end()) {
+    set_browser_selection_single(state, clicked_path);
+    return;
+  }
+
+  const auto [begin_it, end_it] = std::minmax(anchor_it, clicked_it);
+  std::vector<std::string> selected;
+  selected.reserve(static_cast<size_t>(std::distance(begin_it, end_it)) + 1);
+  for (auto it = begin_it; it != end_it + 1; ++it) {
+    selected.push_back(*it);
+  }
+  state->selected_browser_paths = std::move(selected);
+  state->selected_browser_path = clicked_path;
+}
+
+void prune_browser_selection(UiState *state, const std::vector<std::string> &visible_paths) {
+  const std::unordered_set<std::string> visible_set(visible_paths.begin(), visible_paths.end());
+  auto is_visible = [&](const std::string &path) {
+    return visible_set.count(path) > 0;
+  };
+
+  state->selected_browser_paths.erase(
+    std::remove_if(state->selected_browser_paths.begin(), state->selected_browser_paths.end(),
+                   [&](const std::string &path) { return !is_visible(path); }),
+    state->selected_browser_paths.end());
+
+  if (!state->selected_browser_path.empty() && !is_visible(state->selected_browser_path)) {
+    state->selected_browser_path.clear();
+  }
+  if (!state->browser_selection_anchor.empty() && !is_visible(state->browser_selection_anchor)) {
+    state->browser_selection_anchor.clear();
+  }
+  if (state->selected_browser_paths.empty()) {
+    state->selected_browser_path.clear();
+  } else if (state->selected_browser_path.empty()) {
+    state->selected_browser_path = state->selected_browser_paths.back();
+  }
+}
+
+std::optional<double> sample_route_series_value(const RouteSeries &series, double tm, bool stairs) {
+  return app_sample_xy_value_at_time(series.times, series.values, stairs, tm);
+}
+
+std::string browser_series_value_text(const AppSession &session, const UiState &state, std::string_view path) {
+  auto it = session.series_by_path.find(std::string(path));
+  if (it == session.series_by_path.end() || it->second == nullptr) return {};
+
+  const RouteSeries &series = *it->second;
+  if (series.values.empty()) return {};
+
+  const auto enum_it = session.route_data.enum_info.find(series.path);
+  const EnumInfo *enum_info = enum_it == session.route_data.enum_info.end() ? nullptr : &enum_it->second;
+  const bool stairs = enum_info != nullptr;
+
+  std::optional<double> value;
+  if (state.has_tracker_time) {
+    value = sample_route_series_value(series, state.tracker_time, stairs);
+  } else {
+    value = series.values.back();
+  }
+  if (!value.has_value()) return {};
+
+  const auto display_it = session.route_data.series_formats.find(series.path);
+  const SeriesFormat display_info = display_it == session.route_data.series_formats.end()
+    ? compute_series_format(series.values, enum_info != nullptr)
+    : display_it->second;
+
+  return format_display_value(*value, display_info, enum_info);
+}
+
+bool browser_node_matches(const BrowserNode &node, const std::string &filter) {
+  if (filter.empty()) return true;
+  if (!node.full_path.empty() && path_matches_filter(node.full_path, filter)) {
+    return true;
+  }
+  for (const BrowserNode &child : node.children) {
+    if (browser_node_matches(child, filter)) return true;
+  }
+  return false;
+}
+
+}  // namespace
+
+namespace {
+
+int decimals_needed(double value) {
+  const double abs_value = std::abs(value);
+  if (abs_value < 1.0e-12) return 0;
+  for (int decimals = 0; decimals <= 6; ++decimals) {
+    const double scale = std::pow(10.0, decimals);
+    if (std::abs(abs_value * scale - std::round(abs_value * scale)) < 1.0e-6) {
+      return decimals;
+    }
+  }
+  return 6;
+}
+
+void finalize_series_format(SeriesFormat *format) {
+  format->digits_before = std::max(format->digits_before, 1);
+  format->decimals = std::clamp(format->decimals, 0, 6);
+  format->integer_like = format->decimals == 0;
+  const int sign_width = format->has_negative ? 1 : 0;
+  const int dot_width = format->decimals > 0 ? 1 : 0;
+  format->total_width = sign_width + format->digits_before + dot_width + format->decimals;
+  std::snprintf(format->fmt, sizeof(format->fmt), "%%%d.%df", format->total_width, format->decimals);
+}
+
+}  // namespace
+
+SeriesFormat compute_series_format(const std::vector<double> &values, bool enum_like) {
