fix(long): frame based staleness for jumpguard and lead-smoother

fix(long): frame-based staleness check for radar lead hold
_LeadHold counted its own step() calls to gauge staleness, but smooth_radarstate() stops calling step() below LOW_SPEED_PASSTHROUGH_V — so the counter froze indefinitely during any low-speed period (measured 60-80s freezes on real routes) and read as "just a few frames old" on resume no matter how much real time passed, letting a long-dead hold resurrect as a phantom lead. Compare against the caller's live frame counter instead.
2026-07-16 21:42:06 +08:00 · 2026-07-14 15:42:50 -07:00 · 2026-07-12 14:55:32 -07:00 · 2026-07-11 12:52:02 -07:00 · 2026-07-10 00:34:07 -07:00 · 2026-07-09 12:47:37 -07:00
365 changed files with 10735 additions and 2616 deletions
@@ -0,0 +1,18 @@
+**/.git
+.DS_Store
+*.dylib
+*.DSYM
+*.d
+*.pyc
+*.pyo
+.*.swp
+.*.swo
+.*.un~
+*.tmp
+*.o
+*.o-*
+*.os
+*.os-*
+
+venv/
+.venv/
@@ -11,4 +11,4 @@
 *.wav filter=lfs diff=lfs merge=lfs -text

 selfdrive/car/tests/test_models_segs.txt filter=lfs diff=lfs merge=lfs -text
-common/hardware/tici/updater filter=lfs diff=lfs merge=lfs -text
+system/hardware/tici/updater filter=lfs diff=lfs merge=lfs -text
@@ -35,36 +35,18 @@ jobs:
      - name: Init sunnypilot opendbc submodule
        run: git submodule update --init --depth 1 opendbc_repo

-      - name: Checkout upstream openpilot
+      - name: Checkout upstream openpilot cereal
        uses: actions/checkout@v6
        with:
          repository: 'commaai/openpilot'
          path: upstream_openpilot
+          sparse-checkout: cereal
          ref: "refs/heads/master"

      - name: Init upstream opendbc submodule
        working-directory: upstream_openpilot
        run: git submodule update --init --depth 1 opendbc_repo

-      - name: Locate upstream capnp paths
-        id: locate-capnp
-        run: |
-          CEREAL_DIR=$(find upstream_openpilot -maxdepth 4 -name log.capnp -path '*/cereal/log.capnp' -printf '%h\n' -quit)
-          if [ -z "$CEREAL_DIR" ]; then
-            echo "::error::Could not locate cereal/log.capnp in upstream openpilot"
-            exit 1
-          fi
-          echo "cereal_dir=$CEREAL_DIR" >> "$GITHUB_OUTPUT"
-          echo "Found upstream cereal at: $CEREAL_DIR"
-
-          IMPORT_ARGS=""
-          CAR_CAPNP=$(find upstream_openpilot -maxdepth 5 -name car.capnp -path '*/opendbc/car/car.capnp' -printf '%h\n' -quit)
-          if [ -n "$CAR_CAPNP" ]; then
-            IMPORT_ARGS="-I $CAR_CAPNP"
-            echo "Found car.capnp at: $CAR_CAPNP"
-          fi
-          echo "import_args=$IMPORT_ARGS" >> "$GITHUB_OUTPUT"
-
      - name: Install uv
        run: pip install uv

@@ -80,5 +62,4 @@ jobs:
          PYCAPNP_VER=$(python3 -c "import re; m=re.search(r'name = \"pycapnp\"\nversion = \"([^\"]+)\"', open('uv.lock').read()); print(m.group(1))")
          uv run --isolated --with "pycapnp==${PYCAPNP_VER}" \
            python3 cereal/messaging/tests/validate_sp_cereal_upstream.py \
-            -r -f /tmp/sp_schema.json --cereal-dir ${{ steps.locate-capnp.outputs.cereal_dir }} \
-            ${{ steps.locate-capnp.outputs.import_args }}
+            -r -f /tmp/sp_schema.json --cereal-dir upstream_openpilot/cereal
@@ -4,9 +4,10 @@
 [submodule "opendbc"]
  path = opendbc_repo
  url = https://github.com/sunnypilot/opendbc.git
+  branch = tn
 [submodule "msgq"]
  path = msgq_repo
-  url = https://github.com/sunnypilot/msgq.git
+  url = https://github.com/commaai/msgq.git
 [submodule "rednose_repo"]
  path = rednose_repo
  url = https://github.com/commaai/rednose.git
@@ -1,34 +1,5 @@
-sunnypilot Version 2026.002.000 (2026-06-28)
+sunnypilot Version 2026.002.000 (2026-xx-xx)
 ========================
-* What's Changed (sunnypilot/sunnypilot)
-  * ui: update gates for certain toggles by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1830
-  * release: ignore upstream IsReleaseBranch by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1831
-  * manager: disable DEVELOPMENT_ONLY reset by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1833
-  * sunnylink: fix max time offroad values by @nayan8teen in https://github.com/sunnypilot/sunnypilot/pull/1835
-  * ui: show default model name by @nayan8teen in https://github.com/sunnypilot/sunnypilot/pull/1837
-  * sunnylink: add CarParams fallback for brand-specific capabilities by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1839
-  * sunnylink SDUI: tweak DisableUpdate param for clarity by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1842
-  * Revert "DM: Lancia Delta HF Integrale model" by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1849
-  * modeld_v2: safe model validation by @Discountchubbs in https://github.com/sunnypilot/sunnypilot/pull/1855
-  * Revert "deprecate `carState.brake`" for Honda Gas Interceptor by @mvl-boston in https://github.com/sunnypilot/sunnypilot/pull/1860
-  * sunnylink: deprecate legacy params metadata by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1862
-  * ui: reset Enforce Torque Control and NNLC if both are enabled by @sunnyhaibin in https://github.com/sunnypilot/sunnypilot/pull/1863
-* What's Changed (sunnypilot/opendbc)
-  * Rivian: suppress ACM hold-the-wheel warning during MADS-only lateral by @lukasloetkolben in https://github.com/sunnypilot/opendbc/pull/465
-  * Sync: `commaai/opendbc:master` → `sunnypilot/opendbc:master` by @sunnyhaibin in https://github.com/sunnypilot/opendbc/pull/479
-  * safety: add option to ignore frequency check for RX checks by @sunnyhaibin in https://github.com/sunnypilot/opendbc/pull/480
-  * Revert "deprecate carState.brake" for Honda Gas Interceptor by @mvl-boston in https://github.com/sunnypilot/opendbc/pull/481
-* New Contributors (sunnypilot/sunnypilot)
-  * @mvl-boston made their first contribution in https://github.com/sunnypilot/sunnypilot/pull/1860
-* Full Changelog: https://github.com/sunnypilot/sunnypilot/compare/v2026.001.007...v2026.002.000
-************************
-* Synced with commaai's openpilot (v0.11.1)
-  * master commit 69e2c321e49760e52f7983eaa0a5f77cb95de637 (June 02, 2026)
-* New driver monitoring model
-* Improved image processing pipeline for driver camera
-* Improved thermal policy for comma four
-* Acura MDX 2022-24 support thanks to mvl-boston!
-* Rivian R1S and R1T 2025 support thanks to lukasloetkolben!

 sunnypilot Version 2026.001.000 (2026-05-06)
 ========================
@@ -0,0 +1,38 @@
+FROM ubuntu:24.04
+
+ENV PYTHONUNBUFFERED=1
+
+ENV DEBIAN_FRONTEND=noninteractive
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends sudo tzdata locales && \
+    rm -rf /var/lib/apt/lists/*
+
+RUN sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen && locale-gen
+ENV LANG=en_US.UTF-8
+ENV LANGUAGE=en_US:en
+ENV LC_ALL=en_US.UTF-8
+
+ENV NVIDIA_VISIBLE_DEVICES=all
+ENV NVIDIA_DRIVER_CAPABILITIES=graphics,utility,compute
+
+ARG USER=batman
+ARG USER_UID=1001
+RUN useradd -m -s /bin/bash -u $USER_UID $USER
+RUN usermod -aG sudo $USER
+RUN echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
+USER $USER
+
+ENV OPENPILOT_PATH=/home/$USER/openpilot
+RUN mkdir -p ${OPENPILOT_PATH}
+WORKDIR ${OPENPILOT_PATH}
+
+COPY --chown=$USER . ${OPENPILOT_PATH}/
+
+ENV UV_BIN="/home/$USER/.local/bin/"
+ENV VIRTUAL_ENV=${OPENPILOT_PATH}/.venv
+ENV PATH="$UV_BIN:$VIRTUAL_ENV/bin:$PATH"
+RUN tools/setup_dependencies.sh && \
+    sudo rm -rf /var/lib/apt/lists/*
+
+USER root
+RUN git config --global --add safe.directory '*'
@@ -12,7 +12,7 @@ def retryWithDelay(int maxRetries, int delay, Closure body) {
 def device(String ip, String step_label, String cmd) {
  withCredentials([file(credentialsId: 'id_rsa', variable: 'key_file')]) {
    def ssh_cmd = """
-ssh -o ControlMaster=auto -o ControlPath=/tmp/ssh_control_%C -o ControlPersist=yes -o ConnectTimeout=5 -o ServerAliveInterval=5 -o ServerAliveCountMax=2 -o BatchMode=yes -o StrictHostKeyChecking=no -i ${key_file} 'comma@${ip}' exec /usr/bin/bash <<'END'
+ssh -o ConnectTimeout=5 -o ServerAliveInterval=5 -o ServerAliveCountMax=2 -o BatchMode=yes -o StrictHostKeyChecking=no -i ${key_file} 'comma@${ip}' exec /usr/bin/bash <<'END'

 set -e

@@ -210,7 +210,7 @@ node {
      'HW + Unit Tests': {
        deviceStage("tizi-hardware", "tizi-common", ["UNSAFE=1"], [
          step("build", "cd system/manager && ./build.py"),
-          step("test power draw", "pytest -s selfdrive/test//test_power_draw.py"),
+          step("test power draw", "pytest -s system/hardware/tici/tests/test_power_draw.py"),
          step("test encoder", "LD_LIBRARY_PATH=/usr/local/lib pytest system/loggerd/tests/test_encoder.py", [diffPaths: ["system/loggerd/"]]),
          step("test manager", "pytest system/manager/test/test_manager.py"),
        ])
@@ -246,7 +246,7 @@ node {
          step("build openpilot", "cd system/manager && ./build.py"),
          step("test pandad loopback", "pytest selfdrive/pandad/tests/test_pandad_loopback.py"),
          step("test pandad spi", "pytest selfdrive/pandad/tests/test_pandad_spi.py"),
-          step("test amp", "pytest common/hardware/tici/tests/test_amplifier.py"),
+          step("test amp", "pytest system/hardware/tici/tests/test_amplifier.py"),
        ])
      },

@@ -276,8 +276,6 @@ def count_scons_nodes(nodes):
    if node in seen:
      continue
    seen.add(node)
-    if hasattr(node, 'has_builder') and node.has_builder():
-      build_product_nodes.add(node)
    executor = node.get_executor()
    if executor is not None:
      stack += executor.get_all_prerequisites() + executor.get_all_children()
@@ -286,7 +284,6 @@ def count_scons_nodes(nodes):

 progress_interval = 5
 progress_count = 0
-build_product_nodes = set()
 progress_total = max(1, count_scons_nodes(env.arg2nodes(BUILD_TARGETS or [Dir('.')], env.fs.Entry)))

 def progress_function(node):
@@ -302,11 +299,3 @@ def progress_function(node):

 Progress(progress_function, interval=progress_interval)
 AddPostAction(BUILD_TARGETS or [Dir('.')], prune_cache_dir)
-
-def check_build_product_size(target, source, env):
-  limit = 50 * 1024 * 1024  # GitHub max size
-  for t in target:
-    if hasattr(t, 'isfile') and t.isfile() and (size := os.path.getsize(t.abspath)) > limit:
-      raise SCons.Errors.UserError(f"{t} is {size / (1024 * 1024):.1f} MiB, exceeding the {limit / (1024 * 1024):.1f} MiB limit")
-if not GetOption('extras'):
-  AddPostAction(list(build_product_nodes), Action(check_build_product_size, None))
@@ -194,6 +194,7 @@ struct LongitudinalPlanSP @0xf35cc4560bbf6ec2 {
  aTarget @5 :Float32;
  events @6 :List(OnroadEventSP.Event);
  e2eAlerts @7 :E2eAlerts;
+  acceleration @8 :Acceleration;

  struct DynamicExperimentalControl {
    state @0 :DynamicExperimentalControlState;
@@ -296,6 +297,26 @@ struct LongitudinalPlanSP @0xf35cc4560bbf6ec2 {
    greenLightAlert @0 :Bool;
    leadDepartAlert @1 :Bool;
  }
+
+  # Acceleration Personality (Eco / Normal / Sport)
+  struct Acceleration {
+    personality @0 :AccelerationPersonality;
+    enabled @1 :Bool;
+    maxAccel @2 :Float32;     # current speed-indexed accel ceiling
+    brakeNeed @3 :Float32;    # repurposed: follow-gap widen added on top of the stock t_follow (s)
+    decelTarget @4 :Float32;  # repurposed: t_follow handed to the MPC (s)
+    smoothActive @5 :Bool;    # repurposed: follow-gap widen currently active
+    bypassed @6 :Bool;        # unused (input-shaping design has no output post-shaping / bypass)
+    comfortStopActive @7 :Bool;   # low-speed comfort decel-to-stop floor currently governing (behind a near-stopped lead)
+    comfortStopFloor @8 :Float32; # comfort-stop floor commanded (m/s^2, negative; 0 when not engaged)
+    leadUnstable @9 :Bool;        # RadarDistance lead-instability telemetry (bimodal/bouncing radar lead; informational, no control effect yet)
+  }
+
+  enum AccelerationPersonality {
+    eco @0;
+    normal @1;
+    sport @2;
+  }
 }

 struct OnroadEventSP @0xda96579883444c35 {
@@ -342,6 +363,7 @@ struct OnroadEventSP @0xda96579883444c35 {
    speedLimitChanged @21;
    speedLimitPending @22;
    e2eChime @23;
+    laneChangeRoadEdge @24;
  }
 }

@@ -448,6 +470,8 @@ struct LiveMapDataSP @0xf416ec09499d9d19 {

 struct ModelDataV2SP @0xa1680744031fdb2d {
  laneTurnDirection @0 :TurnDirection;
+  leftLaneChangeEdgeBlock @1 :Bool;
+  rightLaneChangeEdgeBlock @2 :Bool;

  enum TurnDirection {
    none @0;
@@ -760,6 +760,18 @@ struct LateralLQRState @0x9024e2d790c82ade {
  steeringAngleDesiredDeg @6 :Float32;
 }

+struct LateralCurvatureState @0xad9d8095c06f7c61 {
+  active @0 :Bool;
+  actualCurvature @1 :Float32;
+  desiredCurvature @2 :Float32;
+  error @3 :Float32;
+  p @4 :Float32;
+  i @5 :Float32;
+  f @6 :Float32;
+  output @7 :Float32;
+  saturated @8 :Bool;
+}
+
 struct LateralPlannerSolution @0x84caeca5a6b4acfe {
  x @0 :List(Float32);
  y @1 :List(Float32);
@@ -818,7 +818,7 @@ struct ControlsState @0x97ff69c53601abf1 {
    debugState @59 :LateralDebugState;
    torqueState @60 :LateralTorqueState;

-    curvatureState @65 :LateralCurvatureState;
+    curvatureStateDEPRECATED @65 :Deprecated.LateralCurvatureState;
    lqrStateDEPRECATED @55 :Deprecated.LateralLQRState;
    indiStateDEPRECATED @52 :Deprecated.LateralINDIState;
  }
@@ -867,18 +867,6 @@ struct ControlsState @0x97ff69c53601abf1 {
    saturated @3 :Bool;
  }

-  struct LateralCurvatureState @0xad9d8095c06f7c61 {
-    active @0 :Bool;
-    actualCurvature @1 :Float32;
-    desiredCurvature @2 :Float32;
-    error @3 :Float32;
-    p @4 :Float32;
-    i @5 :Float32;
-    f @6 :Float32;
-    output @7 :Float32;
-    saturated @8 :Bool;
-  }
-
  deprecated :group {
    vEgo @0 :Float32;
    vEgoRaw @32 :Float32;
@@ -2259,7 +2247,6 @@ struct LiveDelayData {
  lateralDelayEstimateStd @5 :Float32;
  points @4 :List(Float32);
  calPerc @6 :Int8;
-  version @7 :Int32;

  enum Status {
    unestimated @0;
@@ -1,13 +1,12 @@
 #!/usr/bin/env python3
-"""Validate sunnypilot routes are parseable by stock commaai/openpilot.
+"""Schema-level cereal compat check between sunnypilot and upstream openpilot.