+  SeriesFormat format;
+  if (values.empty()) return format;
+
+  const size_t step = std::max<size_t>(1, values.size() / 256);
+  bool saw_finite = false;
+  bool all_integer = enum_like;
+  double min_value = 0.0;
+  double max_value = 0.0;
+  int max_needed_decimals = 0;
+
+  for (size_t i = 0; i < values.size(); i += step) {
+    const double value = values[i];
+    if (!std::isfinite(value)) continue;
+    if (!saw_finite) {
+      min_value = value;
+      max_value = value;
+      saw_finite = true;
+    } else {
+      min_value = std::min(min_value, value);
+      max_value = std::max(max_value, value);
+    }
+    if (std::abs(value - std::round(value)) > 1.0e-9) {
+      all_integer = false;
+    }
+    if (!all_integer) {
+      max_needed_decimals = std::max(max_needed_decimals, decimals_needed(value));
+    }
+  }
+
+  if (!saw_finite) return format;
+
+  format.has_negative = min_value < 0.0;
+  const double peak = std::max(std::abs(min_value), std::abs(max_value));
+  format.digits_before = peak < 1.0 ? 1 : static_cast<int>(std::floor(std::log10(peak))) + 1;
+
+  if (enum_like || all_integer) {
+    format.decimals = 0;
+  } else if (peak >= 1000.0) {
+    format.decimals = std::min(max_needed_decimals, 1);
+  } else if (peak >= 100.0) {
+    format.decimals = std::min(max_needed_decimals, 2);
+  } else {
+    format.decimals = std::min(max_needed_decimals, 4);
+  }
+
+  finalize_series_format(&format);
+  return format;
+}
+
+std::string format_display_value(double display_value,
+                                 const SeriesFormat &display_info,
+                                 const EnumInfo *enum_info) {
+  if (!std::isfinite(display_value)) return "---";
+  if (enum_info != nullptr) {
+    const int idx = static_cast<int>(std::llround(display_value));
+    if (idx >= 0 && std::abs(display_value - static_cast<double>(idx)) < 0.01
+        && static_cast<size_t>(idx) < enum_info->names.size()
+        && !enum_info->names[static_cast<size_t>(idx)].empty()) {
+      return enum_info->names[static_cast<size_t>(idx)];
+    }
+  }
+  char buf[64] = {};
+  std::snprintf(buf, sizeof(buf), display_info.fmt, display_value);
+  return buf;
+}
+
+std::vector<std::string> decode_browser_drag_payload(std::string_view payload) {
+  std::vector<std::string> out;
+  size_t begin = 0;
+  while (begin <= payload.size()) {
+    const size_t end = payload.find('\n', begin);
+    const size_t length = (end == std::string_view::npos ? payload.size() : end) - begin;
+    if (length > 0) {
+      out.emplace_back(payload.substr(begin, length));
+    }
+    if (end == std::string_view::npos) break;
+    begin = end + 1;
+  }
+  return out;
+}
+
+void collect_visible_leaf_paths(const BrowserNode &node,
+                                const std::string &filter,
+                                std::vector<std::string> *out) {
+  if (!browser_node_matches(node, filter)) {
+    return;
+  }
+  if (node.children.empty()) {
+    if (!node.full_path.empty()) {
+      out->push_back(node.full_path);
+    }
+    return;
+  }
+  for (const BrowserNode &child : node.children) {
+    collect_visible_leaf_paths(child, filter, out);
+  }
+}
+
+void rebuild_browser_nodes(AppSession *session, UiState *state) {
+  const std::vector<std::string> paths = visible_browser_paths(session->route_data, state->show_deprecated_fields);
+  session->browser_nodes = build_browser_tree(paths);
+  prune_browser_selection(state, paths);
+}
+
+void rebuild_route_index(AppSession *session) {
+  session->series_by_path.clear();
+  session->route_data.series_formats.clear();
+  for (RouteSeries &series : session->route_data.series) {
+    session->series_by_path.emplace(series.path, &series);
+    const bool enum_like = session->route_data.enum_info.find(series.path) != session->route_data.enum_info.end();
+    session->route_data.series_formats.emplace(series.path, compute_series_format(series.values, enum_like));
+  }
+}
+
+void draw_browser_node(AppSession *session,
+                       const BrowserNode &node,
+                       UiState *state,
+                       const std::string &filter,
+                       const std::vector<std::string> &visible_paths) {
+  if (!browser_node_matches(node, filter)) {
+    return;
+  }
+
+  if (node.children.empty()) {
+    const bool selected = browser_selection_contains(*state, node.full_path);
+    const std::string value_text = browser_series_value_text(*session, *state, node.full_path);
+    const ImGuiStyle &style = ImGui::GetStyle();
+    const ImVec2 row_size(std::max(1.0f, ImGui::GetContentRegionAvail().x), ImGui::GetFrameHeight());
+    ImGui::PushID(node.full_path.c_str());
+    const bool clicked = ImGui::InvisibleButton("##browser_leaf", row_size);
+    const bool hovered = ImGui::IsItemHovered();
+    const bool held = ImGui::IsItemActive();
+    const ImRect rect(ImGui::GetItemRectMin(), ImGui::GetItemRectMax());
+    ImDrawList *draw_list = ImGui::GetWindowDrawList();
+    if (selected || hovered) {
+      const ImU32 bg = ImGui::GetColorU32(selected
+        ? (held ? ImGuiCol_HeaderActive : ImGuiCol_Header)
+        : ImGuiCol_HeaderHovered);
+      draw_list->AddRectFilled(rect.Min, rect.Max, bg, 0.0f);
+    }
+
+    const float value_right = rect.Max.x - style.FramePadding.x;
+    const float value_left = value_right - (value_text.empty() ? 0.0f : BROWSER_VALUE_WIDTH);
+    const float label_left = rect.Min.x + style.FramePadding.x;
+    const float label_right = value_text.empty()
+      ? rect.Max.x - style.FramePadding.x
+      : std::max(label_left + 40.0f, value_left - 10.0f);
+    ImGui::RenderTextEllipsis(draw_list,
+                              ImVec2(label_left, rect.Min.y + style.FramePadding.y),
+                              ImVec2(label_right, rect.Max.y),
+                              label_right,
+                              node.label.c_str(),
+                              nullptr,
+                              nullptr);
+    if (!value_text.empty()) {
+      app_push_mono_font();
+      ImGui::PushStyleColor(ImGuiCol_Text, selected ? color_rgb(70, 77, 86) : color_rgb(116, 124, 133));
+      ImGui::RenderTextClipped(ImVec2(value_left, rect.Min.y + style.FramePadding.y),
+                               ImVec2(value_right, rect.Max.y),
+                               value_text.c_str(),
+                               nullptr,
+                               nullptr,
+                               ImVec2(1.0f, 0.0f));
+      ImGui::PopStyleColor();
+      app_pop_mono_font();
+    }
+
+    if (clicked) {
+      const bool shift_down = ImGui::GetIO().KeyShift;
+      const bool ctrl_down = ImGui::GetIO().KeyCtrl || ImGui::GetIO().KeySuper;
+      if (shift_down) {
+        select_browser_range(state, visible_paths, node.full_path);
+      } else if (ctrl_down) {
+        toggle_browser_selection(state, node.full_path);
+      } else {
+        set_browser_selection_single(state, node.full_path);
+      }
+    }
+    if (hovered && ImGui::IsMouseDoubleClicked(0)) {
+      set_browser_selection_single(state, node.full_path);
+      app_add_curve_to_active_pane(session, state, node.full_path);
+    }
+    if (ImGui::BeginDragDropSource(ImGuiDragDropFlags_SourceAllowNullID)) {
+      const std::vector<std::string> drag_paths = browser_drag_paths(*state, node.full_path);
+      const std::string payload = encode_browser_drag_payload(drag_paths);
+      ImGui::SetDragDropPayload("JOTP_BROWSER_PATHS", payload.c_str(), payload.size() + 1);
+      if (drag_paths.size() == 1) {
+        ImGui::TextUnformatted(drag_paths.front().c_str());
+      } else {
+        ImGui::Text("%zu timeseries", drag_paths.size());
+        ImGui::TextUnformatted(drag_paths.front().c_str());
+      }
+      ImGui::EndDragDropSource();
+    }
+    ImGui::PopID();
+    return;
+  }
+
+  ImGuiTreeNodeFlags flags = ImGuiTreeNodeFlags_SpanAvailWidth;
+  if (!filter.empty()) {
+    flags |= ImGuiTreeNodeFlags_DefaultOpen;
+  }
+  const bool open = ImGui::TreeNodeEx(node.label.c_str(), flags);
+  if (open) {
+    for (const BrowserNode &child : node.children) {
+      draw_browser_node(session, child, state, filter, visible_paths);
+    }
+    ImGui::TreePop();
+  }
+}
--- a/tools/jotpluggler/camera.cc
+++ b/tools/jotpluggler/camera.cc
@@ -0,0 +1,54 @@
+#include "tools/jotpluggler/camera.h"
+
+#include "imgui.h"
+#include "imgui_internal.h"
+
+namespace {
+