-Cap'n Proto is wire-compatible across renames, type relocations, and
-additive fields. The only breaking change is a union variant that
-upstream doesn't recognize — an unknown discriminant makes the entire
-union unreadable.
-
-This script checks: for every struct with a union that exists in both
-schemas, does sunnypilot introduce union variants upstream doesn't have?
+Rules (per struct matched across sides by typeId):
+  R1  shared ordinal must reference the same type.
+  R2  sunnypilot-only ordinal in a union -> FAIL (unknown discriminant upstream).
+  R3  sunnypilot-only ordinal on a regular field -> OK (additive struct evolution).
+  R4  upstream-only ordinal -> OK.
+  R5  sunnypilot-only struct referenced via an upstream-shared field -> FAIL.
 """

 from __future__ import annotations
@@ -25,19 +24,46 @@ def hex_id(value: int) -> str:
  return f"0x{value:016x}"


+def encode_type(type_node: Any) -> dict:
+  which = type_node.which()
+  if which == "struct":
+    return {"kind": "struct", "typeId": hex_id(type_node.struct.typeId)}
+  if which == "enum":
+    return {"kind": "enum", "typeId": hex_id(type_node.enum.typeId)}
+  if which == "interface":
+    return {"kind": "interface", "typeId": hex_id(type_node.interface.typeId)}
+  if which == "list":
+    return {"kind": "list", "element": encode_type(type_node.list.elementType)}
+  if which == "anyPointer":
+    return {"kind": "anyPointer"}
+  return {"kind": which}
+
+
+def encode_field(name: str, field: Any) -> dict:
+  proto = field.proto
+  ordinal = proto.ordinal.explicit if proto.ordinal.which() == "explicit" else None
+  discriminant = proto.discriminantValue if proto.discriminantValue != NO_DISCRIMINANT else None
+
+  if proto.which() == "group":
+    type_desc = {"kind": "group", "typeId": hex_id(proto.group.typeId)}
+  else:
+    type_desc = encode_type(proto.slot.type)
+
+  return {
+    "name": name,
+    "ordinal": ordinal,
+    "discriminant": discriminant,
+    "type": type_desc,
+  }
+
+
 def encode_struct(schema: Any) -> dict:
  node = schema.node
-  fields = []
-  for name, field in schema.fields.items():
-    proto = field.proto
-    ordinal = proto.ordinal.explicit if proto.ordinal.which() == "explicit" else None
-    discriminant = proto.discriminantValue if proto.discriminantValue != NO_DISCRIMINANT else None
-    fields.append({"name": name, "ordinal": ordinal, "discriminant": discriminant})
  return {
    "typeId": hex_id(node.id),
    "displayName": node.displayName,
    "hasUnion": node.struct.discriminantCount > 0,
-    "fields": fields,
+    "fields": [encode_field(name, field) for name, field in schema.fields.items()],
  }


@@ -79,16 +105,15 @@ def collect_schema(root: Any) -> dict[str, dict]:
  return structs


-def load_log(cereal_dir: str, extra_imports: list[str] | None = None) -> Any:
+def load_log(cereal_dir: str) -> Any:
  import capnp
  cereal_dir = os.path.abspath(cereal_dir)
  capnp.remove_import_hook()
-  imports = [cereal_dir] + [os.path.abspath(p) for p in (extra_imports or [])]
-  return capnp.load(os.path.join(cereal_dir, "log.capnp"), imports=imports)
+  return capnp.load(os.path.join(cereal_dir, "log.capnp"), imports=[cereal_dir])


-def dump_schema(cereal_dir: str, path: str, extra_imports: list[str] | None = None) -> None:
-  log = load_log(cereal_dir, extra_imports)
+def dump_schema(cereal_dir: str, path: str) -> None:
+  log = load_log(cereal_dir)
  payload = {
    "root": hex_id(log.Event.schema.node.id),
    "structs": collect_schema(log.Event.schema),
@@ -98,37 +123,100 @@ def dump_schema(cereal_dir: str, path: str, extra_imports: list[str] | None = No
  print(f"wrote schema dump with {len(payload['structs'])} structs to {path}")


+def types_equal(a: dict, b: dict) -> bool:
+  if a.get("kind") != b.get("kind"):
+    return False
+  kind = a["kind"]
+  if kind in ("struct", "enum", "interface", "group"):
+    return a.get("typeId") == b.get("typeId")
+  if kind == "list":
+    return types_equal(a["element"], b["element"])
+  return True
+
+
+def type_repr(t: dict) -> str:
+  kind = t.get("kind", "?")
+  if kind in ("struct", "enum", "interface", "group"):
+    return f"{kind}({t.get('typeId')})"
+  if kind == "list":
+    return f"list<{type_repr(t['element'])}>"
+  return kind
+
+
+def field_is_union_variant(field: dict) -> bool:
+  return field.get("discriminant") is not None
+
+
+def index_fields_by_ordinal(struct: dict) -> dict[int, dict]:
+  indexed: dict[int, dict] = {}
+  for field in struct["fields"]:
+    ordinal = field.get("ordinal")
+    if ordinal is None:
+      continue
+    indexed[ordinal] = field
+  return indexed
+
+
 def compare(sunnypilot_dump: dict, upstream_dump: dict) -> list[str]:
  violations: list[str] = []
-  sunnypilot_structs = sunnypilot_dump["structs"]
-  upstream_structs = upstream_dump["structs"]
+  sunnypilot_structs: dict[str, dict] = sunnypilot_dump["structs"]
+  upstream_structs: dict[str, dict] = upstream_dump["structs"]

-  for type_id, sp_struct in sunnypilot_structs.items():
-    if not sp_struct["hasUnion"]:
-      continue
-    up_struct = upstream_structs.get(type_id)
-    if up_struct is None:
+  sunnypilot_struct_referenced_from_shared: set[str] = set()
+
+  for type_id, sunnypilot_struct in sunnypilot_structs.items():
+    upstream_struct = upstream_structs.get(type_id)
+    if upstream_struct is None:
      continue

-    up_ordinals = {f["ordinal"] for f in up_struct["fields"] if f.get("discriminant") is not None}
-    display = sp_struct["displayName"]
+    sunnypilot_fields = index_fields_by_ordinal(sunnypilot_struct)
+    upstream_fields = index_fields_by_ordinal(upstream_struct)
+    display = sunnypilot_struct["displayName"]

-    for field in sp_struct["fields"]:
-      if field.get("discriminant") is None:
+    for ordinal, sunnypilot_field in sunnypilot_fields.items():
+      upstream_field = upstream_fields.get(ordinal)
+      if upstream_field is None:
+        if field_is_union_variant(sunnypilot_field):
+          violations.append(
+            f"[R2] {display} @{ordinal} ('{sunnypilot_field['name']}', {type_repr(sunnypilot_field['type'])}): "
+            f"union variant not present upstream. upstream cannot parse this discriminant."
+          )
        continue
-      if field["ordinal"] not in up_ordinals:
+
+      if not types_equal(sunnypilot_field["type"], upstream_field["type"]):
        violations.append(
-          f"{display} @{field['ordinal']} '{field['name']}': "
-          f"union variant not present upstream (discriminant={field['discriminant']})"
+          f"[R1] {display} @{ordinal}: type mismatch. "
+          f"sunnypilot='{sunnypilot_field['name']}' {type_repr(sunnypilot_field['type'])} vs "
+          f"upstream='{upstream_field['name']}' {type_repr(upstream_field['type'])}."
        )
+        continue
+
+      cursor = sunnypilot_field["type"]
+      while cursor.get("kind") == "list":
+        cursor = cursor["element"]
+      if cursor.get("kind") in ("struct", "group", "interface") and cursor.get("typeId"):
+        sunnypilot_struct_referenced_from_shared.add(cursor["typeId"])
+
+  for type_id, sunnypilot_struct in sunnypilot_structs.items():
+    if type_id in upstream_structs:
+      continue
+    if type_id in sunnypilot_struct_referenced_from_shared:
+      violations.append(
+        f"[R5] struct {sunnypilot_struct['displayName']} ({type_id}) exists only on sunnypilot "
+        f"but is referenced from an upstream-shared field. upstream cannot resolve this type."
+      )

  return violations


-def run_read(cereal_dir: str, peer_path: str, extra_imports: list[str] | None = None) -> int:
-  log = load_log(cereal_dir, extra_imports)
-  with open(peer_path, "r", encoding="utf-8") as f:
-    peer_dump = json.load(f)
+def load_peer(path: str) -> dict:
+  with open(path, "r", encoding="utf-8") as handle:
+    return json.load(handle)
+
+
+def run_read(cereal_dir: str, peer_path: str) -> int:
+  log = load_log(cereal_dir)
+  peer_dump = load_peer(peer_path)
  local_dump = {
    "root": hex_id(log.Event.schema.node.id),
    "structs": collect_schema(log.Event.schema),
@@ -136,29 +224,32 @@ def run_read(cereal_dir: str, peer_path: str, extra_imports: list[str] | None =
  violations = compare(sunnypilot_dump=peer_dump, upstream_dump=local_dump)

  if not violations:
-    print("cereal compat OK: upstream can parse sunnypilot routes.")
+    print("cereal compat OK: upstream openpilot can parse sunnypilot routes "
+          "(no leaked structs, no ordinal collisions).")
    return 0

-  print(f"cereal compat FAIL ({len(violations)} leaked union variant(s)):")
+  print(f"cereal compat FAIL: upstream openpilot would misparse sunnypilot routes "
+        f"({len(violations)} violation(s)):")
  for v in violations:
    print(f"  {v}")
  return 1


 def main() -> int:
-  parser = argparse.ArgumentParser(description="sunnypilot cereal upstream compat check")
+  parser = argparse.ArgumentParser(
+    description="sunnypilot <-> upstream cereal compatibility validator (schema-level)."
+  )
  mode = parser.add_mutually_exclusive_group(required=True)
  mode.add_argument("-g", "--generate", action="store_true", help="dump local schema to JSON")
-  mode.add_argument("-r", "--read", action="store_true", help="validate against peer schema")
-  parser.add_argument("-f", "--file", default="schema.json", help="JSON file path")
-  parser.add_argument("--cereal-dir", required=True, help="path to cereal directory")
-  parser.add_argument("-I", "--import-path", action="append", default=[], help="extra capnp import paths")
+  mode.add_argument("-r", "--read", action="store_true", help="load peer JSON and diff against local")
+  parser.add_argument("-f", "--file", default="schema.json", help="JSON file path (default: schema.json)")
+  parser.add_argument("--cereal-dir", required=True, help="path to cereal directory containing log.capnp")
  args = parser.parse_args()

  if args.generate:
-    dump_schema(args.cereal_dir, args.file, args.import_path)
+    dump_schema(args.cereal_dir, args.file)
    return 0
-  return run_read(args.cereal_dir, args.file, args.import_path)
+  return run_read(args.cereal_dir, args.file)


 if __name__ == "__main__":
@@ -3,7 +3,7 @@ import os
 import requests
 import unicodedata
 from datetime import datetime, timedelta, UTC
-from openpilot.common.hardware.hw import Paths
+from openpilot.system.hardware.hw import Paths
 from openpilot.system.version import get_version

 # name: jwt signature algorithm
@@ -1,3 +0,0 @@
-from openpilot.common.esim.base import LPABase, LPAError, LPAProfileNotFoundError, Profile
-
-__all__ = ["LPABase", "LPAError", "LPAProfileNotFoundError", "Profile"]
@@ -1,55 +0,0 @@
-from abc import ABC, abstractmethod
-from dataclasses import dataclass
-
-
-class LPAError(RuntimeError):
-  pass
-
-
-class LPAProfileNotFoundError(LPAError):
-  pass
-
-
-@dataclass
-class Profile:
-  iccid: str
-  nickname: str
-  enabled: bool
-  provider: str
-
-  @property
-  def is_comma(self) -> bool:
-    return self.provider == 'Webbing' and self.iccid.startswith('8985235')
-
-
-class LPABase(ABC):
-  @abstractmethod
-  def list_profiles(self) -> list[Profile]:
-    pass
-
-  @abstractmethod
-  def get_active_profile(self) -> Profile | None:
-    pass
-
-  @abstractmethod
-  def delete_profile(self, iccid: str) -> None:
-    pass
-
-  @abstractmethod
-  def download_profile(self, qr: str, nickname: str | None = None) -> None:
-    pass
-
-  @abstractmethod
-  def nickname_profile(self, iccid: str, nickname: str) -> None:
-    pass
-
-  @abstractmethod
-  def switch_profile(self, iccid: str) -> None:
-    pass
-
-  def process_notifications(self) -> None:
-    pass
-
-  @abstractmethod
-  def is_euicc(self) -> bool:
-    pass
@@ -1,10 +0,0 @@
-from cereal import log
-from openpilot.common.hardware.base import HardwareBase
-
-class Pc(HardwareBase):
-  def get_device_type(self):
-    return "pc"
-
-  def get_network_type(self):
-    # some stuff is gated on wifi, so just assume for now
-    return log.DeviceState.NetworkType.wifi
@@ -1 +0,0 @@
-
@@ -1,84 +0,0 @@
-[
-  {
-    "name": "xbl",
-    "url": "https://commadist.azureedge.net/agnosupdate/xbl-e8acf2a9cc7f0ce84cb803bfea9477f765c0d7b4daf26048e59651b9e6a7bfbb.img.xz",
-    "hash": "e8acf2a9cc7f0ce84cb803bfea9477f765c0d7b4daf26048e59651b9e6a7bfbb",
-    "hash_raw": "e8acf2a9cc7f0ce84cb803bfea9477f765c0d7b4daf26048e59651b9e6a7bfbb",
-    "size": 3282256,
-    "sparse": false,
-    "full_check": true,
-    "has_ab": true,
-    "ondevice_hash": "bea7f1a24428c3ededf672fa4fc78baf180cfbd8aafb77c974655b38517283e3"
-  },
-  {
-    "name": "xbl_config",
-    "url": "https://commadist.azureedge.net/agnosupdate/xbl_config-758552ecf92b5569677197783bf0ccb73d7f961685308e45d3276ac9dd974f85.img.xz",
-    "hash": "758552ecf92b5569677197783bf0ccb73d7f961685308e45d3276ac9dd974f85",
-    "hash_raw": "758552ecf92b5569677197783bf0ccb73d7f961685308e45d3276ac9dd974f85",
-    "size": 98124,
-    "sparse": false,
-    "full_check": true,
-    "has_ab": true,
-    "ondevice_hash": "fb18cde08a98a168961ecd357e92474823046752b94e112f59fe51a6acd7197d"
-  },
-  {
-    "name": "abl",
-    "url": "https://commadist.azureedge.net/agnosupdate/abl-b6fba807b9bcd66a31f2afb0eba5163ec239693ad32e2e4200f6c356adfe098c.img.xz",
-    "hash": "b6fba807b9bcd66a31f2afb0eba5163ec239693ad32e2e4200f6c356adfe098c",
-    "hash_raw": "b6fba807b9bcd66a31f2afb0eba5163ec239693ad32e2e4200f6c356adfe098c",
-    "size": 274432,
-    "sparse": false,
-    "full_check": true,
-    "has_ab": true,
-    "ondevice_hash": "b6fba807b9bcd66a31f2afb0eba5163ec239693ad32e2e4200f6c356adfe098c"
-  },
-  {
-    "name": "aop",
-    "url": "https://commadist.azureedge.net/agnosupdate/aop-78b2287ca219a0811b3004c523fa0f4749e4d1fd92be3aba61699305b7943ad1.img.xz",
-    "hash": "78b2287ca219a0811b3004c523fa0f4749e4d1fd92be3aba61699305b7943ad1",
-    "hash_raw": "78b2287ca219a0811b3004c523fa0f4749e4d1fd92be3aba61699305b7943ad1",
-    "size": 184364,
-    "sparse": false,
-    "full_check": true,
-    "has_ab": true,
-    "ondevice_hash": "6c9135446bd3fc075fcee59b887a12e49029ab1f98ed8d6d1e32c73569d47de3"
-  },
-  {
-    "name": "devcfg",
-    "url": "https://commadist.azureedge.net/agnosupdate/devcfg-f71df3a86958c093ba3969254c4db025187eef9385427f1ade946742939b43cc.img.xz",
-    "hash": "f71df3a86958c093ba3969254c4db025187eef9385427f1ade946742939b43cc",
-    "hash_raw": "f71df3a86958c093ba3969254c4db025187eef9385427f1ade946742939b43cc",
-    "size": 40336,
-    "sparse": false,
-    "full_check": true,
-    "has_ab": true,
-    "ondevice_hash": "2a67971602012c1b43544964709da13c322786b456a8e78568b117e8b1540ce3"
-  },
-  {
-    "name": "boot",
-    "url": "https://commadist.azureedge.net/agnosupdate/boot-8806802b195a5b1396a3ae8dd92a8b7711dc522f6aceafd820e871bae5c8a6d8.img.xz",
-    "hash": "8806802b195a5b1396a3ae8dd92a8b7711dc522f6aceafd820e871bae5c8a6d8",
-    "hash_raw": "8806802b195a5b1396a3ae8dd92a8b7711dc522f6aceafd820e871bae5c8a6d8",
-    "size": 17487872,
-    "sparse": false,
-    "full_check": true,
-    "has_ab": true,
-    "ondevice_hash": "edca8bee1531e66953d107eeceeed2dc7b3ca46417e49d55508f94e58bf95db8"
-  },
-  {
-    "name": "system",
-    "url": "https://commadist.azureedge.net/agnosupdate/system-ef0d879302cb29e72110e9c8d3f947c830fd7d37c8192744fc9dbea1af78501f.img.xz",
-    "hash": "78acfe16a7b62a3a91fc7a81f40a693e4468cec1c69df7d0b1e550aacc646113",
-    "hash_raw": "ef0d879302cb29e72110e9c8d3f947c830fd7d37c8192744fc9dbea1af78501f",
-    "size": 4718592000,
-    "sparse": true,
-    "full_check": false,
-    "has_ab": true,
-    "ondevice_hash": "743142c5a898f27b2a1029cca42c8a5d5d1fc0096414422b850fe84c8d0b8342",
-    "alt": {
-      "hash": "ef0d879302cb29e72110e9c8d3f947c830fd7d37c8192744fc9dbea1af78501f",
-      "url": "https://commadist.azureedge.net/agnosupdate/system-ef0d879302cb29e72110e9c8d3f947c830fd7d37c8192744fc9dbea1af78501f.img",
-      "size": 4718592000
-    }
-  }
-]
@@ -1 +0,0 @@
-
@@ -12,7 +12,7 @@
 #include "common/queue.h"
 #include "common/swaglog.h"
 #include "common/util.h"
-#include "common/hardware/hw.h"
+#include "system/hardware/hw.h"

 namespace {

@@ -4,6 +4,7 @@
 #include <unordered_map>

 #include "cereal/gen/cpp/log.capnp.h"
+#include "cereal/gen/cpp/custom.capnp.h"

 inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"AccessToken", {CLEAR_ON_MANAGER_START | DONT_LOG, STRING}},
@@ -58,7 +59,6 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"IsDriverViewEnabled", {CLEAR_ON_MANAGER_START, BOOL}},
    {"IsEngaged", {PERSISTENT, BOOL}},
    {"IsLdwEnabled", {PERSISTENT | BACKUP, BOOL}},
-    {"IsLiveStreaming", {CLEAR_ON_MANAGER_START, BOOL}},
    {"IsMetric", {PERSISTENT | BACKUP, BOOL}},
    {"IsOffroad", {CLEAR_ON_MANAGER_START, BOOL}},
    {"IsOnroad", {PERSISTENT, BOOL}},
@@ -82,7 +82,6 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"LiveParameters", {PERSISTENT, JSON}},
    {"LiveParametersV2", {PERSISTENT, BYTES}},
    {"LivestreamEncoderBitrate", {CLEAR_ON_MANAGER_START | DONT_LOG, INT}},
-    {"LivestreamRequestKeyframe", {CLEAR_ON_MANAGER_START | DONT_LOG, BOOL}},
    {"LiveTorqueParameters", {PERSISTENT | DONT_LOG, BYTES}},
    {"LocationFilterInitialState", {PERSISTENT, BYTES}},
    {"LateralManeuverMode", {CLEAR_ON_MANAGER_START | CLEAR_ON_OFFROAD_TRANSITION, BOOL}},
@@ -181,12 +180,19 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"QuickBootToggle", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"QuietMode", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"RainbowMode", {PERSISTENT | BACKUP, BOOL, "0"}},
+    {"RoadEdgeLaneChangeEnabled", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"RocketFuel", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"ShowAdvancedControls", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"ShowTurnSignals", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"StandstillTimer", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"TrueVEgoUI", {PERSISTENT | BACKUP, BOOL, "0"}},

+    // toyota specific params
+    {"ToyotaAutoHold", {PERSISTENT | BACKUP, BOOL, "0"}},
+    {"ToyotaEnhancedBsm", {PERSISTENT | BACKUP, BOOL, "0"}},
+    {"ToyotaTSS2Long", {PERSISTENT | BACKUP, BOOL, "0"}},
+    {"ToyotaDriveMode", {PERSISTENT | BACKUP, BOOL, "0"}},
+
    // MADS params
    {"Mads", {PERSISTENT | BACKUP, BOOL, "1"}},
    {"MadsMainCruiseAllowed", {PERSISTENT | BACKUP, BOOL, "1"}},
@@ -230,6 +236,14 @@ inline static std::unordered_map<std::string, ParamKeyAttributes> keys = {
    {"DynamicExperimentalControl", {PERSISTENT | BACKUP, BOOL, "0"}},
    {"BlindSpot", {PERSISTENT | BACKUP, BOOL, "0"}},

+    // Acceleration Personality (Eco / Normal / Sport)
+    {"AccelPersonalityEnabled", {PERSISTENT | BACKUP, BOOL, "0"}},
+    {"AccelPersonality", {PERSISTENT | BACKUP, INT, std::to_string(static_cast<int>(cereal::LongitudinalPlanSP::AccelerationPersonality::NORMAL))}},
+
+    // Radar Distance: de-noise the lead the MPC follows (flicker-hold + churn smoother); never reports a
+    // farther/faster lead than reality, so braking stays >= stock
+    {"RadarDistance", {PERSISTENT | BACKUP, BOOL, "0"}},
+
    // sunnypilot model params
    {"CameraOffset", {PERSISTENT | BACKUP, FLOAT, "0.0"}},
    {"LagdToggle", {PERSISTENT | BACKUP, BOOL, "1"}},
@@ -5,7 +5,7 @@

 #include "common/params.h"
 #include "common/util.h"
-#include "common/hardware/hw.h"
+#include "system/hardware/hw.h"

 class OpenpilotPrefix {
 public:
@@ -5,9 +5,9 @@ import uuid


 from openpilot.common.params import Params
-from openpilot.common.hardware import PC
-from openpilot.common.hardware.hw import Paths
-from openpilot.common.hardware.hw import DEFAULT_DOWNLOAD_CACHE_ROOT
+from openpilot.system.hardware import PC
+from openpilot.system.hardware.hw import Paths
+from openpilot.system.hardware.hw import DEFAULT_DOWNLOAD_CACHE_ROOT

 class OpenpilotPrefix:
  def __init__(self, prefix: str | None = None, create_dirs_on_enter: bool = True, clean_dirs_on_exit: bool = True, shared_download_cache: bool = False):
@@ -7,7 +7,7 @@ import time
 from setproctitle import getproctitle

 from openpilot.common.utils import MovingAverage
-from openpilot.common.hardware import PC
+from openpilot.system.hardware import PC


 # time step for each process
@@ -13,7 +13,7 @@
 #include <stdarg.h>
 #include "json11/json11.hpp"
 #include "common/version.h"
-#include "common/hardware/hw.h"
+#include "system/hardware/hw.h"

 #include "sunnypilot/common/version.h"

@@ -8,7 +8,7 @@ from logging.handlers import BaseRotatingHandler
 import zmq

 from openpilot.common.logging_extra import SwagLogger, SwagFormatter, SwagLogFileFormatter
-from openpilot.common.hardware.hw import Paths
+from openpilot.system.hardware.hw import Paths


 def get_file_handler():
@@ -6,7 +6,7 @@
 #include "common/swaglog.h"
 #include "common/util.h"
 #include "common/version.h"
-#include "common/hardware/hw.h"
+#include "system/hardware/hw.h"
 #include "json11/json11.hpp"

 #include "sunnypilot/common/version.h"
@@ -5,7 +5,7 @@ import pytest

 from openpilot.common.prefix import OpenpilotPrefix
 from openpilot.system.manager import manager
-from openpilot.common.hardware import TICI, HARDWARE
+from openpilot.system.hardware import TICI, HARDWARE

 # these are heavy CI-only tests, invoked explicitly in .github/workflows/tests.yaml
 collect_ignore = [
@@ -15,12 +15,9 @@ collect_ignore = [
  # which corrupts JIT captures for test_warp.py in the same process. Run separately in CI.
  "sunnypilot/modeld_v2/tests/test_warp.py",
 ]
-
-
-def pytest_sessionstart(session):
-  # TODO: fix tests and enable test order randomization
-  if session.config.pluginmanager.hasplugin('randomly'):
-    session.config.option.randomly_reorganize = False
+collect_ignore_glob = [
+  "selfdrive/debug/*.py",
+]


@pytest.hookimpl(hookwrapper=True, trylast=True)
@@ -4,24 +4,24 @@

 A supported vehicle is one that just works when you install a comma device. All supported cars provide a better experience than any stock system. Supported vehicles reference the US market unless otherwise specified.

-# 341 Supported Cars
+# 340 Supported Cars

 |Make|Model|Supported Package|ACC|No ACC accel below|No ALC below|Steering Torque|Resume from stop|<a href="##"><img width=2000></a>Hardware Needed<br>&nbsp;|Video|Setup Video|
 |---|---|---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 |Acura|ILX 2016-18|Technology Plus Package or AcuraWatch Plus|openpilot|26 mph|25 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura ILX 2016-18">Buy Here</a></sub></details>|||
 |Acura|ILX 2019|All|openpilot|26 mph|25 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura ILX 2019">Buy Here</a></sub></details>|||
-|Acura|MDX 2022-24|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|43 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2022-24">Buy Here</a></sub></details>|||
+|Acura|MDX 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|43 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2022-24">Buy Here</a></sub></details>|||
 |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>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2019-21">Buy Here</a></sub></details>|||
-|Acura|TLX 2021-22|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2021-22">Buy Here</a></sub></details>|||
+|Acura|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 2021-22|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[<sup>12</sup>](#footnotes)|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
-|Audi[<sup>12</sup>](#footnotes)|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
-|Audi[<sup>12</sup>](#footnotes)|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
-|Audi[<sup>12</sup>](#footnotes)|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
-|Audi[<sup>12</sup>](#footnotes)|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
-|Audi[<sup>12</sup>](#footnotes)|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
+|Audi[<sup>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" /></a>||
 |Chevrolet|Bolt EV 2022-23|2LT Trim with Adaptive Cruise Control Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV 2022-23">Buy Here</a></sub></details>|||
 |Chevrolet|Equinox 2019-22|Adaptive Cruise Control (ACC)|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Equinox 2019-22">Buy Here</a></sub></details>|||
@@ -33,7 +33,7 @@ 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" /></a>||
-|CUPRA[<sup>12</sup>](#footnotes)|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
+|CUPRA[<sup>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>|||
@@ -47,8 +47,8 @@ A supported vehicle is one that just works when you install a comma device. All
 |Ford|Explorer Hybrid 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer Hybrid 2020-24">Buy Here</a></sub></details>|||
 |Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
-|Ford|Focus 2018-22[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018-22">Buy Here</a></sub></details>|||
-|Ford|Focus Hybrid 2018-22[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018-22">Buy Here</a></sub></details>|||
+|Ford|Focus 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018">Buy Here</a></sub></details>|||
+|Ford|Focus Hybrid 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018">Buy Here</a></sub></details>|||
 |Ford|Kuga 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga 2020-23">Buy Here</a></sub></details>|||
 |Ford|Kuga Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2020-23">Buy Here</a></sub></details>|||
 |Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
@@ -75,35 +75,35 @@ A supported vehicle is one that just works when you install a comma device. All
 |Genesis|GV70 Electrified (with HDA II) 2023-24|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis GV70 Electrified (with HDA II) 2023-24">Buy Here</a></sub></details>|||
 |Genesis|GV80 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai M connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis GV80 2023">Buy Here</a></sub></details>|||
 |GMC|Sierra 1500 2020-21|Driver Alert Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 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=GMC Sierra 1500 2020-21">Buy Here</a></sub></details>|<a href="https://youtu.be/5HbNoBLzRwE" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Accord 2018-22|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2018-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=mrUwlj3Mi58" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Honda|Accord 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2018-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=mrUwlj3Mi58" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Honda|Accord 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2023-25">Buy Here</a></sub></details>|||
-|Honda|Accord Hybrid 2018-22|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2018-22">Buy Here</a></sub></details>|||
+|Honda|Accord Hybrid 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2018-22">Buy Here</a></sub></details>|||
 |Honda|Accord Hybrid 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2023-25">Buy Here</a></sub></details>|||
-|Honda|City (Brazil only) 2023|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|14 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda City (Brazil only) 2023">Buy Here</a></sub></details>|||
+|Honda|City (Brazil only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|14 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda City (Brazil only) 2023">Buy Here</a></sub></details>|||
 |Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Civic 2019-21|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Civic 2022-24|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Civic Hatchback 2017-18|Honda Sensing|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2017-18">Buy Here</a></sub></details>|||
-|Honda|Civic Hatchback 2019-21|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2019-21">Buy Here</a></sub></details>|||
-|Honda|Civic Hatchback 2022-24|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Honda|Civic Hatchback Hybrid 2025-26|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid 2025-26">Buy Here</a></sub></details>|||
-|Honda|Civic Hatchback Hybrid (Europe only) 2023|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid (Europe only) 2023">Buy Here</a></sub></details>|||
-|Honda|Civic Hybrid 2025-26|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hybrid 2025-26">Buy Here</a></sub></details>|||
+|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Honda|Civic 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Honda|Civic Hatchback 2017-18|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2017-18">Buy Here</a></sub></details>|||
+|Honda|Civic Hatchback 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2019-21">Buy Here</a></sub></details>|||
+|Honda|Civic Hatchback 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Honda|Civic Hatchback Hybrid 2025-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid 2025-26">Buy Here</a></sub></details>|||
+|Honda|Civic Hatchback Hybrid (Europe only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid (Europe only) 2023">Buy Here</a></sub></details>|||
+|Honda|Civic Hybrid 2025-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hybrid 2025-26">Buy Here</a></sub></details>|||
 |Honda|CR-V 2015-16|Touring Trim|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2015-16">Buy Here</a></sub></details>|||
-|Honda|CR-V 2017-22|Honda Sensing|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|15 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2017-22">Buy Here</a></sub></details>|||
+|Honda|CR-V 2017-22|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|15 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2017-22">Buy Here</a></sub></details>|||
 |Honda|CR-V 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2023-26">Buy Here</a></sub></details>|||
-|Honda|CR-V Hybrid 2017-22|Honda Sensing|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2017-22">Buy Here</a></sub></details>|||
+|Honda|CR-V Hybrid 2017-22|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2017-22">Buy Here</a></sub></details>|||
 |Honda|CR-V Hybrid 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2023-26">Buy Here</a></sub></details>|||
-|Honda|e 2020|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda e 2020">Buy Here</a></sub></details>|||
+|Honda|e 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda e 2020">Buy Here</a></sub></details>|||
 |Honda|Fit 2018-20|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Fit 2018-20">Buy Here</a></sub></details>|||
 |Honda|Freed 2020|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Freed 2020">Buy Here</a></sub></details>|||
 |Honda|HR-V 2019-22|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda HR-V 2019-22">Buy Here</a></sub></details>|||
-|Honda|HR-V 2023-25|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda HR-V 2023-25">Buy Here</a></sub></details>|||
-|Honda|Insight 2019-22|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Insight 2019-22">Buy Here</a></sub></details>|||
-|Honda|Inspire 2018|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Inspire 2018">Buy Here</a></sub></details>|||
-|Honda|N-Box 2018|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|11 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda N-Box 2018">Buy Here</a></sub></details>|||
+|Honda|HR-V 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 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda HR-V 2023-25">Buy Here</a></sub></details>|||
+|Honda|Insight 2019-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Insight 2019-22">Buy Here</a></sub></details>|||
+|Honda|Inspire 2018|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Inspire 2018">Buy Here</a></sub></details>|||
+|Honda|N-Box 2018|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|11 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda N-Box 2018">Buy Here</a></sub></details>|||
 |Honda|Odyssey 2018-20|Honda Sensing|openpilot|26 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey 2018-20">Buy Here</a></sub></details>|||
-|Honda|Odyssey 2021-26|All|openpilot available[<sup>1,5</sup>](#footnotes)|0 mph|43 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey 2021-26">Buy Here</a></sub></details>|||
+|Honda|Odyssey 2021-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|43 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey 2021-26">Buy Here</a></sub></details>|||
 |Honda|Odyssey (Singapore) 2021|Honda Sensing|openpilot|19 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey (Singapore) 2021">Buy Here</a></sub></details>|||
 |Honda|Odyssey (Taiwan) 2018-19|Honda Sensing|openpilot|19 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Odyssey (Taiwan) 2018-19">Buy Here</a></sub></details>|||
 |Honda|Passport 2019-25|All|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Passport 2019-25">Buy Here</a></sub></details>|||
@@ -126,7 +126,6 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Ioniq 5 (with HDA II) 2022-24|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 5 (with HDA II) 2022-24">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq 5 (without HDA II) 2022-24|Highway Driving Assist|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 5 (without HDA II) 2022-24">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq 6 (with HDA II) 2023-24|Highway Driving Assist II|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai P connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 6 (with HDA II) 2023-24">Buy Here</a></sub></details>|||
-|Hyundai|Ioniq 6 (without HDA II) 2023-24|Highway Driving Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 6 (without HDA II) 2023-24">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq Electric 2019|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq Electric 2019">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq Electric 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq Electric 2020">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq Hybrid 2017-19|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq Hybrid 2017-19">Buy Here</a></sub></details>|||
@@ -224,14 +223,14 @@ A supported vehicle is one that just works when you install a comma device. All
 |Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus UX Hybrid 2019-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator 2020-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator Plug-in Hybrid 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>|||
-|MAN[<sup>12</sup>](#footnotes)|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|MAN[<sup>12</sup>](#footnotes)|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|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" /></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" /></a>||
 |Mazda|CX-5 2022-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-5 2022-25">Buy Here</a></sub></details>|||
 |Mazda|CX-9 2021-23|All|Stock|0 mph|28 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-9 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/dA3duO4a0O4" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Nissan[<sup>6</sup>](#footnotes)|Altima 2019-24|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-24">Buy Here</a></sub></details>|||
-|Nissan[<sup>6</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Nissan[<sup>6</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Rogue 2018-20">Buy Here</a></sub></details>|||
-|Nissan[<sup>6</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
+|Nissan[<sup>5</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
+|Nissan[<sup>5</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Nissan[<sup>5</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Rogue 2018-20">Buy Here</a></sub></details>|||
+|Nissan[<sup>5</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
 |Ram|1500 2019-24|Adaptive Cruise Control (ACC)|Stock|32 mph|1 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 1500 2019-24">Buy Here</a></sub></details>|||
 |Ram|2500 2020-24|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 2500 2020-24">Buy Here</a></sub></details>|||
 |Ram|3500 2019-22|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 3500 2019-22">Buy Here</a></sub></details>|||
@@ -239,35 +238,35 @@ A supported vehicle is one that just works when you install a comma device. All
 |Rivian|R1S 2025|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2025">Buy Here</a></sub></details>|||
 |Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Rivian|R1T 2025|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2025">Buy Here</a></sub></details>|||
-|SEAT[<sup>12</sup>](#footnotes)|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
-|SEAT[<sup>12</sup>](#footnotes)|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
-|Subaru|Ascent 2019-21|All[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Forester 2017-18|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2017-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Forester 2019-21|All[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Impreza 2017-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Legacy 2015-18|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2015-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Legacy 2020-22|All[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Outback 2015-17|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2015-17">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Outback 2018-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Outback 2020-22|All[<sup>7</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Škoda|Fabia 2022-23[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Škoda|Kamiq 2021-23[<sup>13,15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Škoda[<sup>12</sup>](#footnotes)|Karoq 2019-23[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Karoq 2019-23">Buy Here</a></sub></details>|||
-|Škoda[<sup>12</sup>](#footnotes)|Kodiaq 2017-23[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
-|Škoda[<sup>12</sup>](#footnotes)|Octavia 2015-19[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia 2015-19">Buy Here</a></sub></details>|||
-|Škoda[<sup>12</sup>](#footnotes)|Octavia RS 2016[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia RS 2016">Buy Here</a></sub></details>|||
-|Škoda[<sup>12</sup>](#footnotes)|Octavia Scout 2017-19[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia Scout 2017-19">Buy Here</a></sub></details>|||
-|Škoda|Scala 2020-23[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Škoda[<sup>12</sup>](#footnotes)|Superb 2015-22[<sup>15</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model 3 (with HW3) 2019-23[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model 3 (with HW4) 2024-25[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW4) 2024-25">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model Y (with HW3) 2020-23[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW3) 2020-23">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model Y (with HW4) 2024-25[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
+|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-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Forester 2017-18|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2017-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Forester 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Impreza 2017-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Legacy 2015-18|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2015-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Legacy 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Legacy 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Outback 2015-17|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2015-17">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Outback 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Outback 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Škoda|Fabia 2022-23[<sup>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>|||
+|Tesla[<sup>9</sup>](#footnotes)|Model Y (with HW4) 2024-25[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
 |Toyota|Alphard 2019-20|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Alphard 2019-20">Buy Here</a></sub></details>|||
 |Toyota|Alphard Hybrid 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Alphard Hybrid 2021">Buy Here</a></sub></details>|||
 |Toyota|Avalon 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2016">Buy Here</a></sub></details>|||
@@ -280,8 +279,8 @@ A supported vehicle is one that just works when you install a comma device. All
 |Toyota|C-HR 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR 2021">Buy Here</a></sub></details>|||
 |Toyota|C-HR Hybrid 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR Hybrid 2017-20">Buy Here</a></sub></details>|||
 |Toyota|C-HR Hybrid 2021-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR Hybrid 2021-22">Buy Here</a></sub></details>|||
-|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>11</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>11</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2021-24">Buy Here</a></sub></details>|||
+|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2021-24">Buy Here</a></sub></details>|||
 |Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Camry Hybrid 2021-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2021-24">Buy Here</a></sub></details>|||
 |Toyota|Corolla 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2017-19">Buy Here</a></sub></details>|||
@@ -313,61 +312,60 @@ A supported vehicle is one that just works when you install a comma device. All
 |Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|RAV4 Hybrid 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Sienna 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
-|Volkswagen[<sup>12</sup>](#footnotes)|Jetta 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2019-23">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Passat 2015-22[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat Alltrack 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>17</sup>](#footnotes)|||
-|Volkswagen[<sup>12</sup>](#footnotes)|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Roc 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont 2018-22">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont Cross Sport 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont X 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan 2018-24">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan eHybrid 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>12</sup>](#footnotes)|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,16</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
+|Volkswagen[<sup>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" /></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" /></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" /></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" /></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" /></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" /></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" /></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" /></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 `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 />
-<sup>5</sup>Enabling longitudinal control (alpha) will disable all CMBS functionality, including AEB and FCW. <br />
-<sup>6</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
-<sup>7</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
-<sup>8</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
-<sup>9</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
-<sup>10</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
-<sup>11</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
-<sup>12</sup>The J533 harness plugs in at the CAN gateway under the dashboard, just above the steering column. More information can be found at <a href="https://docs.howtocomma.com/docs/j533-harness-install" target="_blank">this guide</a>. <br />
-<sup>13</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
-<sup>14</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
-<sup>15</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
-<sup>16</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
-<sup>17</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
+<sup>5</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
+<sup>6</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
+<sup>7</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
+<sup>8</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
+<sup>9</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
+<sup>10</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
+<sup>11</sup>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/).
@@ -19,12 +19,12 @@ function agnos_init {