+bool draw_camera_fit_toggle_overlay(bool fit_to_pane) {
+  const ImVec2 window_pos = ImGui::GetWindowPos();
+  const ImVec2 content_min = ImGui::GetWindowContentRegionMin();
+  const ImRect rect(ImVec2(window_pos.x + content_min.x + 8.0f, window_pos.y + content_min.y + 8.0f),
+                    ImVec2(window_pos.x + content_min.x + 58.0f, window_pos.y + content_min.y + 28.0f));
+  const bool hovered = ImGui::IsMouseHoveringRect(rect.Min, rect.Max, false);
+  const bool held = hovered && ImGui::IsMouseDown(ImGuiMouseButton_Left);
+  if (hovered) ImGui::SetMouseCursor(ImGuiMouseCursor_Hand);
+
+  ImDrawList *draw_list = ImGui::GetWindowDrawList();
+  draw_list->AddRectFilled(rect.Min, rect.Max, hovered ? IM_COL32(255, 255, 255, 234) : IM_COL32(255, 255, 255, 214), 4.0f);
+  draw_list->AddRect(rect.Min, rect.Max, IM_COL32(184, 189, 196, 255), 4.0f, 0, 1.0f);
+  const ImRect box(ImVec2(rect.Min.x + 6.0f, rect.Min.y + 4.0f), ImVec2(rect.Min.x + 18.0f, rect.Min.y + 16.0f));
+  draw_list->AddRect(box.Min, box.Max, IM_COL32(112, 120, 129, 255), 2.0f, 0, 1.0f);
+  if (fit_to_pane) {
+    draw_list->AddLine(ImVec2(box.Min.x + 2.5f, box.Min.y + 6.5f), ImVec2(box.Min.x + 5.5f, box.Max.y - 2.5f), IM_COL32(60, 111, 202, 255), 1.8f);
+    draw_list->AddLine(ImVec2(box.Min.x + 5.5f, box.Max.y - 2.5f), ImVec2(box.Max.x - 2.5f, box.Min.y + 2.5f), IM_COL32(60, 111, 202, 255), 1.8f);
+  }
+  draw_list->AddText(ImVec2(box.Max.x + 6.0f, rect.Min.y + 3.0f), IM_COL32(72, 79, 88, 255), "Fit");
+  return hovered && !held && ImGui::IsMouseReleased(ImGuiMouseButton_Left);
+}
+
+}  // namespace
+
+void draw_camera_pane(AppSession *session, UiState *state, TabUiState *tab_state, int pane_index, const Pane &pane) {
+  CameraFeedView *feed = session->pane_camera_feeds[static_cast<size_t>(pane.camera_view)].get();
+  if (feed == nullptr) {
+    ImGui::TextDisabled("Camera unavailable");
+    return;
+  }
+
+  const bool fit_to_pane = tab_state != nullptr
+    && pane_index >= 0
+    && pane_index < static_cast<int>(tab_state->camera_panes.size())
+    ? tab_state->camera_panes[static_cast<size_t>(pane_index)].fit_to_pane
+    : true;
+  if (state->has_tracker_time) {
+    feed->update(state->tracker_time);
+  }
+  feed->drawSized(ImGui::GetContentRegionAvail(), session->async_route_loading, fit_to_pane);
+  if (tab_state != nullptr
+      && pane_index >= 0
+      && pane_index < static_cast<int>(tab_state->camera_panes.size())
+      && draw_camera_fit_toggle_overlay(fit_to_pane)) {
+    tab_state->camera_panes[static_cast<size_t>(pane_index)].fit_to_pane = !fit_to_pane;
+  }
+}
--- a/tools/jotpluggler/camera.h
+++ b/tools/jotpluggler/camera.h
@@ -0,0 +1,5 @@
+#pragma once
+
+#include "tools/jotpluggler/app.h"
+
+void draw_camera_pane(AppSession *session, UiState *state, TabUiState *tab_state, int pane_index, const Pane &pane);
--- a/tools/jotpluggler/common.cc
+++ b/tools/jotpluggler/common.cc
@@ -0,0 +1,179 @@
+#include "tools/jotpluggler/common.h"
+
+#include <algorithm>
+#include <array>
+#include <cstdlib>
+
+namespace {
+
+std::string format_coord(const GpsPoint &point) {
+  return util::string_format("%.5f,%.5f", point.lat, point.lon);
+}
+
+}  // namespace
+
+const CameraViewSpec &camera_view_spec(CameraViewKind view) {
+  auto it = std::find_if(kCameraViewSpecs.begin(), kCameraViewSpecs.end(), [&](const CameraViewSpec &spec) {
+    return spec.view == view;
+  });
+  return it != kCameraViewSpecs.end() ? *it : kCameraViewSpecs.front();
+}
+
+const CameraViewSpec *camera_view_spec_from_special_item(std::string_view item_id) {
+  auto it = std::find_if(kCameraViewSpecs.begin(), kCameraViewSpecs.end(), [&](const CameraViewSpec &spec) {
+    return item_id == spec.special_item_id;
+  });
+  return it != kCameraViewSpecs.end() ? &*it : nullptr;
+}
+
+const CameraViewSpec *camera_view_spec_from_layout_name(std::string_view layout_name) {
+  auto it = std::find_if(kCameraViewSpecs.begin(), kCameraViewSpecs.end(), [&](const CameraViewSpec &spec) {
+    return layout_name == spec.layout_name;
+  });
+  return it != kCameraViewSpecs.end() ? &*it : nullptr;
+}
+
+const SpecialItemSpec *special_item_spec(std::string_view item_id) {
+  auto it = std::find_if(kSpecialItemSpecs.begin(), kSpecialItemSpecs.end(), [&](const SpecialItemSpec &spec) {