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

@@ -68,7 +68,7 @@ dependencies = [

  # these should be removed
  "psutil",
-  "pycryptodome", # used in panda, body, and a test
+  "pycryptodome", # used in updated/casync, panda, body, and a test
  "setproctitle",

  # logreader
@@ -127,7 +127,7 @@ allow-direct-references = true

 [tool.pytest.ini_options]
 minversion = "6.0"
-addopts = "--ignore=openpilot/ --ignore=opendbc/ --ignore=panda/ --ignore=rednose_repo/ --ignore=tinygrad_repo/ --ignore=teleoprtc_repo/ --ignore=msgq/ --ignore=selfdrive/modeld -Werror --strict-config --strict-markers --durations=10 -n auto --dist=loadgroup"
+addopts = "--ignore=openpilot/ --ignore=opendbc/ --ignore=panda/ --ignore=rednose_repo/ --ignore=tinygrad_repo/ --ignore=teleoprtc_repo/ --ignore=msgq/ -Werror --strict-config --strict-markers --durations=10 -n auto --dist=loadgroup"
 cpp_files = "test_*"
 cpp_harness = "selfdrive/test/cpp_harness.py"
 python_files = "test_*.py"
@@ -0,0 +1,3 @@
+#!/usr/bin/env bash
+nmcli connection modify --temporary esim ipv4.route-metric 1 ipv6.route-metric 1
+nmcli con up esim
@@ -1,5 +1,5 @@
 #!/usr/bin/env python3
-from openpilot.common.hardware import HARDWARE
+from openpilot.system.hardware import HARDWARE

 if __name__ == "__main__":
  HARDWARE.set_power_save(False)
@@ -1,7 +1,7 @@
 #!/usr/bin/env python3
 import argparse
 import multiprocessing
-from openpilot.common.hardware import HARDWARE
+from openpilot.system.hardware import HARDWARE


 def main():
@@ -25,9 +25,7 @@ class MetadataOnnxPBParser(OnnxPBParser):
 def get_checkpoint(f):
  model = MetadataOnnxPBParser(f).parse()
  metadata = {prop["key"]: prop["value"] for prop in model["metadata_props"]}
-  # "<uuid>" or ".../<run_uuid>/<step>"; combined models list vision then policy
-  parts = metadata['model_checkpoint'].split('/')
-  return parts[-2] if len(parts) > 1 else parts[0]
+  return metadata['model_checkpoint'].split('/')[0]


 if __name__ == "__main__":
@@ -39,8 +37,8 @@ if __name__ == "__main__":
    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/{master})"
+      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, "|", master_col, "|", f"[{pr}](https://reporter.comma.life/{pr})", "|")
+    print("|", fn, "|", master_col, "|", f"[{pr}](https://reporter.comma.life/experiment/{pr})", "|")
@@ -0,0 +1,7 @@
+#!/usr/bin/env sh
+
+# Stop updater
+pkill -2 -f system.updated.updated
+
+# Remove pending update
+rm -f /data/safe_staging/finalized/.overlay_consistent
@@ -0,0 +1,12 @@
+#!/usr/bin/env bash
+
+# testing the GPU box
+
+export XDG_CACHE_HOME=/data/tinycache
+mkdir -p $XDG_CACHE_HOME
+
+cd /data/openpilot/tinygrad_repo/examples
+while true; do
+  AMD=1 AMD_IFACE=usb python ./beautiful_cartpole.py
+  sleep 1
+done
@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+set -e
+
+DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null && pwd )"
+cd $DIR/../../tinygrad_repo
+
+GREEN='\033[0;32m'
+NC='\033[0m'
+
+
+#export DEBUG=2
+export PYTHONPATH=.
+export AM_RESET=1
+export AMD=1
+export AMD_IFACE=USB
+export AMD_LLVM=1
+
+python3 -m unittest -q --buffer test.test_tiny.TestTiny.test_plus \
+  > /tmp/test_tiny.log 2>&1 || (cat /tmp/test_tiny.log; exit 1)
+printf "${GREEN}Booted in ${SECONDS}s${NC}\n"
+printf "${GREEN}=============${NC}\n"
+
+printf "\n\n"
+printf "${GREEN}Transfer speeds:${NC}\n"
+printf "${GREEN}================${NC}\n"
+python3 test/external/external_test_usb_asm24.py TestDevCopySpeeds
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c4c38772e6080aa4b8bf5212d3619e949775468c64f3edb88a1a426d767c38d2
-size 1579
@@ -10,7 +10,7 @@ from cereal import car, log, custom
 from openpilot.common.params import Params
 from openpilot.common.realtime import config_realtime_process, Priority, Ratekeeper
 from openpilot.common.swaglog import cloudlog, ForwardingHandler
-
+from opendbc.safety import ALTERNATIVE_EXPERIENCE
 from opendbc.car import DT_CTRL, structs
 from opendbc.car.can_definitions import CanData, CanRecvCallable, CanSendCallable
 from opendbc.car.carlog import carlog
@@ -121,7 +121,13 @@ class Car:
      self.CI, self.CP, self.CP_SP = CI, CI.CP, CI.CP_SP
      self.RI = RI

+    # set alternative experiences from parameters
+    sp_toyota_auto_brake_hold = self.params.get_bool("ToyotaAutoHold")
    self.CP.alternativeExperience = 0
+    if sp_toyota_auto_brake_hold:
+      self.CP.alternativeExperience |= ALTERNATIVE_EXPERIENCE.ALLOW_AEB
+
+
    # mads
    set_alternative_experience(self.CP, self.CP_SP, self.params)
    set_car_specific_params(self.CP, self.CP_SP, self.params)
@@ -1,5 +1,9 @@
+import os

+from openpilot.common.basedir import BASEDIR
 from opendbc.car.docs import generate_cars_md, get_all_car_docs
+from openpilot.selfdrive.debug.dump_car_docs import dump_car_docs
+from openpilot.selfdrive.debug.print_docs_diff import print_car_docs_diff
 from openpilot.selfdrive.car.docs import CARS_MD_TEMPLATE


@@ -10,3 +14,9 @@ class TestCarDocs:

  def test_generator(self):
    generate_cars_md(self.all_cars, CARS_MD_TEMPLATE)
+
+  def test_docs_diff(self):
+    dump_path = os.path.join(BASEDIR, "selfdrive", "car", "tests", "cars_dump")
+    dump_car_docs(dump_path)
+    print_car_docs_diff(dump_path)
+    os.remove(dump_path)
@@ -13,7 +13,7 @@ from opendbc.car import DT_CTRL, gen_empty_fingerprint, structs
 from opendbc.car.can_definitions import CanData
 from opendbc.car.car_helpers import FRAME_FINGERPRINT, interfaces
 from opendbc.car.fingerprints import MIGRATION
-from opendbc.car.honda.values import CAR as HONDA, HondaFlags
+from opendbc.car.honda.values import HondaFlags
 from opendbc.car.structs import car
 from opendbc.car.tests.routes import non_tested_cars, routes, CarTestRoute
 from opendbc.car.values import Platform, PLATFORMS
@@ -21,7 +21,7 @@ from opendbc.safety.tests.libsafety import libsafety_py
 from openpilot.common.basedir import BASEDIR
 from openpilot.selfdrive.pandad import can_capnp_to_list
 from openpilot.selfdrive.test.helpers import read_segment_list
-from openpilot.common.hardware.hw import DEFAULT_DOWNLOAD_CACHE_ROOT
+from openpilot.system.hardware.hw import DEFAULT_DOWNLOAD_CACHE_ROOT
 from openpilot.tools.lib.logreader import LogReader, LogsUnavailable, openpilotci_source, internal_source, comma_api_source
 from openpilot.tools.lib.route import SegmentName

@@ -192,7 +192,7 @@ class TestCarModelBase(unittest.TestCase):
    # make sure car params are within a valid range
    self.assertGreater(self.CP.mass, 1)

-    if self.CP.steerControlType not in (SteerControlType.angle, SteerControlType.curvature):
+    if self.CP.steerControlType != SteerControlType.angle:
      tuning = self.CP.lateralTuning.which()
      if tuning == 'pid':
        self.assertTrue(len(self.CP.lateralTuning.pid.kpV))
@@ -358,13 +358,7 @@ class TestCarModelBase(unittest.TestCase):
        self.assertEqual(CS.gasPressed, self.safety.get_gas_pressed_prev())

      if self.safety.get_brake_pressed_prev() != prev_panda_brake:
-        # TODO: remove this exception once this mismatch is resolved
-        brake_pressed = CS.brakePressed
-        if CS.brakePressed and not self.safety.get_brake_pressed_prev():
-          if self.CP.carFingerprint in (HONDA.HONDA_PILOT, HONDA.HONDA_RIDGELINE) and CS.brake > 0.05:
-            brake_pressed = False
-
-        self.assertEqual(brake_pressed, self.safety.get_brake_pressed_prev())
+        self.assertEqual(CS.brakePressed, self.safety.get_brake_pressed_prev())

      if self.safety.get_regen_braking_prev() != prev_panda_regen_braking:
        self.assertEqual(CS.regenBraking, self.safety.get_regen_braking_prev())
@@ -442,19 +436,13 @@ class TestCarModelBase(unittest.TestCase):
                              v_ego_raw < (self.safety.get_vehicle_speed_min() - 1e-3))

      # check steering angle for angle control cars (panda stores angle_meas in CAN units)
-      # ford and VW MEB excluded since they track curvature, not steering angle
-      # TODO: add curvature check, standardize CAN units to rm brand specific ANGLE_DEG_TO_CAN
-      if self.CP.steerControlType == SteerControlType.angle and not self.CP.notCar and self.CP.brand not in ("ford", "volkswagen"):
+      # ford excluded since it tracks curvature, not steering angle
+      if self.CP.steerControlType == SteerControlType.angle and not self.CP.notCar and self.CP.brand != "ford":
        angle_can = (CS.steeringAngleDeg + CS.steeringAngleOffsetDeg) * ANGLE_DEG_TO_CAN[self.CP.brand]
        checks['steeringAngleDeg'] += (angle_can > (self.safety.get_angle_meas_max() + 1) or
                                       angle_can < (self.safety.get_angle_meas_min() - 1))

-      # TODO: remove this exception once this mismatch is resolved
-      brake_pressed = CS.brakePressed
-      if CS.brakePressed and not self.safety.get_brake_pressed_prev():
-        if self.CP.carFingerprint in (HONDA.HONDA_PILOT, HONDA.HONDA_RIDGELINE) and CS.brakeDEPRECATED > 0.05:
-          brake_pressed = False
-      checks['brakePressed'] += brake_pressed != self.safety.get_brake_pressed_prev()
+      checks['brakePressed'] += CS.brakePressed != self.safety.get_brake_pressed_prev()
      checks['regenBraking'] += CS.regenBraking != self.safety.get_regen_braking_prev()
      checks['steeringDisengage'] += CS.steeringDisengage != self.safety.get_steering_disengage_prev()

@@ -15,7 +15,6 @@ from openpilot.selfdrive.controls.lib.drive_helpers import clip_curvature
 from openpilot.selfdrive.controls.lib.latcontrol import LatControl
 from openpilot.selfdrive.controls.lib.latcontrol_pid import LatControlPID
 from openpilot.selfdrive.controls.lib.latcontrol_angle import LatControlAngle, STEER_ANGLE_SATURATION_THRESHOLD
-from openpilot.selfdrive.controls.lib.latcontrol_curvature import LatControlCurvature
 from openpilot.selfdrive.controls.lib.latcontrol_torque import LatControlTorque
 from openpilot.selfdrive.controls.lib.longcontrol import LongControl
 from openpilot.selfdrive.modeld.modeld import LAT_SMOOTH_SECONDS
@@ -60,8 +59,6 @@ class Controls(ControlsExt):
    self.LaC: LatControl
    if self.CP.steerControlType == car.CarParams.SteerControlType.angle:
      self.LaC = LatControlAngle(self.CP, self.CP_SP, self.CI, DT_CTRL)
-    elif self.CP.steerControlType == car.CarParams.SteerControlType.curvature:
-      self.LaC = LatControlCurvature(self.CP, self.CP_SP, self.CI, DT_CTRL)
    elif self.CP.lateralTuning.which() == 'pid':
      self.LaC = LatControlPID(self.CP, self.CP_SP, self.CI, DT_CTRL)
    elif self.CP.lateralTuning.which() == 'torque':
@@ -146,14 +143,11 @@ class Controls(ControlsExt):
    lat_delay = self.sm["liveDelay"].lateralDelay + LAT_SMOOTH_SECONDS

    actuators.curvature = self.desired_curvature
-    steer, lateral_output, lac_log = self.LaC.update(CC.latActive, CS, self.VM, lp,
-                                                     self.steer_limited_by_safety, self.desired_curvature,
-                                                     self.calibrated_pose, curvature_limited, lat_delay)
+    steer, steeringAngleDeg, lac_log = self.LaC.update(CC.latActive, CS, self.VM, lp,
+                                                       self.steer_limited_by_safety, self.desired_curvature,
+                                                       self.calibrated_pose, curvature_limited, lat_delay)
    actuators.torque = float(steer)
-    if self.CP.steerControlType == car.CarParams.SteerControlType.curvature:
-      actuators.curvature = float(lateral_output)
-    else:
-      actuators.steeringAngleDeg = float(lateral_output)
+    actuators.steeringAngleDeg = float(steeringAngleDeg)
    # Ensure no NaNs/Infs
    for p in ACTUATOR_FIELDS:
      attr = getattr(actuators, p)
@@ -221,14 +215,9 @@ class Controls(ControlsExt):
    cs.forceDecel = bool((self.sm['driverMonitoringState'].alertLevel == log.DriverMonitoringState.AlertLevel.three) or
                         (self.sm['selfdriveState'].state == State.softDisabling))

-    # trigger the car's stock driver monitoring escalation
-    CC.driverMonitoringEscalation = cs.forceDecel
-
    lat_tuning = self.CP.lateralTuning.which()
    if self.CP.steerControlType == car.CarParams.SteerControlType.angle:
      cs.lateralControlState.angleState = lac_log
-    elif self.CP.steerControlType == car.CarParams.SteerControlType.curvature:
-      cs.lateralControlState.curvatureState = lac_log
    elif lat_tuning == 'pid':
      cs.lateralControlState.pidState = lac_log
    elif lat_tuning == 'torque':
@@ -45,6 +45,7 @@ class DesireHelper:
    self.lane_change_direction = LaneChangeDirection.none
    self.lane_change_timer = 0.0
    self.lane_change_ll_prob = 1.0
+    self.keep_pulse_timer = 0.0
    self.prev_one_blinker = False
    self.desire = log.Desire.none
    self.alc = AutoLaneChangeController(self)
@@ -55,7 +56,7 @@ class DesireHelper:
  def get_lane_change_direction(CS):
    return LaneChangeDirection.left if CS.leftBlinker else LaneChangeDirection.right

-  def update(self, carstate, lateral_active, lane_change_prob):
+  def update(self, carstate, lateral_active, lane_change_prob, left_edge_detected=False, right_edge_detected=False):
    self.alc.update_params()
    self.lane_turn_controller.update_params()
    v_ego = carstate.vEgo
@@ -87,8 +88,8 @@ class DesireHelper:
                         ((carstate.steeringTorque > 0 and self.lane_change_direction == LaneChangeDirection.left) or
                          (carstate.steeringTorque < 0 and self.lane_change_direction == LaneChangeDirection.right))

-        blindspot_detected = ((carstate.leftBlindspot and self.lane_change_direction == LaneChangeDirection.left) or
-                              (carstate.rightBlindspot and self.lane_change_direction == LaneChangeDirection.right))
+        blindspot_detected = (((carstate.leftBlindspot or left_edge_detected) and self.lane_change_direction == LaneChangeDirection.left) or
+                              ((carstate.rightBlindspot or right_edge_detected) and self.lane_change_direction == LaneChangeDirection.right))

        self.alc.update_lane_change(blindspot_detected, carstate.brakePressed)

@@ -131,4 +132,14 @@ class DesireHelper:
    else:
      self.desire = DESIRES[self.lane_change_direction][self.lane_change_state]

+    # Send keep pulse once per second during LaneChangeStart.preLaneChange
+    if self.lane_change_state in (LaneChangeState.off, LaneChangeState.laneChangeStarting):
+      self.keep_pulse_timer = 0.0
+    elif self.lane_change_state == LaneChangeState.preLaneChange:
+      self.keep_pulse_timer += DT_MDL
+      if self.keep_pulse_timer > 1.0:
+        self.keep_pulse_timer = 0.0
+      elif self.desire in (log.Desire.keepLeft, log.Desire.keepRight):
+        self.desire = log.Desire.none
+
    self.alc.update_state()
@@ -1,58 +0,0 @@
-import math
-
-from cereal import log
-from openpilot.common.pid import PIDController
-from openpilot.selfdrive.controls.lib.latcontrol import LatControl
-from openpilot.selfdrive.controls.lib.drive_helpers import MAX_CURVATURE
-
-CURVATURE_SATURATION_THRESHOLD = 1e-3  # 1/m
-
-
-class LatControlCurvature(LatControl):
-  def __init__(self, CP, CP_SP, CI, dt):
-    super().__init__(CP, CP_SP, CI, dt)
-    self.sat_check_min_speed = 5.
-    if CP.lateralTuning.which() == 'pid':
-      ct = CP.lateralTuning.pid
-      self.pid = PIDController((ct.kpBP, ct.kpV), (ct.kiBP, ct.kiV),
-                               pos_limit=MAX_CURVATURE, neg_limit=-MAX_CURVATURE, rate=1 / dt)
-      self.kf = ct.kf
-    else:
-      self.pid = None
-      self.kf = 1.
-
-  def reset(self):
-    super().reset()
-    if self.pid is not None:
-      self.pid.reset()
-
-  def update(self, active, CS, VM, params, steer_limited_by_safety, desired_curvature, calibrated_pose, curvature_limited, lat_delay):
-    curvature_log = log.ControlsState.LateralCurvatureState.new_message()
-    actual_curvature = -VM.calc_curvature(math.radians(CS.steeringAngleDeg - params.angleOffsetDeg), CS.vEgo, params.roll)
-    error = desired_curvature - actual_curvature
-
-    if not active:
-      output_curvature = 0.0
-      curvature_log.active = False
-      if self.pid is not None:
-        self.pid.reset()
-    elif self.pid is None or CS.steeringPressed:
-      # no PID or override: feedforward only
-      if self.pid is not None:
-        self.pid.reset()
-      output_curvature = self.kf * desired_curvature
-      curvature_log.active = True
-    else:
-      output_curvature = self.pid.update(error, speed=CS.vEgo, feedforward=self.kf * desired_curvature)
-      curvature_log.p = float(self.pid.p)
-      curvature_log.i = float(self.pid.i)
-      curvature_log.f = float(self.pid.f)
-      curvature_log.active = True
-
-    curvature_log.error = float(error)
-    curvature_log.actualCurvature = float(actual_curvature)
-    curvature_log.desiredCurvature = float(desired_curvature)
-    curvature_log.output = float(output_curvature)
-    curvature_log.saturated = bool(self._check_saturation(abs(error) > CURVATURE_SATURATION_THRESHOLD, CS,
-                                                          False, curvature_limited))
-    return 0.0, float(output_curvature), curvature_log
@@ -219,6 +219,7 @@ class LongitudinalMpc:
    self.solver = AcadosOcpSolverCython(MODEL_NAME, ACADOS_SOLVER_TYPE, N)
    self.reset()
    self.source = LongitudinalPlanSource.cruise
+    self.t_follow_fn = None  # sunnypilot: optional (t_follow, v_ego)->t_follow override; None == byte-stock

  def reset(self):
    self.solver.reset()
@@ -267,8 +268,8 @@ class LongitudinalMpc:
    for i in range(N):
      self.solver.cost_set(i, 'Zl', Zl)

-  def set_weights(self, prev_accel_constraint=True, personality=log.LongitudinalPersonality.standard):
-    jerk_factor = get_jerk_factor(personality)
+  def set_weights(self, prev_accel_constraint=True, personality=log.LongitudinalPersonality.standard, jerk_scale=1.0):
+    jerk_factor = get_jerk_factor(personality) * jerk_scale
    a_change_cost = A_CHANGE_COST if prev_accel_constraint else 0
    cost_weights = [X_EGO_OBSTACLE_COST, X_EGO_COST, V_EGO_COST, A_EGO_COST, jerk_factor * a_change_cost, jerk_factor * J_EGO_COST]
    constraint_cost_weights = [LIMIT_COST, LIMIT_COST, LIMIT_COST, DANGER_ZONE_COST]
@@ -316,6 +317,8 @@ class LongitudinalMpc:
  def update(self, radarstate, v_cruise, personality=log.LongitudinalPersonality.standard):
    t_follow = get_T_FOLLOW(personality)
    v_ego = self.x0[1]
+    if self.t_follow_fn is not None:
+      t_follow = self.t_follow_fn(t_follow, v_ego)
    self.status = radarstate.leadOne.status or radarstate.leadTwo.status

    lead_xv_0 = self.process_lead(radarstate.leadOne)
@@ -52,6 +52,7 @@ class LongitudinalPlanner(LongitudinalPlannerSP):
    self.CP = CP
    self.mpc = LongitudinalMpc(dt=dt)
    LongitudinalPlannerSP.__init__(self, self.CP, CP_SP, self.mpc)
+    self.mpc.t_follow_fn = self.accel.get_t_follow  # Acceleration Personality: add-only follow-gap widen
    self.fcw = False
    self.dt = dt
    self.allow_throttle = True
@@ -110,7 +111,7 @@ class LongitudinalPlanner(LongitudinalPlannerSP):
    # No change cost when user is controlling the speed, or when standstill
    prev_accel_constraint = not (reset_state or sm['carState'].standstill)

-    accel_clip = [ACCEL_MIN, get_max_accel(v_ego)]
+    accel_clip = [ACCEL_MIN, self.accel.get_max_accel(v_ego)]
    steer_angle_without_offset = sm['carState'].steeringAngleDeg - sm['liveParameters'].angleOffsetDeg
    accel_clip = limit_accel_in_turns(v_ego, steer_angle_without_offset, accel_clip, self.CP)

@@ -118,6 +119,8 @@ class LongitudinalPlanner(LongitudinalPlannerSP):
      self.v_desired_filter.x = v_ego
      # Clip aEgo to cruise limits to prevent large accelerations when becoming active
      self.a_desired = np.clip(sm['carState'].aEgo, accel_clip[0], accel_clip[1])
+      self.accel.reset()  # drop any accumulated follow-gap widen so it re-ramps cleanly on re-engage
+      self._e2e_transition_guard.reset()  # drop the tracked baseline so it doesn't apply a stale limit on re-engage

    # Prevent divergence, smooth in current v_ego
    self.v_desired_filter.x = max(0.0, self.v_desired_filter.update(v_ego))
@@ -136,9 +139,9 @@ class LongitudinalPlanner(LongitudinalPlannerSP):
    if force_slow_decel:
      v_cruise = 0.0

-    self.mpc.set_weights(prev_accel_constraint, personality=sm['selfdriveState'].personality)
+    self.mpc.set_weights(prev_accel_constraint, personality=sm['selfdriveState'].personality, jerk_scale=self.accel.get_jerk_scale(v_ego))
    self.mpc.set_cur_state(self.v_desired_filter.x, self.a_desired)
-    self.mpc.update(sm['radarState'], v_cruise, personality=sm['selfdriveState'].personality)
+    self.mpc.update(self.smooth_radarstate(sm['radarState']), v_cruise, personality=sm['selfdriveState'].personality)

    self.v_desired_trajectory = np.interp(CONTROL_N_T_IDX, T_IDXS_MPC, self.mpc.v_solution)
    self.a_desired_trajectory = np.interp(CONTROL_N_T_IDX, T_IDXS_MPC, self.mpc.a_solution)
@@ -160,7 +163,8 @@ class LongitudinalPlanner(LongitudinalPlannerSP):
    output_a_target_e2e = sm['modelV2'].action.desiredAcceleration
    output_should_stop_e2e = sm['modelV2'].action.shouldStop

-    if self.is_e2e(sm):
+    is_e2e = self.is_e2e(sm)
+    if is_e2e:
      output_a_target = min(output_a_target_e2e, output_a_target_mpc)
      self.output_should_stop = output_should_stop_e2e or output_should_stop_mpc
      if output_a_target < output_a_target_mpc:
@@ -169,8 +173,15 @@ class LongitudinalPlanner(LongitudinalPlannerSP):
      output_a_target = output_a_target_mpc
      self.output_should_stop = output_should_stop_mpc

-    for idx in range(2):
-      accel_clip[idx] = np.clip(accel_clip[idx], self.prev_accel_clip[idx] - 0.05, self.prev_accel_clip[idx] + 0.05)
+    output_a_target = self.smooth_e2e_transition(output_a_target)
+
+    # Acceleration Personality shapes only MPC INPUTS (accel ceiling above + t_follow via mpc.t_follow_fn),
+    # never the output accel -- output_a_target passes through byte-stock so the MPC owns the trajectory.
+
+    # Lower (braking) bound and the ceiling's downward slew stay at the stock rate; only the ceiling's
+    # upward slew is tier-dependent (Acceleration Personality).
+    accel_clip[0] = np.clip(accel_clip[0], self.prev_accel_clip[0] - 0.05, self.prev_accel_clip[0] + 0.05)
+    accel_clip[1] = np.clip(accel_clip[1], self.prev_accel_clip[1] - 0.05, self.prev_accel_clip[1] + self.accel.get_rise_rate(v_ego))
    self.output_a_target = np.clip(output_a_target, accel_clip[0], accel_clip[1])
    self.prev_accel_clip = accel_clip

@@ -0,0 +1,57 @@
+import inspect
+import re
+from pathlib import Path
+
+from openpilot.selfdrive.controls.lib.longitudinal_planner import LongitudinalPlanner
+from openpilot.selfdrive.controls.lib.longitudinal_mpc_lib.long_mpc import LongitudinalMpc
+
+
+REPO_ROOT = Path(__file__).resolve().parents[3]
+
+
+def test_smoothing_params_default_off():
+  params_keys = (REPO_ROOT / "common/params_keys.h").read_text()
+
+  assert re.search(r'"AccelPersonalityEnabled", \{PERSISTENT \| BACKUP, BOOL, "0"\}', params_keys)
+  assert re.search(r'"RadarDistance", \{PERSISTENT \| BACKUP, BOOL, "0"\}', params_keys)
+  # the retired dRel-bias sub-toggles must not return (their features were deleted in the input-shaping rewrite)
+  assert '"StopGapBias"' not in params_keys
+  assert '"LeadDecelAnticipate"' not in params_keys
+
+
+def test_output_is_byte_stock_and_inputs_are_shaped():
+  update_src = inspect.getsource(LongitudinalPlanner.update)
+
+  # INPUT shaping only: the accel ceiling and the radar-conditioning seam are present...
+  assert "self.accel.get_max_accel(v_ego)" in update_src
+  assert "self.mpc.update(self.smooth_radarstate(sm['radarState'])" in update_src
+  # ...and the OUTPUT is never post-shaped (byte-stock output; no accel shaping, no should_stop override).
+  assert "smooth_target_accel" not in update_src
+  assert "sng_should_stop" not in update_src   # reverted: the should_stop hysteresis caused a high-speed under-brake
+
+
+def test_t_follow_hook_wired_and_identity_default():
+  init_src = inspect.getsource(LongitudinalPlanner.__init__)
+  assert "self.mpc.t_follow_fn = self.accel.get_t_follow" in init_src   # planner wires the add-only widen
+
+  mpc_init = inspect.getsource(LongitudinalMpc.__init__)
+  assert "self.t_follow_fn = None" in mpc_init                          # default None == byte-stock identity
+
+  mpc_update = inspect.getsource(LongitudinalMpc.update)
+  assert "if self.t_follow_fn is not None:" in mpc_update               # guarded hook, only fires when set
+
+
+# Tokens for the reverted input-side DEC model-stop-target (capped v_target into the MPC pre-solve). It was
+# superseded by DEC blended-mode and chased a source-fixed radar gate; it must not silently return.
+_DEC_MODEL_STOP_TOKENS = ("apply_model_stop_target", "force_stop_requested", "_update_model_stop", "MODEL_STOP_TARGET_TIME")
+
+
+def test_dec_model_stop_target_not_reintroduced():
+  this_file = Path(__file__).resolve()
+  for sub in ("selfdrive/controls", "sunnypilot/selfdrive/controls"):
+    for path in (REPO_ROOT / sub).rglob("*.py"):
+      if path.resolve() == this_file:
+        continue                                      # this guard names the tokens as strings
+      src = path.read_text()
+      for token in _DEC_MODEL_STOP_TOKENS:
+        assert token not in src, f"reverted DEC model-stop-target ({token}) re-introduced in {path}"
@@ -0,0 +1,59 @@
+# debug scripts
+
+## [can_printer.py](can_printer.py)
+
+```
+usage: can_printer.py [-h] [--bus BUS] [--max_msg MAX_MSG] [--addr ADDR]
+
+simple CAN data viewer
+
+optional arguments:
+  -h, --help         show this help message and exit
+  --bus BUS          CAN bus to print out (default: 0)
+  --max_msg MAX_MSG  max addr (default: None)
+  --addr ADDR
+```
+
+## [dump.py](dump.py)
+
+```
+usage: dump.py [-h] [--pipe] [--raw] [--json] [--dump-json] [--no-print] [--addr ADDR] [--values VALUES] [socket [socket ...]]
+
+Dump communication sockets. See cereal/services.py for a complete list of available sockets.
+
+positional arguments:
+  socket           socket names to dump. defaults to all services defined in cereal
+
+optional arguments:
+  -h, --help       show this help message and exit
+  --pipe
+  --raw
+  --json
+  --dump-json
+  --no-print
+  --addr ADDR
+  --values VALUES  values to monitor (instead of entire event)
+```
+
+## [vw_mqb_config.py](vw_mqb_config.py)
+
+```
+usage: vw_mqb_config.py [-h] [--debug] {enable,show,disable}
+
+Shows Volkswagen EPS software and coding info, and enables or disables Heading Control
+Assist (Lane Assist). Useful for enabling HCA on cars without factory Lane Assist that want
+to use openpilot integrated at the CAN gateway (J533).
+
+positional arguments:
+  {enable,show,disable}
+                        show or modify current EPS HCA config
+
+optional arguments:
+  -h, --help            show this help message and exit
+  --debug               enable ISO-TP/UDS stack debugging output
+
+This tool is meant to run directly on a vehicle-installed comma three, with
+the openpilot/tmux processes stopped. It should also work on a separate PC with a USB-
+attached comma panda. Vehicle ignition must be on. Recommend engine not be running when
+making changes. Must turn ignition off and on again for any changes to take effect.
+```
@@ -0,0 +1,82 @@
+#!/usr/bin/env python3
+import argparse
+from tqdm import tqdm
+
+from cereal.services import SERVICE_LIST, QueueSize
+from openpilot.tools.lib.logreader import LogReader
+
+
+if __name__ == "__main__":
+  parser = argparse.ArgumentParser(description="Analyze message sizes from a log route")
+  parser.add_argument("route", nargs="?", default="98395b7c5b27882e/000000a8--f87e7cd255",
+                      help="Log route to analyze (default: 98395b7c5b27882e/000000a8--f87e7cd255)")
+  args = parser.parse_args()
+
+  lr = LogReader(args.route)
+
+  szs = {}
+  for msg in tqdm(lr):
+    sz = len(msg.as_builder().to_bytes())
+    msg_type = msg.which()
+    if msg_type not in szs:
+      szs[msg_type] = {'min': sz, 'max': sz, 'sum': sz, 'count': 1}
+    else:
+      szs[msg_type]['min'] = min(szs[msg_type]['min'], sz)
+      szs[msg_type]['max'] = max(szs[msg_type]['max'], sz)
+      szs[msg_type]['sum'] += sz
+      szs[msg_type]['count'] += 1
+
+  print()
+  print(f"{'Service':<36} {'Min (KB)':>12} {'Max (KB)':>12} {'Avg (KB)':>12} {'KB/min':>12} {'KB/sec':>12} {'Minutes in 10MB':>18} {'Seconds in Queue':>18}")
+  print("-" * 132)
+  def sort_key(x):
+    k, v = x
+    avg = v['sum'] / v['count']
+    freq = SERVICE_LIST.get(k, None)
+    freq_val = freq.frequency if freq else 0.0
+    kb_per_min = (avg * freq_val * 60) / 1024 if freq_val > 0 else 0.0
+    return kb_per_min
+  total_kb_per_min = 0.0
+  RINGBUFFER_SIZE_KB = 10 * 1024  # 10MB old default
+  for k, v in sorted(szs.items(), key=sort_key, reverse=True):
+    avg = v['sum'] / v['count']
+    service = SERVICE_LIST.get(k, None)
+    freq_val = service.frequency if service else 0.0
+    queue_size_kb = (service.queue_size / 1024) if service else 250  # default to SMALL
+    kb_per_min = (avg * freq_val * 60) / 1024 if freq_val > 0 else 0.0
+    kb_per_sec = kb_per_min / 60
+    minutes_in_buffer = RINGBUFFER_SIZE_KB / kb_per_min if kb_per_min > 0 else float('inf')
+    seconds_in_queue = (queue_size_kb / kb_per_sec) if kb_per_sec > 0 else float('inf')
+    total_kb_per_min += kb_per_min
+    min_str = f"{minutes_in_buffer:.2f}" if minutes_in_buffer != float('inf') else "inf"
+    sec_queue_str = f"{seconds_in_queue:.2f}" if seconds_in_queue != float('inf') else "inf"
+    print(f"{k:<36} {v['min']/1024:>12.2f} {v['max']/1024:>12.2f} {avg/1024:>12.2f} {kb_per_min:>12.2f} {kb_per_sec:>12.2f} {min_str:>18} {sec_queue_str:>18}")
+
+  # Summary section
+  print()
+  print(f"Total usage: {total_kb_per_min / 1024:.2f} MB/min")
+
+  # Calculate memory usage: old (10MB for all) vs new (from services.py)
+  OLD_SIZE = 10 * 1024 * 1024  # 10MB was the old default
+  old_total = len(SERVICE_LIST) * OLD_SIZE
+
+  new_total = sum(s.queue_size for s in SERVICE_LIST.values())
+
+  # Count by queue size
+  size_counts = {QueueSize.BIG: 0, QueueSize.MEDIUM: 0, QueueSize.SMALL: 0}
+  for s in SERVICE_LIST.values():
+    size_counts[s.queue_size] += 1
+
+  savings_pct = (1 - new_total / old_total) * 100
+
+  print()
+  print(f"{'Queue Size Comparison':<40}")
+  print("-" * 60)
+  print(f"{'Old (10MB default):':<30} {old_total / 1024 / 1024:>10.2f} MB")
+  print(f"{'New (from services.py):':<30} {new_total / 1024 / 1024:>10.2f} MB")
+  print(f"{'Savings:':<30} {savings_pct:>10.1f}%")
+  print()
+  print(f"{'Breakdown:':<30}")
+  print(f"  BIG (10MB):    {size_counts[QueueSize.BIG]:>3} services")
+  print(f"  MEDIUM (2MB):  {size_counts[QueueSize.MEDIUM]:>3} services")
+  print(f"  SMALL (250KB): {size_counts[QueueSize.SMALL]:>3} services")
@@ -5,7 +5,7 @@ import time
 from collections import defaultdict

 import cereal.messaging as messaging
-from openpilot.tools.scripts.can_table import can_table
+from openpilot.selfdrive.debug.can_table import can_table
 from openpilot.tools.lib.logreader import LogIterable, LogReader