+    return item_id == spec.id;
+  });
+  return it != kSpecialItemSpecs.end() ? &*it : nullptr;
+}
+
+const char *special_item_label(std::string_view item_id) {
+  const SpecialItemSpec *spec = special_item_spec(item_id);
+  return spec != nullptr ? spec->label : "Item";
+}
+
+bool pane_kind_is_special(PaneKind kind) {
+  return kind == PaneKind::Map || kind == PaneKind::Camera;
+}
+
+bool is_default_special_title(std::string_view title) {
+  if (title == "Map") return true;
+  return std::any_of(kCameraViewSpecs.begin(), kCameraViewSpecs.end(), [&](const CameraViewSpec &spec) {
+    return title == spec.label;
+  });
+}
+
+CameraViewKind sidebar_preview_camera_view(const AppSession &session) {
+  return session.route_data.road_camera.entries.empty() && !session.route_data.qroad_camera.entries.empty()
+    ? CameraViewKind::QRoad
+    : CameraViewKind::Road;
+}
+
+const std::filesystem::path &repo_root() {
+  static const std::filesystem::path root(JOTP_REPO_ROOT);
+  return root;
+}
+
+ImU32 timeline_entry_color(TimelineEntry::Type type, float alpha) {
+  return timeline_entry_color(type, alpha, {111, 143, 175});
+}
+
+ImU32 timeline_entry_color(TimelineEntry::Type type, float alpha, std::array<uint8_t, 3> none_color) {
+  switch (type) {
+    case TimelineEntry::Type::Engaged:
+      return ImGui::GetColorU32(color_rgb(0, 163, 108, alpha));
+    case TimelineEntry::Type::AlertInfo:
+      return ImGui::GetColorU32(color_rgb(255, 195, 0, alpha));
+    case TimelineEntry::Type::AlertWarning:
+    case TimelineEntry::Type::AlertCritical:
+      return ImGui::GetColorU32(color_rgb(199, 0, 57, alpha));
+    case TimelineEntry::Type::None:
+    default:
+      return ImGui::GetColorU32(color_rgb(none_color, alpha));
+  }
+}
+
+const char *timeline_entry_label(TimelineEntry::Type type) {
+  static constexpr const char *kLabels[] = {
+    "disengaged",
+    "engaged",
+    "alert info",
+    "alert warning",
+    "alert critical",
+  };
+  const size_t index = static_cast<size_t>(type);
+  return index < std::size(kLabels) ? kLabels[index] : kLabels[0];
+}
+
+TimelineEntry::Type timeline_type_at_time(const std::vector<TimelineEntry> &timeline, double time_value) {
+  for (const TimelineEntry &entry : timeline) {
+    if (time_value >= entry.start_time && time_value <= entry.end_time) {
+      return entry.type;
+    }
+  }
+  return TimelineEntry::Type::None;
+}
+
+std::string normalize_stream_address(std::string address) {
+  return is_local_stream_address(address) ? "127.0.0.1" : address;
+}
+
+const char *stream_source_kind_label(StreamSourceKind kind) {
+  static constexpr const char *kLabels[] = {
+    "Local (MSGQ)",
+    "Remote (ZMQ)",
+  };
+  const size_t index = static_cast<size_t>(kind);
+  return index < std::size(kLabels) ? kLabels[index] : kLabels[0];
+}
+
+std::string stream_source_target_label(const StreamSourceConfig &source) {
+  switch (source.kind) {
+    case StreamSourceKind::CerealRemote:
+      return normalize_stream_address(source.address);
+    case StreamSourceKind::CerealLocal:
+    default:
+      return "127.0.0.1";
+  }
+}
+
+bool env_flag_enabled(const char *name, bool default_value) {
+  const char *raw = std::getenv(name);
+  if (raw == nullptr || raw[0] == '\0') {
+    return default_value;
+  }
+  const std::string value = lowercase_copy(util::strip(raw));
+  return !(value == "0" || value == "false" || value == "no" || value == "off");
+}
+
+void open_external_url(std::string_view url) {
+#ifdef __APPLE__
+  const std::string command = "open " + shell_quote(url) + " &";
+#else
+  const std::string command = "xdg-open " + shell_quote(url) + " >/dev/null 2>&1 &";
+#endif
+  util::check_system(command);
+}
+
+std::string route_useradmin_url(const RouteIdentifier &route_id) {
+  return route_id.empty() ? std::string()
+                          : "https://useradmin.comma.ai/?onebox=" + route_id.dongle_id + "%7C" + route_id.log_id;
+}
+
+std::string route_connect_url(const RouteIdentifier &route_id) {
+  return route_id.empty() ? std::string()
+                          : "https://connect.comma.ai/" + route_id.canonical();
+}
+
+std::string route_google_maps_url(const GpsTrace &trace) {