 RED = '\033[91m'
@@ -0,0 +1,36 @@
+#!/usr/bin/env python3
+import numpy as np
+import time
+from tqdm import tqdm
+
+from cereal import car
+from opendbc.car.tests.routes import CarTestRoute
+from openpilot.selfdrive.car.tests.test_models import TestCarModelBase
+from openpilot.tools.plotjuggler.juggle import DEMO_ROUTE
+
+N_RUNS = 10
+
+
+class CarModelTestCase(TestCarModelBase):
+  test_route = CarTestRoute(DEMO_ROUTE, None)
+
+
+if __name__ == '__main__':
+  # Get CAN messages and parsers
+  tm = CarModelTestCase()
+  tm.setUpClass()
+  tm.setUp()
+
+  CC = car.CarControl.new_message()
+  ets = []
+  for _ in tqdm(range(N_RUNS)):
+    start_t = time.process_time_ns()
+    for msg in tm.can_msgs:
+      for cp in tm.CI.can_parsers.values():
+        if cp is not None:
+          cp.update_strings(msg)
+    ets.append((time.process_time_ns() - start_t) * 1e-6)
+
+  print(f'{len(tm.can_msgs)} CAN packets, {N_RUNS} runs')
+  print(f'{np.mean(ets):.2f} mean ms, {max(ets):.2f} max ms, {min(ets):.2f} min ms, {np.std(ets):.2f} std ms')
+  print(f'{np.mean(ets) / len(tm.can_msgs):.4f} mean ms / CAN packet')
@@ -0,0 +1,50 @@
+#!/usr/bin/env python3
+import argparse
+import numpy as np
+import time
+from collections import defaultdict, deque
+from collections.abc import MutableSequence
+
+import cereal.messaging as messaging
+
+
+if __name__ == "__main__":
+  context = messaging.Context()
+  poller = messaging.Poller()
+
+  parser = argparse.ArgumentParser()
+  parser.add_argument("socket", type=str, nargs='*', help="socket name")
+  args = parser.parse_args()
+
+  socket_names = args.socket
+  sockets = {}
+
+  rcv_times: defaultdict[str, MutableSequence[float]] = defaultdict(lambda: deque(maxlen=100))
+  valids: defaultdict[str, deque[bool]] = defaultdict(lambda: deque(maxlen=100))
+
+  t = time.monotonic()
+  for name in socket_names:
+    sock = messaging.sub_sock(name, poller=poller)
+    sockets[sock] = name
+
+  prev_print = t
+  while True:
+    for socket in poller.poll(100):
+      msg = messaging.recv_one(socket)
+      if msg is None:
+        continue
+
+      name = msg.which()
+
+      t = time.monotonic()
+      rcv_times[name].append(msg.logMonoTime / 1e9)
+      valids[name].append(msg.valid)
+
+    if t - prev_print > 1:
+      print()
+      for name in socket_names:
+        dts = np.diff(rcv_times[name])
+        mean = np.mean(dts)
+        print(f"{name}: Freq {1.0 / mean:.2f} Hz, Min {np.min(dts) / mean * 100:.2f}%, Max {np.max(dts) / mean * 100:.2f}%, valid ", all(valids[name]))
+
+      prev_print = t
@@ -0,0 +1,27 @@
+#!/usr/bin/env python3
+
+import cereal.messaging as messaging
+from cereal.services import SERVICE_LIST
+
+TO_CHECK = ['carState']
+
+
+if __name__ == "__main__":
+  sm = messaging.SubMaster(TO_CHECK)
+
+  prev_t: dict[str, float] = {}
+
+  while True:
+    sm.update()
+
+    for s in TO_CHECK:
+      if sm.updated[s]:
+        t = sm.logMonoTime[s] / 1e9
+
+        if s in prev_t:
+          expected = 1.0 / (SERVICE_LIST[s].frequency)
+          dt = t - prev_t[s]
+          if dt > 10 * expected:
+            print(t, s, dt)
+
+        prev_t[s] = t
@@ -0,0 +1,36 @@
+#!/usr/bin/env python3
+import sys
+import time
+import numpy as np
+import datetime
+from collections.abc import MutableSequence
+from collections import defaultdict
+
+import cereal.messaging as messaging
+
+
+if __name__ == "__main__":
+  ts: defaultdict[str, MutableSequence[float]] = defaultdict(list)
+  socks = {s: messaging.sub_sock(s, conflate=False) for s in sys.argv[1:]}
+  try:
+    st = time.monotonic()
+    while True:
+      print()
+      for s, sock in socks.items():
+        msgs = messaging.drain_sock(sock)
+        for m in msgs:
+          ts[s].append(m.logMonoTime / 1e6)
+
+        if len(ts[s]) > 2:
+          d = np.diff(ts[s])[-100:]
+          print(f"{s:25} {np.mean(d):7.2f} {np.std(d):7.2f} {np.max(d):7.2f} {np.min(d):7.2f}")
+      time.sleep(1)
+  except KeyboardInterrupt:
+    print("\n")
+    print("="*5, "timing summary", "="*5)
+    for s, sock in socks.items():
+      msgs = messaging.drain_sock(sock)
+      if len(ts[s]) > 2:
+        d = np.diff(ts[s])
+        print(f"{s:25} {np.mean(d):7.2f} {np.std(d):7.2f} {np.max(d):7.2f} {np.min(d):7.2f}")
+    print("="*5, datetime.timedelta(seconds=time.monotonic()-st), "="*5)
@@ -8,7 +8,7 @@ System tools like top/htop can only show current cpu usage values, so I write th
    Calculate minumium/maximum/accumulated_average cpu usage as long term inspections.
    Monitor multiple processes simuteneously.
  Sample usage:
-    root@localhost:/data/openpilot$ python tools/scripts/cpu_usage_stat.py pandad,ubloxd
+    root@localhost:/data/openpilot$ python selfdrive/debug/cpu_usage_stat.py pandad,ubloxd
    ('Add monitored proc:', './pandad')
    ('Add monitored proc:', 'python locationd/ubloxd.py')
    pandad: 1.96%, min: 1.96%, max: 1.96%, acc: 1.96%
@@ -0,0 +1,18 @@
+#!/usr/bin/env python3
+import argparse
+import pickle
+
+from opendbc.car.docs import get_all_car_docs
+
+
+def dump_car_docs(path):
+  with open(path, 'wb') as f:
+    pickle.dump(get_all_car_docs(), f)
+  print(f'Dumping car info to {path}')
+
+
+if __name__ == "__main__":
+  parser = argparse.ArgumentParser()
+  parser.add_argument("--path", required=True)
+  args = parser.parse_args()
+  dump_car_docs(args.path)
@@ -0,0 +1,120 @@
+#!/usr/bin/env python3
+import argparse
+from collections import defaultdict
+import difflib
+import pickle
+
+from opendbc.car.docs import get_all_car_docs
+from opendbc.car.docs_definitions import Column
+
+FOOTNOTE_TAG = "<sup>{}</sup>"
+STAR_ICON = '<a href="##"><img valign="top" ' + \
+            'src="https://media.githubusercontent.com/media/commaai/openpilot/master/docs/assets/icon-star-{}.svg" width="22" /></a>'
+VIDEO_ICON = '<a href="{}" target="_blank">' + \
+             '<img height="18px" src="https://media.githubusercontent.com/media/commaai/openpilot/master/docs/assets/icon-youtube.svg" /></a>'
+COLUMNS = "|" + "|".join([column.value for column in Column]) + "|"
+COLUMN_HEADER = "|---|---|---|{}|".format("|".join([":---:"] * (len(Column) - 3)))
+ARROW_SYMBOL = "➡️"
+
+
+def load_base_car_docs(path):
+  with open(path, "rb") as f:
+    return pickle.load(f)
+
+
+def match_cars(base_cars, new_cars):
+  changes = []
+  additions = []
+  for new in new_cars:
+    # Addition if no close matches or close match already used
+    # Change if close match and not already used
+    matches = difflib.get_close_matches(new.name, [b.name for b in base_cars], cutoff=0.)
+    if not len(matches) or matches[0] in [c[1].name for c in changes]:
+      additions.append(new)
+    else:
+      changes.append((new, next(car for car in base_cars if car.name == matches[0])))
+
+  # Removal if base car not in changes
+  removals = [b for b in base_cars if b.name not in [c[1].name for c in changes]]
+  return changes, additions, removals
+
+
+def build_column_diff(base_car, new_car):
+  row_builder = []
+  for column in Column:
+    base_column = base_car.get_column(column, STAR_ICON, VIDEO_ICON, FOOTNOTE_TAG)
+    new_column = new_car.get_column(column, STAR_ICON, VIDEO_ICON, FOOTNOTE_TAG)
+
+    if base_column != new_column:
+      row_builder.append(f"{base_column} {ARROW_SYMBOL} {new_column}")
+    else:
+      row_builder.append(new_column)
+
+  return format_row(row_builder)
+
+
+def format_row(builder):
+  return "|" + "|".join(builder) + "|"
+
+
+def print_car_docs_diff(path):
+  base_car_docs = defaultdict(list)
+  new_car_docs = defaultdict(list)
+
+  for car in load_base_car_docs(path):
+    base_car_docs[car.car_fingerprint].append(car)
+  for car in get_all_car_docs():
+    new_car_docs[car.car_fingerprint].append(car)
+
+  # Add new platforms to base cars so we can detect additions and removals in one pass
+  base_car_docs.update({car: [] for car in new_car_docs if car not in base_car_docs})
+
+  changes = defaultdict(list)
+  for base_car_model, base_cars in base_car_docs.items():
+    # Match car info changes, and get additions and removals
+    new_cars = new_car_docs[base_car_model]
+    car_changes, car_additions, car_removals = match_cars(base_cars, new_cars)
+
+    # Removals
+    for car_docs in car_removals:
+      changes["removals"].append(format_row([car_docs.get_column(column, STAR_ICON, VIDEO_ICON, FOOTNOTE_TAG) for column in Column]))
+
+    # Additions
+    for car_docs in car_additions:
+      changes["additions"].append(format_row([car_docs.get_column(column, STAR_ICON, VIDEO_ICON, FOOTNOTE_TAG) for column in Column]))
+
+    for new_car, base_car in car_changes:
+      # Column changes
+      row_diff = build_column_diff(base_car, new_car)
+      if ARROW_SYMBOL in row_diff:
+        changes["column"].append(row_diff)
+
+      # Detail sentence changes
+      if base_car.detail_sentence != new_car.detail_sentence:
+        changes["detail"].append(f"- Sentence for {base_car.name} changed!\n" +
+                                 "  ```diff\n" +
+                                 f"  - {base_car.detail_sentence}\n" +
+                                 f"  + {new_car.detail_sentence}\n" +
+                                 "  ```")
+
+  # Print diff
+  if any(len(c) for c in changes.values()):
+    markdown_builder = ["### ⚠️ This PR makes changes to [CARS.md](../blob/master/docs/CARS.md) ⚠️"]
+
+    for title, category in (("## 🔀 Column Changes", "column"), ("## ❌ Removed", "removals"),
+                            ("## ➕ Added", "additions"), ("## 📖 Detail Sentence Changes", "detail")):
+      if len(changes[category]):
+        markdown_builder.append(title)
+        if category not in ("detail",):
+          markdown_builder.append(COLUMNS)
+          markdown_builder.append(COLUMN_HEADER)
+        markdown_builder.extend(changes[category])
+
+    print("\n".join(markdown_builder))
+
+
+if __name__ == "__main__":
+  parser = argparse.ArgumentParser()
+  parser.add_argument("--path", required=True)
+  args = parser.parse_args()
+  print_car_docs_diff(args.path)
@@ -0,0 +1,54 @@
+#!/usr/bin/env python3
+import argparse
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+from openpilot.tools.lib.logreader import LogReader
+
+if __name__ == '__main__':
+  parser = argparse.ArgumentParser()
+  parser.add_argument('--width', default=2160, type=int)
+  parser.add_argument('--height', default=1080, type=int)
+  parser.add_argument('--route', default='rlog', type=str)
+  args = parser.parse_args()
+
+  w = args.width
+  h = args.height
+  route = args.route
+
+  fingers = [[-1, -1]] * 5
+  touch_points = []
+  current_slot = 0
+
+  lr = list(LogReader(route))
+  for msg in lr:
+    if msg.which() == 'touch':
+      for event in msg.touch:
+        if event.type == 3 and event.code == 47:
+          current_slot = event.value
+        elif event.type == 3 and event.code == 57 and event.value == -1:
+          fingers[current_slot] = [-1, -1]
+        elif event.type == 3 and event.code == 53:
+          fingers[current_slot][1] = event.value
+          if fingers[current_slot][0] != -1:
+            touch_points.append(fingers[current_slot].copy())
+        elif event.type == 3 and event.code == 54:
+          fingers[current_slot][0] = w - event.value
+          if fingers[current_slot][1] != -1:
+            touch_points.append(fingers[current_slot].copy())
+
+  if not touch_points:
+    print(f'No touch events found for {route}')
+    quit()
+
+  unique_points, counts = np.unique(touch_points, axis=0, return_counts=True)
+
+  plt.figure(figsize=(10, 3))
+  plt.scatter(unique_points[:, 0], unique_points[:, 1], c=counts, s=counts * 20, edgecolors='red')
+  plt.colorbar()
+  plt.title(f'Touches for {route}')
+  plt.xlim(0, w)
+  plt.ylim(0, h)
+  plt.grid(True)
+  plt.show()
@@ -4,7 +4,7 @@ import time
 from cereal import car, log, messaging
 from openpilot.common.params import Params
 from openpilot.system.manager.process_config import managed_processes, is_tinygrad_model, is_stock_model
-from openpilot.common.hardware import HARDWARE
+from openpilot.system.hardware import HARDWARE

 if __name__ == "__main__":
  CP = car.CarParams(notCar=True, wheelbase=1, steerRatio=10)
@@ -13,7 +13,7 @@ from typing import NoReturn

 from cereal import log, car
 import cereal.messaging as messaging
-from openpilot.common.hardware import HARDWARE
+from openpilot.system.hardware import HARDWARE
 from openpilot.common.constants import CV
 from openpilot.common.params import Params
 from openpilot.common.realtime import config_realtime_process
@@ -8,7 +8,6 @@ from functools import partial
 import cereal.messaging as messaging
 from cereal import car, log
 from cereal.services import SERVICE_LIST
-from openpilot.common.constants import CV
 from openpilot.common.params import Params
 from openpilot.common.realtime import config_realtime_process
 from openpilot.common.swaglog import cloudlog
@@ -21,7 +20,7 @@ BLOCK_NUM_NEEDED = 5
 MOVING_WINDOW_SEC = 60.0
 MIN_OKAY_WINDOW_SEC = 25.0
 MIN_RECOVERY_BUFFER_SEC = 2.0
-MIN_VEGO = 50.0 * CV.MPH_TO_MS
+MIN_VEGO = 15.0
 MIN_ABS_YAW_RATE = 0.0
 MAX_YAW_RATE_SANITY_CHECK = 1.0
 MIN_NCC = 0.95
@@ -37,8 +36,6 @@ LAG_CANDIDATE_CORR_THRESHOLD = 0.9
 SMOOTH_K = 5
 SMOOTH_SIGMA = 1.0

-VERSION = 1  # bump this to invalidate old parameter caches
-

 def masked_symmetric_moving_average(x: np.ndarray, mask: np.ndarray, k: int, sigma: float) -> np.ndarray:
  assert k >= 1 and k % 2 == 1, "k must be positive and odd"
@@ -251,7 +248,6 @@ class LateralLagEstimator:
                            (self.min_valid_block_count * self.block_size), 100)
    if debug:
      liveDelay.points = self.block_avg.values.flatten().tolist()
-    liveDelay.version = VERSION

    return msg

@@ -372,10 +368,9 @@ def retrieve_initial_lag(params: Params, CP: car.CarParams):
        if last_CP.carFingerprint != CP.carFingerprint:
          raise Exception("Car model mismatch")