+  if (trace.points.size() < 2) {
+    return {};
+  }
+
+  const std::string prefix = "https://www.google.com/maps/dir/?api=1&travelmode=driving&origin="
+                           + format_coord(trace.points.front()) + "&destination=" + format_coord(trace.points.back());
+  for (size_t n = std::min<size_t>(9, trace.points.size() > 2 ? trace.points.size() - 2 : 0); ; --n) {
+    std::string url = prefix;
+    if (n > 0) {
+      url += "&waypoints=";
+      for (size_t i = 0; i < n; ++i) {
+        if (i) url += "%7C";
+        url += format_coord(trace.points[1 + ((trace.points.size() - 2) * (i + 1)) / (n + 1)]);
+      }
+    }
+    if (url.size() <= 1900 || n == 0) return url;
+  }
+}
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Jason Wen	21c490e807	try the gm method	2026-04-07 00:25:07 -04:00
Jason Wen	e0f0906e56	actually new tune	2026-04-07 00:05:12 -04:00
Jason Wen	5a76a6ee0b	prevents 360+ faults	2026-04-06 23:52:01 -04:00
Jason Wen	f4c38a60d7	fwdRadar got updated via OTA???!!	2026-04-06 23:07:14 -04:00
Jason Wen	a59f006379	Merge remote-tracking branch 'commaai/openpilot/master' into gv80-2025 # Conflicts: # opendbc_repo	2026-04-06 23:02:01 -04:00
Kacper Rączy	08401a96c2	modeld: frame delay (#37731 ) * Frame delay * Multiply * If replay * For long too * DT_MDL / 2 * Shorten comment * Just 50ms * Remove REPLAY const	2026-04-06 21:15:38 +00:00
DevTekVE	f37fd3ea34	Fixes the debugging of safety after scons removal (#37769 ) Fixes the debugging after scons removal	2026-04-06 09:46:14 -07:00
Shane Smiskol	dc4dae6794	replay/ui: color lines, use aTarget (#37764 ) * color lines, use aTarget * only scroll when updated	2026-04-04 20:28:16 -07:00
Jason Wen	f170440f4a	safety: add reserved controls_allowed fields for forks (like MADS) (#37747 )	2026-04-04 15:30:34 -07:00
Shane Smiskol	310ba9d2c0	replay/ui: fix Qt threading issue (#37762 ) * fix ui * fix * clean up	2026-04-03 20:01:33 -07:00
Adeeb Shihadeh	f0053d4619	jotpluggler: state transition view is only for enums (#37761 ) * jotpluggler: state transition view is only for enums * cleaner	2026-04-03 14:52:35 -07:00
Harald Schäfer	052692b25d	OP model 7 (#37760 ) * a76ae294-e61a-43b8-b07e-c3496dbfc5ff/100 * recompile * unused * correct naming	2026-04-03 09:34:03 -07:00
Armand du Parc Locmaria	55c3885742	bump tg (#37700 ) * bump tg * bump tg * assign * bump * cpu llvm * frame buffer updated in place, no need to return * don't bake in stale pointers * fix update image output indices * lint * bump	2026-04-02 09:16:11 -07:00
Test User	ed061351f1	signed	2026-04-02 06:08:08 -04:00
Test User	85b188f1c2	bump	2026-04-02 04:30:19 -04:00
Harald Schäfer	cb32793300	OP model (#37740 ) * Off policy model * 2f70b996-c604-4a46-9ac9-13ce7534605b/100 * misc fixes * 1cc1791b-4555-41ce-a5cb-ce046967075a/100 * fix model * 6ab6fae5-fbbd-4ad0-928a-b33794f60dba/100 * recomp * update models * qxfinally correct * b8b96ac6-7918-401a-a862-eaf1fdbba88d/100 * wrong plan * wrong plan * Vf9b3fb5f-4d0d-4dcb-bc3a-5e94d1fdcdaa/200 * bump dbc * ready to merge * rename to on-policy * Just cleanup big models for now --------- Co-authored-by: Kacper Rączy <gfw.kra@gmail.com>	2026-04-01 16:24:50 -07:00
ZwX1616	d8569b07eb	DM: Lancia Delta HF Integrale model (#37696 ) * 00c00ac7-7b6e-4546-b86f-7ddd5f0596b4 * mici cleanup * update msg * rename	2026-04-01 16:14:15 -07:00
Daniel Koepping	efd5301f65	bump opendbc (#37750 ) * bump opendbc	2026-04-01 16:11:07 -07:00
ZwX1616	5dcaf3bef8	DM: fewer alerts during maneuvers (#37751 ) * 2in1 * clip * drop aodm lowspeed * cleanup * add lower bd * that was random	2026-04-01 00:40:13 -07:00
Shane Smiskol	bf43c7e8c7	fix scaled exclamation point	2026-03-31 18:22:56 -07:00
Adeeb Shihadeh	1dec68014f	rivian gen2!	2026-03-30 15:12:34 -07:00
Jason Wen	9750193726	bump	2026-03-29 00:41:49 -07:00
Jason Wen	56bd3b8442	needs to be 360	2026-03-28 21:25:37 -07:00
Jason Young	8badc7d813	controls: HKG angle control saturation from car port safety (#37746 )	2026-03-29 00:20:35 -04:00
Jason Wen	ed5a01f2cd	steer limit by safety for hyundai and round incoming desired angle to 1 decimal	2026-03-28 21:05:51 -07:00
Jason Wen	9ff6b87e09	bump	2026-03-28 20:49:42 -07:00
Jason Wen	5aad672484	bump	2026-03-28 20:03:21 -07:00
Jason Wen	8630beaf86	bump	2026-03-28 19:49:17 -07:00
Jason Wen	ae5c8de39d	bump	2026-03-28 19:09:34 -07:00
Jason Wen	418cb2045f	new smoothing	2026-03-28 15:12:34 -07:00
Jason Wen	b77e4309f2	revert	2026-03-28 14:22:51 -07:00
Jason Wen	211b6b18f2	todo	2026-03-28 13:48:34 -07:00
Jason Wen	48a0870713	bump	2026-03-28 13:38:00 -07:00
Jason Wen	e78cb05f35	update speed-based EPS gain ceiling and override factor for improved low-speed stability	2026-03-28 12:40:32 -07:00
Jason Wen	3765ec7ea4	refine dangle handling with adjusted breakpoints and added winding logic	2026-03-28 11:50:31 -07:00
Jason Wen	228fcaaeab	Merge remote-tracking branch 'sunnypilot/sunnypilot/gv80-2025' into gv80-2025 # Conflicts: # opendbc_repo	2026-03-28 11:34:43 -07:00
Jason Wen	ba02401945	adjust override factor and dangle handling for smoother EPS control	2026-03-28 11:33:19 -07:00
Jason Wen	10f0c9964a	mdps angle just angle steering for now	2026-03-28 11:18:50 -07:00
Jason Wen	6ec7e60231	gain based EPS force control	2026-03-28 10:39:51 -07:00
Jason Wen	5da7f18869	don't do this	2026-03-28 03:41:49 -07:00
Jason Wen	c75c8bd27d	separate gains	2026-03-28 03:28:14 -07:00
Jason Wen	61ae38b816	ignore road noise	2026-03-28 03:20:41 -07:00
Jason Wen	c7ba469bad	different ramp up and down	2026-03-28 02:43:52 -07:00
Jason Wen	a4fe9d694d	update torque reduction gain logic and parameters	2026-03-28 01:56:20 -07:00
Jason Wen	226ee3f1f1	test fix	2026-03-28 00:25:03 -07:00
Jason Wen	35ef6017f8	fix	2026-03-28 00:20:32 -07:00
Jason Wen	73e965ebcb	try this out	2026-03-28 00:16:59 -07:00
Jason Wen	297f5fc499	bump	2026-03-27 23:55:43 -07:00
Jason Wen	86d97b075e	bump steer threshold to 250	2026-03-27 23:28:23 -07:00
Jason Wen	60ea54fd15	new harness	2026-03-27 21:25:13 -07:00
Jason Wen	c9e6ba1e51	Merge remote-tracking branch 'commaai/openpilot/master' into gv80-2025 # Conflicts: # opendbc_repo	2026-03-27 21:01:25 -07:00
Jason Wen	580014b2ec	bump	2026-03-27 20:45:01 -07:00
Jason Wen	a90b7bfb9f	fix	2026-03-27 20:02:00 -07:00
Jason Wen	a3fcf28da1	bump	2026-03-27 19:14:53 -07:00
royjr	a0e1f722e2	Update opendbc_repo	2026-03-27 18:21:26 -07:00
royjr	6b2d4800c9	Update opendbc_repo	2026-03-27 17:59:38 -07:00
Jason Wen	ffbead1711	bump	2026-03-27 17:48:35 -07:00
Jason Wen	c734e44a39	bump	2026-03-27 17:39:15 -07:00
Jason Young	9be7a48ccd	bump opendbc (#37738 ) * bump opendbc * regen CARS.md * bump opendbc * regen CARS.md	2026-03-27 16:45:34 -04:00
Daniel Koepping	6b94c47c6a	Lateral maneuver report (#37562 ) * lateral report * mutually exclude buttons * gating * set maneuver * add timer * timer text * fix plot * use curvature * more curves * fix gating * rm delay * highway speed only * msg * add sine * add step-down * use relative * text * stabilize * tuning * windup * text * winddown * no windup * tuning * more tuning * more * formatting * test faster * extend sine * report crossings * add readme * clean report * fix lint * gating * fix * straighter * compensate roll * rm abs roll * len * Revert "rm abs roll" This reverts commit a22d6bb136f90d2bf997e6b9aeee2f784398ef42. * Revert "compensate roll" This reverts commit dfda52119cc4a2e29ac2854b9154c08459086fea. * print actuators * show curve and roll * tune roll * text * slower * timer * too much banked streets in US * readme * filter incomplete * plot jerk * plot angle jerk * lil edits * fix lint * apply suggestions * better table * apply comments * clean * shane comments * deflicker --------- Co-authored-by: Adeeb Shihadeh <adeebshihadeh@gmail.com>	2026-03-27 13:31:00 -07:00
Jason Wen	b60c3d2f10	more	2026-03-26 16:24:56 -07:00
Jason Wen	407d27d634	more	2026-03-26 16:20:11 -07:00
Jason Wen	11ab53854f	more	2026-03-26 16:07:57 -07:00
Jason Wen	5273502b56	bump	2026-03-26 16:06:48 -07:00
Jason Wen	737ce31016	dbc	2026-03-26 15:58:03 -07:00
Jason Wen	360f863354	update them manually	2026-03-26 15:56:02 -07:00
Jason Wen	61bc7e5cb1	2025-26 gv80/gv80 coupe init	2026-03-26 15:28:33 -07:00
Adeeb Shihadeh	b706673e1c	jotpluggler: part one (#37730 )	2026-03-25 19:49:38 -07:00
Jason Young	e4813645fa	remove any stale scons lock on device startup (#37734 ) remove any stale scons lock at device startup	2026-03-25 21:02:51 -04:00
Harald Schäfer	12f1be19cc	POP model (#37727 ) * f9f6da19-c248-460f-8e16-d47e9824bfb7/100 * 05a58a51-e0e3-4e9b-8e27-e644685f2c50/100	2026-03-24 14:40:45 -07:00