-        lag, valid_blocks, status, version = ld.lateralDelayEstimate, ld.validBlocks, ld.status, ld.version
+        lag, valid_blocks, status = ld.lateralDelayEstimate, ld.validBlocks, ld.status
        assert valid_blocks <= BLOCK_NUM, "Invalid number of valid blocks"
        assert status != log.LiveDelayData.Status.invalid, "Lag estimate is invalid"
-        assert version == VERSION, f"Lag estimate is from a different version (got {version}, expected {VERSION})"
        return lag, valid_blocks
    except Exception as e:
      cloudlog.error(f"Failed to retrieve initial lag: {e}")
@@ -206,11 +206,9 @@ class LocationEstimator:
      self._finite_check(t, new_x, new_P)
    return HandleLogResult.SUCCESS

-  def get_msg(self, sensors_valid: bool, inputs_valid: bool, filter_initialized: bool):
+  def get_msg(self, sensors_valid: bool, inputs_valid: bool, filter_valid: bool):
    state, cov = self.kf.x, self.kf.P
    std = np.sqrt(np.diag(cov))
-    filter_time_valid = bool(np.isfinite(self.kf.t))
-    filter_valid = filter_initialized and filter_time_valid

    orientation_ned, orientation_ned_std = state[States.NED_ORIENTATION], std[States.NED_ORIENTATION]
    velocity_device, velocity_device_std = state[States.DEVICE_VELOCITY], std[States.DEVICE_VELOCITY]
@@ -5,18 +5,18 @@ import pytest

 from cereal import messaging, log, car
 from openpilot.selfdrive.locationd.lagd import LateralLagEstimator, retrieve_initial_lag, masked_normalized_cross_correlation, \
-                                               BLOCK_NUM_NEEDED, BLOCK_SIZE, MIN_OKAY_WINDOW_SEC, VERSION
+                                               BLOCK_NUM_NEEDED, BLOCK_SIZE, MIN_OKAY_WINDOW_SEC
 from openpilot.selfdrive.test.process_replay.migration import migrate, migrate_carParams
 from openpilot.selfdrive.locationd.test.test_locationd_scenarios import TEST_ROUTE
 from openpilot.common.params import Params
 from openpilot.tools.lib.logreader import LogReader
-from openpilot.common.hardware import PC
+from openpilot.system.hardware import PC

 MAX_ERR_FRAMES = 1
 DT = 0.05


-def process_messages(estimator, lag_frames, n_frames, vego=25.0, rejection_threshold=0.0):
+def process_messages(estimator, lag_frames, n_frames, vego=20.0, rejection_threshold=0.0):
  for i in range(n_frames):
    t = i * estimator.dt
    desired_la = np.cos(10 * t) * 0.3
@@ -53,7 +53,6 @@ class TestLagd:
    msg = messaging.new_message('liveDelay')
    msg.liveDelay.lateralDelayEstimate = random.random()
    msg.liveDelay.validBlocks = random.randint(1, 10)
-    msg.liveDelay.version = VERSION
    params.put("LiveDelay", msg.to_bytes(), block=True)
    params.put("CarParamsPrevRoute", CP.as_builder().to_bytes(), block=True)

@@ -64,20 +63,6 @@ class TestLagd:
    assert lag == msg.liveDelay.lateralDelayEstimate
    assert valid_blocks == msg.liveDelay.validBlocks

-  def test_read_invalid_saved_params(self, subtests):
-    params = Params()
-
-    lr = migrate(LogReader(TEST_ROUTE), [migrate_carParams])
-    CP = next(m for m in lr if m.which() == "carParams").carParams
-
-    for msg_dict in [{'version': 0}, {'status': 'invalid'}, {'validBlocks': 100}]:
-      with subtests.test(msg=f"liveDelay={msg_dict}"):
-        msg = messaging.new_message('liveDelay')
-        msg.liveDelay = msg_dict
-        params.put("LiveDelay", msg.to_bytes(), block=True)
-        params.put("CarParamsPrevRoute", CP.as_builder().to_bytes(), block=True)
-        assert retrieve_initial_lag(params, CP) is None
-
  def test_ncc(self):
    lag_frames = random.randint(1, 19)

@@ -79,21 +79,22 @@ compile_modeld_script = [
  File(f"{modeld_dir}/compile_modeld.py"),
  File(f"{modeld_dir}/get_model_metadata.py"),
  File("#system/camerad/cameras/nv12_info.py"),
-  File("#common/hardware/hw.py"),
+  File("#system/hardware/hw.py"),
 ]
 model_w, model_h = MEDMODEL_INPUT_SIZE
 frame_skip = ModelConstants.MODEL_RUN_FREQ // ModelConstants.MODEL_CONTEXT_FREQ

 for usbgpu in [False, True] if USBGPU else [False]:
  target_pkl_path = File(modeld_pkl_path(usbgpu)).abspath
-  # BIG_INTO_SMALL=1 builds the default target from the big model, e.g. to test it without a USB GPU
-  file_prefix, cmd_flags = ('big_', usbgpu_tg_flags) if usbgpu else ('big_' if os.getenv('BIG_INTO_SMALL') else '', tg_flags)
-  driving_onnx_deps = get_existing_chunks(File(f"models/{file_prefix}driving_supercombo.onnx").abspath)
+  file_prefix, cmd_flags = ('big_', usbgpu_tg_flags) if usbgpu else ('', tg_flags)
+  driving_onnx_deps = [p for m in [f'{file_prefix}driving_vision', f'{file_prefix}driving_on_policy']
+                       for p in get_existing_chunks(File(f"models/{m}.onnx").abspath)]
  camera_res_args = ' '.join(f'{cw}x{ch}' for cw, ch in CAMERA_CONFIGS)
  cmd = (f'{cmd_flags} {mac_brew_string} python3 {modeld_dir}/compile_modeld.py '
        f'--model-size {model_w}x{model_h} '
        f'--camera-resolutions {camera_res_args} '
-        f'--onnx {File(f"models/{file_prefix}driving_supercombo.onnx").abspath} '
+        f'--vision-onnx {File(f"models/{file_prefix}driving_vision.onnx").abspath} '
+        f'--on-policy-onnx {File(f"models/{file_prefix}driving_on_policy.onnx").abspath} '
        f'--output {target_pkl_path} --frame-skip {frame_skip}')
  onnx_sizes_sum = sum(os.path.getsize(f) for f in driving_onnx_deps)
  chunk_targets = get_chunk_targets(target_pkl_path, estimate_pickle_max_size(onnx_sizes_sum))
@@ -1,13 +1,11 @@
 #!/usr/bin/env python3
 import argparse
 import atexit
-import math
 import os
 import pickle
-import tempfile
 import time
 from functools import partial
-from collections import namedtuple
+from collections import namedtuple, defaultdict

 import numpy as np

@@ -35,7 +33,7 @@ from tinygrad.engine.jit import TinyJit

 NV12Frame = namedtuple("NV12Frame", ['width', 'height', 'stride', 'y_height', 'uv_height', 'size'])
 WARP_INPUTS = ['img_q', 'big_img_q', 'tfm', 'big_tfm']
-POLICY_INPUTS = ['feat_q', 'desire_q', 'packed_npy_inputs']
+POLICY_INPUTS = ['feat_q', 'desire_q', 'desire', 'traffic_convention', 'action_t']

 UV_SCALE_MATRIX = np.array([[0.5, 0, 0], [0, 0.5, 0], [0, 0, 1]], dtype=np.float32)
 UV_SCALE_MATRIX_INV = np.linalg.inv(UV_SCALE_MATRIX)
@@ -51,8 +49,8 @@ def warp_perspective_tinygrad(src_flat, M_inv, dst_shape, src_shape, stride_pad,
  w_dst, h_dst = dst_shape
  h_src, w_src = src_shape

-  x = Tensor.arange(w_dst).reshape(1, w_dst).expand(h_dst, w_dst).reshape(-1)
-  y = Tensor.arange(h_dst).reshape(h_dst, 1).expand(h_dst, w_dst).reshape(-1)
+  x = Tensor.arange(w_dst, device=WARP_DEV).reshape(1, w_dst).expand(h_dst, w_dst).reshape(-1)
+  y = Tensor.arange(h_dst, device=WARP_DEV).reshape(h_dst, 1).expand(h_dst, w_dst).reshape(-1)

  # inline 3x3 matmul as elementwise to avoid reduce op (enables fusion with gather)
  src_x = M_inv[0, 0] * x + M_inv[0, 1] * y + M_inv[0, 2]
@@ -115,51 +113,34 @@ def make_frame_prepare(nv12: NV12Frame, model_w, model_h):
  return frame_prepare_tinygrad


-def make_warp_input_queues(vision_input_shapes, frame_skip, device):
+def make_input_queues(vision_input_shapes, policy_input_shapes, frame_skip, device):
  img = vision_input_shapes['img']  # (1, 12, 128, 256)
  n_frames = img[1] // 6
  img_buf_shape = (frame_skip * (n_frames - 1) + 1, 6, img[2], img[3])

+  fb = policy_input_shapes['features_buffer']  # (1, 25, 512)
+  dp = policy_input_shapes['desire_pulse']  # (1, 25, 8)
+  tc = policy_input_shapes['traffic_convention']  # (1, 2)
+  #TODO action_t is hardcoded to match tc for future compatibility
+  at = tc
+
  npy = {
+    'desire': np.zeros(dp[2], dtype=np.float32),
+    'traffic_convention': np.zeros(tc, dtype=np.float32),
    'tfm': np.zeros((3, 3), dtype=np.float32),
    'big_tfm': np.zeros((3, 3), dtype=np.float32),
+    'action_t': np.zeros(at, dtype=np.float32),
  }
  input_queues = {
    'img_q': Tensor(np.zeros(img_buf_shape, dtype=np.uint8), device=device).contiguous().realize(),
    'big_img_q': Tensor(np.zeros(img_buf_shape, dtype=np.uint8), device=device).contiguous().realize(),
+    'feat_q': Tensor(np.zeros((frame_skip * (fb[1] - 1) + 1, fb[0], fb[2]), dtype=np.float32), device=device).contiguous().realize(),
+    'desire_q': Tensor(np.zeros((frame_skip * dp[1], dp[0], dp[2]), dtype=np.float32), device=device).contiguous().realize(),
    **{k: Tensor(v, device='NPY').realize() for k, v in npy.items()},
  }
  return input_queues, npy


-def get_policy_npy_shapes(input_shapes):
-  dp = input_shapes['desire_pulse']  # (1, 25, 8)
-  tc = input_shapes['traffic_convention']  # (1, 2)
-  at = input_shapes['action_t']  # (1, 2)
-  fb = input_shapes['features_buffer']  # (1, 24, 512)
-  # TODO prev_feat shouldn't exist and be handled inside the JIT, but corrupt on QCOM for now
-  shapes = {'desire': (dp[2],), 'traffic_convention': tuple(tc), 'action_t': tuple(at), 'prev_feat': (fb[0], fb[2])}
-  return shapes, [math.prod(s) for s in shapes.values()]
-
-
-def make_input_queues(input_shapes, frame_skip, device):
-  input_queues, npy = make_warp_input_queues(input_shapes, frame_skip, device)
-
-  fb = input_shapes['features_buffer']  # (1, 24, 512), past features only; the model appends the current frame's feature
-  dp = input_shapes['desire_pulse']  # (1, 25, 8)
-
-  shapes, sizes = get_policy_npy_shapes(input_shapes)
-  packed_npy_inputs = np.zeros(sum(sizes), dtype=np.float32)
-  # views into the packed inputs, to be refilled at runtime
-  npy.update({k: v.reshape(s) for (k, s), v in zip(shapes.items(), np.split(packed_npy_inputs, np.cumsum(sizes[:-1])), strict=True)})
-  input_queues.update({
-    'feat_q': Tensor(np.zeros((frame_skip * fb[1], fb[0], fb[2]), dtype=np.float32), device=device).contiguous().realize(),
-    'desire_q': Tensor(np.zeros((frame_skip * dp[1], dp[0], dp[2]), dtype=np.float32), device=device).contiguous().realize(),
-    'packed_npy_inputs': Tensor(packed_npy_inputs, device='NPY').realize(),
-  })
-  return input_queues, npy
-
-
 def shift_and_sample(buf, new_val, sample_fn):
  buf.assign(buf[1:].cat(new_val, dim=0).contiguous())
  return sample_fn(buf)
@@ -182,43 +163,49 @@ def make_warp(nv12, model_w, model_h, frame_skip):
    big_tfm = big_tfm.to(WARP_DEV)
    Tensor.realize(tfm, big_tfm)

-    warped_frame = frame_prepare(frame, tfm).unsqueeze(0)
-    warped_big_frame = frame_prepare(big_frame, big_tfm).unsqueeze(0)
-    warped = Tensor.cat(warped_frame, warped_big_frame).to(Device.DEFAULT)
-    img = shift_and_sample(img_q, warped[0:1], sample_skip_fn)
-    big_img = shift_and_sample(big_img_q, warped[1:2], sample_skip_fn)
+    warped_frame = frame_prepare(frame, tfm).unsqueeze(0).to(Device.DEFAULT)
+    warped_big_frame = frame_prepare(big_frame, big_tfm).unsqueeze(0).to(Device.DEFAULT)
+    img = shift_and_sample(img_q, warped_frame, sample_skip_fn)
+    big_img = shift_and_sample(big_img_q, warped_big_frame, sample_skip_fn)
    return img, big_img
  return warp_enqueue


-def make_run_policy(model_runner, model_metadata, frame_skip):
+def make_run_policy(vision_runner, on_policy_runner, vision_features_slice, frame_skip):
  sample_desire_fn = partial(sample_desire, frame_skip=frame_skip)
  sample_skip_fn = partial(sample_skip, frame_skip=frame_skip)
-  npy_shapes, npy_sizes = get_policy_npy_shapes(model_metadata['input_shapes'])

-  def run_policy(img, big_img, feat_q, desire_q, packed_npy_inputs):
-    packed_npy_inputs = packed_npy_inputs.to(Device.DEFAULT).realize()
-    desire, traffic_convention, action_t, prev_feat = (t.reshape(s) for t, s in zip(packed_npy_inputs.split(npy_sizes), npy_shapes.values(), strict=True))
+  def run_policy(img, big_img, feat_q, desire_q, desire, traffic_convention, action_t):
+    desire = desire.to(Device.DEFAULT)
+    traffic_convention = traffic_convention.to(Device.DEFAULT)
+    action_t = action_t.to(Device.DEFAULT)
+    Tensor.realize(desire, traffic_convention, action_t)
    desire_buf = shift_and_sample(desire_q, desire.reshape(1, 1, -1), sample_desire_fn)
-    feat_buf = shift_and_sample(feat_q, prev_feat.reshape(1, 1, -1), sample_skip_fn)
+    vision_out = next(iter(vision_runner({'img': img, 'big_img': big_img}).values())).cast('float32')
+
+    new_feat = vision_out[:, vision_features_slice].reshape(1, -1).unsqueeze(0)
+    feat_buf = shift_and_sample(feat_q, new_feat, sample_skip_fn)

    inputs = {
-      'img': img,
-      'big_img': big_img,
      'features_buffer': feat_buf,
      'desire_pulse': desire_buf,
      'traffic_convention': traffic_convention,
      'action_t': action_t,
    }
-    out = next(iter(model_runner(inputs).values())).cast('float32')
-    return out,
+    on_policy_out = next(iter(on_policy_runner(inputs).values())).cast('float32')
+    #off_policy_out = next(iter(off_policy_runner(inputs).values())).cast('float32')
+    return vision_out, on_policy_out
+
  return run_policy


-def compile_jit(jit, make_random_inputs, input_keys, make_queues):
+def compile_jit(jit, make_random_inputs, input_keys, frame_skip, vision_metadata, policy_metadata):
+  vision_input_shapes = vision_metadata['input_shapes']
+  policy_input_shapes = policy_metadata['input_shapes']
+
  SEED = 42
  def random_inputs_run(fn, seed, test_val=None, test_buffers=None, expect_match=True):
-    input_queues, npy = make_queues(Device.DEFAULT)
+    input_queues, npy = make_input_queues(vision_input_shapes, policy_input_shapes, frame_skip, Device.DEFAULT)
    np.random.seed(seed)
    Tensor.manual_seed(seed)

@@ -265,12 +252,12 @@ def _parse_size(s):

 def read_file_chunked_to_shm(path):
  from openpilot.common.file_chunker import read_file_chunked
-  from openpilot.common.hardware.hw import Paths
-  with tempfile.NamedTemporaryFile(prefix='compile_modeld_', dir=Paths.shm_path(), delete=False) as f:
+  from openpilot.system.hardware.hw import Paths
+  shm_path = os.path.join(Paths.shm_path(), os.path.basename(path))
+  atexit.register(lambda: os.path.exists(shm_path) and os.remove(shm_path))
+  with open(shm_path, 'wb') as f:
    f.write(read_file_chunked(path))
-    tmp_path = f.name
-  atexit.register(lambda: os.path.exists(tmp_path) and os.remove(tmp_path))
-  return tmp_path
+  return shm_path


 if __name__ == "__main__":
@@ -281,30 +268,31 @@ if __name__ == "__main__":
  p.add_argument('--model-size', type=_parse_size, required=True, help='model input WxH')
  p.add_argument('--camera-resolutions', type=_parse_size, nargs='+', required=True,
                 help='camera resolutions WxH (one or more)')
-  p.add_argument('--onnx', required=True)
+  p.add_argument('--vision-onnx', required=True)
+  p.add_argument('--on-policy-onnx', required=True)
  p.add_argument('--output', required=True)
  p.add_argument('--frame-skip', type=int, required=True)
  args = p.parse_args()

-  model_path = read_file_chunked_to_shm(args.onnx)
+  out = defaultdict(dict)
+  vision_path, on_policy_path = read_file_chunked_to_shm(args.vision_onnx), read_file_chunked_to_shm(args.on_policy_onnx)
  model_w, model_h = args.model_size

-  model_runner = OnnxRunner(model_path)
-  out = {'metadata': make_metadata_dict(model_path)}
+  vision_runner = OnnxRunner(vision_path)
+  on_policy_runner = OnnxRunner(on_policy_path)
+  vision_metadata, on_policy_metadata = make_metadata_dict(vision_path), make_metadata_dict(on_policy_path)