Shane Smiskol	e5ebd45576	fw query: remove aux panda support (#37725 ) * rm num_pandas * bump to master	2026-03-23 22:04:11 -07:00
Shane Smiskol	0870e26fb6	fix debug fw query script	2026-03-23 19:57:43 -07:00
Kacper Rączy	d75b8f4540	process_replay: fix logMonoTime simulation (#37708 ) * Fix logMonoTime * Fix last drain * Remove import * Bring it back	2026-03-23 20:25:31 +00:00
Daniel Koepping	f4b8384332	Process replay: add diff report (#37048 ) * rm upload * use ci-artifacts * sanitize * rm ref_commit * add ci * handle exept * bootstrap * always * fix * replay * keep ref_commit fork compatibility * remove upload-only * apply comments * safe diffs in master * Revert "safe diffs in master" This reverts commit 369fccac786a67799193e9152488813c6df20414. * continue on master diff * imports * copy formatting from car_diff * main * setup refs and cur * copy diff * copy formatting * comment * rm token * rm hash * continue on master diff * use ci-artifacts refs * add run card diff * checkout * shebang * card_diff.yml * rm ci-artifacts * apply ci-artifacts * call differ * rename * uv lock * tests * readme * checkout * add all configs * import base_url * rename yaml * integrate in test_processes * fix diff report * var names * extract to module * print report * add msg count to diff * traceback * diff format * typing * name step * allow NaN * replace join	2026-03-23 09:41:52 -07:00
Adeeb Shihadeh	5766202763	translations: auto-generate with codex (#37462 )	2026-03-23 08:59:37 -07:00
commaci-public	6871203c45	[bot] Update Python packages (#37529 ) * Update Python packages * revert tg --------- Co-authored-by: Vehicle Researcher <user@comma.ai> Co-authored-by: Adeeb Shihadeh <adeebshihadeh@gmail.com>	2026-03-23 08:36:14 -07:00
royjr	1d48cbdffa	ui: fix BIG ui with scale (#37690 ) * Update application.py * Apply suggestions from code review --------- Co-authored-by: Shane Smiskol <shane@smiskol.com>	2026-03-23 01:00:28 -07:00
Ethan Reish	54db569c2c	Do not map tici to tizi release (#37719 ) * Do not map tici to tizi release * tici --------- Co-authored-by: Adeeb Shihadeh <adeebshihadeh@gmail.com>	2026-03-22 19:03:40 -07:00
Adeeb Shihadeh	31e4fe55ac	tools: setup ffmpeg hwaccel (#37718 )	2026-03-22 17:36:35 -07:00
Adeeb Shihadeh	a8b5c74507	prep for imgui tools (#37712 ) * prep for imgui tools * build cleanups	2026-03-21 16:49:57 -07:00
Adeeb Shihadeh	470c3f4a92	pandad: remove best case startup time test case	2026-03-21 12:08:10 -07:00
Adeeb Shihadeh	af09b7a45b	add imgui package (#37711 )	2026-03-21 09:47:15 -07:00
Kacper Rączy	7fae59167e	paramsd/torqued: use the correct livePose timestamp (#37704 ) * Use the correct filter time in torqued/paramsd * Fix * Check if lp valid * Update tests fake data with new required fields	2026-03-21 02:10:59 +00:00
Kacper Rączy	08d8bb9975	livePose timestamp migration (#37705 ) * Add livePose migraiton * Fix	2026-03-21 01:19:47 +00:00
royjr	240e0036d2	macOS: fix build (#37686 ) * Update SConscript * do we need this? * fix that --------- Co-authored-by: Adeeb Shihadeh <adeebshihadeh@gmail.com>	2026-03-20 15:52:01 -07:00
Kacper Rączy	d5e75dd0af	locationd: publish filter time (#37697 ) * Include filter time in the message * Move the line up * Use nantonum	2026-03-20 22:29:58 +00:00
Thomas Burgess	e53cc41b47	docs: rename comma 3X references to comma four (#37701 ) * docs: rename comma 3X references to comma four * docs: update comma four links and labels	2026-03-20 15:23:02 -07:00
Adeeb Shihadeh	d0382e2d48	just remove this, actions is so broken	2026-03-20 15:02:47 -07:00
Adeeb Shihadeh	78b15773c9	pj: update stale layouts	2026-03-20 14:07:33 -07:00
Kacper Rączy	f95959afdb	Bump rednose (#37698 )	2026-03-20 02:44:14 +00:00
Kacper Rączy	1c14375796	locationd: cam odo delay compensation (#37543 ) * Delay compensation for camera odomtry * Frame skip definition * CAM_ODO_POSE_DELAY const * Remove import * Use timestampEof * CAM_ODO_STD_MULT * locationd processing_time=0.01 * Update angular velocity Q * Try 075 * Acc obs std 0.75 * Adjust Cam odo std mults * More tweaking * Smoothing in lld tests * Comment * Remove import * Revert gyro bias P update * Tweak to 0.75	2026-03-20 02:35:10 +00:00