-  run_policy_jit = TinyJit(make_run_policy(model_runner, out['metadata'], args.frame_skip), prune=True)
+  run_policy_jit = TinyJit(make_run_policy(vision_runner, on_policy_runner, vision_metadata['output_slices']['hidden_state'], args.frame_skip), prune=True)
+  out['metadata']['vision'], out['metadata']['on_policy'] = vision_metadata, on_policy_metadata

-  make_policy_queues = partial(make_input_queues, out['metadata']['input_shapes'], args.frame_skip)
-  make_random_model_inputs = partial(make_random_images, keys=['img', 'big_img'], shape=out['metadata']['input_shapes']['img'])
-  out['run_policy'] = compile_jit(run_policy_jit, make_random_model_inputs, POLICY_INPUTS,
-                                  make_policy_queues)
+  make_random_model_inputs = partial(make_random_images, keys=['img', 'big_img'], shape=vision_metadata['input_shapes']['img'])
+  out['run_policy'] = compile_jit(run_policy_jit, make_random_model_inputs, POLICY_INPUTS, args.frame_skip, vision_metadata, on_policy_metadata)

  for cam_w, cam_h in args.camera_resolutions:
    nv12 = NV12Frame(cam_w, cam_h, *get_nv12_info(cam_w, cam_h))
    make_random_warp_inputs = partial(make_random_images, keys=['frame', 'big_frame'], shape=nv12.size, device=WARP_DEV)
    warp_enqueue = TinyJit(make_warp(nv12, model_w, model_h, args.frame_skip), prune=True)
-    make_warp_queues = partial(make_warp_input_queues, out['metadata']['input_shapes'], args.frame_skip)
-    out[(cam_w,cam_h)] = compile_jit(warp_enqueue, make_random_warp_inputs, WARP_INPUTS, make_warp_queues)
+    out[(cam_w,cam_h)] = compile_jit(warp_enqueue, make_random_warp_inputs, WARP_INPUTS, args.frame_skip, vision_metadata, on_policy_metadata)

  with open(args.output, "wb") as f:
    pickle.dump(out, f)
@@ -56,29 +56,26 @@ def fill_lane_line_meta(builder, lane_lines, lane_line_probs):
  builder.rightY = lane_lines[2].y[0]
  builder.rightProb = lane_line_probs[2]

-def fill_driving_model_data(msg: capnp._DynamicStructBuilder, modelv2_send: capnp._DynamicStructBuilder) -> None:
-  msg.valid = modelv2_send.valid
-  modelV2 = modelv2_send.modelV2
-  driving_model_data = msg.drivingModelData
-  driving_model_data.frameId = modelV2.frameId
-  driving_model_data.frameIdExtra = modelV2.frameIdExtra
-  driving_model_data.frameDropPerc = modelV2.frameDropPerc
-  driving_model_data.modelExecutionTime = modelV2.modelExecutionTime
-  driving_model_data.action = modelV2.action
-  driving_model_data.meta.laneChangeState = modelV2.meta.laneChangeState
-  driving_model_data.meta.laneChangeDirection = modelV2.meta.laneChangeDirection
-  fill_lane_line_meta(driving_model_data.laneLineMeta, modelV2.laneLines, modelV2.laneLineProbs)
-  fill_xyz_poly(driving_model_data.path, ModelConstants.POLY_PATH_DEGREE, modelV2.position.x, modelV2.position.y, modelV2.position.z)
-
-def fill_model_msg(msg: capnp._DynamicStructBuilder, net_output_data: dict[str, np.ndarray], action: log.ModelDataV2.Action,
+def fill_model_msg(base_msg: capnp._DynamicStructBuilder, extended_msg: capnp._DynamicStructBuilder,
+                   net_output_data: dict[str, np.ndarray], action: log.ModelDataV2.Action,
                   publish_state: PublishState, vipc_frame_id: int, vipc_frame_id_extra: int,
                   frame_id: int, frame_drop: float, timestamp_eof: int, model_execution_time: float,
                   valid: bool) -> None:
  frame_age = frame_id - vipc_frame_id if frame_id > vipc_frame_id else 0
  frame_drop_perc = frame_drop * 100
-  msg.valid = valid
+  extended_msg.valid = valid
+  base_msg.valid = valid

-  modelV2 = msg.modelV2
+  driving_model_data = base_msg.drivingModelData
+
+  driving_model_data.frameId = vipc_frame_id
+  driving_model_data.frameIdExtra = vipc_frame_id_extra
+  driving_model_data.frameDropPerc = frame_drop_perc
+  driving_model_data.modelExecutionTime = model_execution_time
+
+  driving_model_data.action = action
+
+  modelV2 = extended_msg.modelV2
  modelV2.frameId = vipc_frame_id
  modelV2.frameIdExtra = vipc_frame_id_extra
  modelV2.frameAge = frame_age
@@ -93,6 +90,9 @@ def fill_model_msg(msg: capnp._DynamicStructBuilder, net_output_data: dict[str,
  fill_xyzt(modelV2.orientation, ModelConstants.T_IDXS, *net_output_data['plan'][0,:,Plan.T_FROM_CURRENT_EULER].T)
  fill_xyzt(modelV2.orientationRate, ModelConstants.T_IDXS, *net_output_data['plan'][0,:,Plan.ORIENTATION_RATE].T)

+  # poly path
+  fill_xyz_poly(driving_model_data.path, ModelConstants.POLY_PATH_DEGREE, *net_output_data['plan'][0,:,Plan.POSITION].T)
+
  # action
  modelV2.action = action

@@ -107,6 +107,8 @@ def fill_model_msg(msg: capnp._DynamicStructBuilder, net_output_data: dict[str,
  modelV2.laneLineStds = net_output_data['lane_lines_stds'][0,:,0,0].tolist()
  modelV2.laneLineProbs = net_output_data['lane_lines_prob'][0,1::2].tolist()

+  fill_lane_line_meta(driving_model_data.laneLineMeta, modelV2.laneLines, modelV2.laneLineProbs)
+
  # road edges
  modelV2.init('roadEdges', 2)
  for i in range(2):
@@ -21,13 +21,14 @@ from openpilot.selfdrive.controls.lib.desire_helper import DesireHelper
 from openpilot.selfdrive.controls.lib.drive_helpers import get_accel_from_plan, smooth_value, get_curvature_from_plan
 from openpilot.selfdrive.modeld.parse_model_outputs import Parser
 from openpilot.selfdrive.modeld.compile_modeld import make_input_queues, WARP_INPUTS, POLICY_INPUTS
-from openpilot.selfdrive.modeld.fill_model_msg import fill_model_msg, fill_driving_model_data, fill_pose_msg, PublishState
+from openpilot.selfdrive.modeld.fill_model_msg import fill_model_msg, fill_pose_msg, PublishState
 from openpilot.common.file_chunker import read_file_chunked, get_manifest_path
 from openpilot.selfdrive.modeld.constants import ModelConstants, Plan
 from openpilot.selfdrive.modeld.helpers import usbgpu_present, modeld_pkl_path, get_tg_input_devices

 from openpilot.sunnypilot.livedelay.helpers import get_lat_delay
 from openpilot.sunnypilot.modeld_v2.modeld_base import ModelStateBase
+from openpilot.sunnypilot.selfdrive.controls.lib.relc import RoadEdgeLaneChangeController

 PROCESS_NAME = "selfdrive.modeld.modeld"
 SEND_RAW_PRED = os.getenv('SEND_RAW_PRED')
@@ -84,15 +85,19 @@ class ModelState(ModelStateBase):
    input_devices = get_tg_input_devices(PROCESS_NAME, usbgpu)
    self.WARP_DEV, self.QUEUE_DEV = input_devices['WARP_DEV'], input_devices['QUEUE_DEV']
    jits = pickle.loads(read_file_chunked(modeld_pkl_path(usbgpu)))
-    metadata = jits['metadata']
-    self.input_shapes = metadata['input_shapes']
-    self.vision_input_names = [k for k in self.input_shapes if 'img' in k]
-    self.output_slices = metadata['output_slices']
+    vision_metadata = jits['metadata']['vision']
+    self.vision_input_shapes = vision_metadata['input_shapes']
+    self.vision_input_names = list(self.vision_input_shapes.keys())
+    self.vision_output_slices = vision_metadata['output_slices']
+
+    policy_metadata = jits['metadata']['on_policy']
+    self.policy_input_shapes = policy_metadata['input_shapes']
+    self.policy_output_slices = policy_metadata['output_slices']

    self.prev_desire = np.zeros(ModelConstants.DESIRE_LEN, dtype=np.float32)

    self.frame_skip = ModelConstants.MODEL_RUN_FREQ // ModelConstants.MODEL_CONTEXT_FREQ
-    self.input_queues, self.npy = make_input_queues(self.input_shapes, self.frame_skip, device=self.QUEUE_DEV)
+    self.input_queues, self.npy = make_input_queues(self.vision_input_shapes, self.policy_input_shapes, self.frame_skip, device=self.QUEUE_DEV)
    self.full_frames: dict[str, Tensor] = {}
    self._blob_cache: dict[int, Tensor] = {}
    self.parser = Parser()
@@ -129,16 +134,19 @@ class ModelState(ModelStateBase):
    if prepare_only:
      return None

-    outs, = self.run_policy(
-      **{k: self.input_queues[k] for k in POLICY_INPUTS if k in self.input_queues}, img=img, big_img=big_img
+    vision_output, on_policy_output = self.run_policy(
+      **{k: self.input_queues[k] for k in POLICY_INPUTS}, img=img, big_img=big_img
    )
-    model_output = outs.numpy()[0]
-    outputs_dict = self.parser.parse_outputs(self.slice_outputs(model_output, self.output_slices))
-    self.npy['prev_feat'][:] = model_output[self.output_slices['hidden_state']]
+
+    vision_output = vision_output.numpy().flatten()
+    on_policy_output = on_policy_output.numpy().flatten()
+    vision_outputs_dict = self.parser.parse_vision_outputs(self.slice_outputs(vision_output, self.vision_output_slices))
+    policy_outputs_dict = self.parser.parse_policy_outputs(self.slice_outputs(on_policy_output, self.policy_output_slices))
+    combined_outputs_dict = {**vision_outputs_dict, **policy_outputs_dict}

    if SEND_RAW_PRED:
-      outputs_dict['raw_pred'] = model_output.copy()
-    return outputs_dict
+      combined_outputs_dict['raw_pred'] = np.concatenate([vision_output.copy(), on_policy_output.copy()])
+    return combined_outputs_dict


 def main(demo=False):
@@ -151,7 +159,10 @@ def main(demo=False):
  params.put_bool("UsbGpuPresent", _present)
  params.put_bool("UsbGpuCompiled", _compiled)

-  config_realtime_process(7, 54)
+  if not USBGPU:
+    # USB GPU currently saturates a core so can't do this yet,
+    # also need to move the aux USB interrupts for good timings
+    config_realtime_process(7, 54)

  # visionipc clients
  while True:
@@ -213,6 +224,7 @@ def main(demo=False):
  prev_action = log.ModelDataV2.Action()

  DH = DesireHelper()
+  RELC = RoadEdgeLaneChangeController(DH)

  while True:
    # Keep receiving frames until we are at least 1 frame ahead of previous extra frame
@@ -307,7 +319,7 @@ def main(demo=False):

      action = get_action_from_model(model_output, prev_action, lat_action_t, long_action_t, v_ego)
      prev_action = action
-      fill_model_msg(modelv2_send, model_output, action,
+      fill_model_msg(drivingdata_send, modelv2_send, model_output, action,
                     publish_state, meta_main.frame_id, meta_extra.frame_id, frame_id,
                     frame_drop_ratio, meta_main.timestamp_eof, model_execution_time, live_calib_seen)

@@ -315,12 +327,16 @@ def main(demo=False):
      l_lane_change_prob = desire_state[log.Desire.laneChangeLeft]
      r_lane_change_prob = desire_state[log.Desire.laneChangeRight]
      lane_change_prob = l_lane_change_prob + r_lane_change_prob
-      DH.update(sm['carState'], sm['carControl'].latActive, lane_change_prob)
+      RELC.update(modelv2_send.modelV2.roadEdgeStds, modelv2_send.modelV2.laneLineProbs, v_ego, modelv2_send.modelV2.roadEdges)
+      mdv2sp_send.modelDataV2SP.leftLaneChangeEdgeBlock = RELC.left_edge_detected
+      mdv2sp_send.modelDataV2SP.rightLaneChangeEdgeBlock = RELC.right_edge_detected
+      DH.update(sm['carState'], sm['carControl'].latActive, lane_change_prob, RELC.left_edge_detected, RELC.right_edge_detected)
      modelv2_send.modelV2.meta.laneChangeState = DH.lane_change_state
      modelv2_send.modelV2.meta.laneChangeDirection = DH.lane_change_direction
      mdv2sp_send.modelDataV2SP.laneTurnDirection = DH.lane_turn_direction
+      drivingdata_send.drivingModelData.meta.laneChangeState = DH.lane_change_state
+      drivingdata_send.drivingModelData.meta.laneChangeDirection = DH.lane_change_direction

-      fill_driving_model_data(drivingdata_send, modelv2_send)
      fill_pose_msg(posenet_send, model_output, meta_main.frame_id, vipc_dropped_frames, meta_main.timestamp_eof, live_calib_seen)
      pm.send('modelV2', modelv2_send)
      pm.send('drivingModelData', drivingdata_send)
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:565e53c38dcd64c50dd3fe4d5ee1530213aeefd66c3f6b67ea6a72a32612a6bf
+size 14061419
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
rav4kumar	d0d3d22b83	fix(long): frame based staleness for jumpguard and lead-smoother	2026-07-14 15:42:50 -07:00
rav4kumar	449ae8a984	fix(long): frame-based staleness check for radar lead hold _LeadHold counted its own step() calls to gauge staleness, but smooth_radarstate() stops calling step() below LOW_SPEED_PASSTHROUGH_V — so the counter froze indefinitely during any low-speed period (measured 60-80s freezes on real routes) and read as "just a few frames old" on resume no matter how much real time passed, letting a long-dead hold resurrect as a phantom lead. Compare against the caller's live frame counter instead.	2026-07-12 14:55:32 -07:00
rav4kumar	93520b7e99	fix(long): jump-guard self-heal onto farther-than-held value on a closing lead A spurious closer misread can poison the guard's anchor, making the lead's own real, continuing (farther) trajectory read as a false farther jump and get held to the cap. Self-heal then jumped straight onto whatever farther transitional reading showed up next, which _LeadHold could seed a dropout extrapolation from -- reporting a lead opening up right before a real catch-up brake (confirmed on route 000004c6, t~1338, -3.94 m/s^2). Add one bounded grace cycle before self-heal on a closing lead so the handoff into a dropout hold stays close to the real trajectory instead.	2026-07-11 12:52:02 -07:00
rav4kumar	7006814ced	ref	2026-07-10 00:34:07 -07:00
rav4kumar	4a7cd03efc	fix(long): ceiling rise-rate	2026-07-09 12:47:37 -07:00
rav4kumar	24af9ca14b	fix(long): stop-gap/smoother double-bias	2026-07-09 12:47:30 -07:00
rav4kumar	499ed0e59d	feat(long): closed-loop regression suite; fix jerk_scale sustained-pin oscillation	2026-07-08 14:24:52 -07:00
rav4kumar	6a9550d54b	fix(long): leadrule bypass	2026-07-08 14:06:29 -07:00
rav4kumar	65812911fb	fix(long): revert leadunstale	2026-07-08 14:06:18 -07:00
rav4kumar	878e560c60	fix(long): stop-gap creep	2026-07-08 14:06:07 -07:00
rav4kumar	7b2cb04e97	fix(long): lower SWITCH_DREL 8.0->4.0	2026-07-07 22:05:59 -07:00
rav4kumar	432b253f48	fix(long): gate accel relax on radar noise, wire up SLA dead code, continuous DEC e2e jerk-shaping	2026-07-07 22:05:49 -07:00
rav4kumar	6131a64f0d	feat(long): proactive closing jerk	2026-07-06 16:40:15 -07:00
rav4kumar	f5087f238a	fix(long): stop-gap bias could suppress a real gap during slow lead creep	2026-07-05 11:07:49 -07:00
rav4kumar	59e9e828e5	fix(long): lol	2026-07-05 11:07:49 -07:00
rav4kumar	a2fbe20532	fix(long): SPORT's jerk_scale	2026-07-04 18:29:24 -07:00
rav4kumar	75416274ab	feat(long): generalize jerk-cost relax to onset	2026-07-04 14:56:52 -07:00
rav4kumar	c1c1440707	fix(long): smooth DEC blended	2026-07-04 12:55:54 -07:00
rav4kumar	1d8538f14e	feat(long): relax launch jerk cost	2026-07-04 12:55:39 -07:00
rav4kumar	d044951bdc	fix(long): reject radar fusion	2026-07-04 12:55:28 -07:00
rav4kumar	e65a39e749	fix(long): decouple accel	2026-07-03 11:03:21 -07:00
rav4kumar	eea9dbcf28	feat(long): stop farther from a stopped lead + gentler eco onset	2026-07-02 12:45:36 -07:00
rav4kumar	cb0bc5746d	fix(long): bugs	2026-07-02 08:29:28 -07:00
rav4kumar	15ddcc2026	refactor(long): tfollow + lead denoiser and output shaping	2026-07-01 12:39:22 -07:00
rav4kumar	5cfa627b1e	feat(long): hard brake	2026-07-01 12:38:34 -07:00
rav4kumar	c241b7f9e5	refactor(long):	2026-06-30 21:10:24 -07:00
rav4kumar	1cae2e14b9	feat(long): tfllow	2026-06-30 13:31:24 -07:00
rav4kumar	bc498ea6af	refactor(long): cleam up	2026-06-30 10:45:17 -07:00
rav4kumar	c0e08181df	feat(long): physics decel cap	2026-06-29 13:44:00 -07:00
rav4kumar	bbe7b01adc	Reapply "feat(dec): rework dynamic experimental controller" This reverts commit `cc8115141f`.	2026-06-28 12:19:11 -07:00
rav4kumar	9f3fa8ceb7	feat(long): lead jitter smoother for trackId	2026-06-28 12:18:02 -07:00
rav4kumar	df54f8e083	feat(long): gas suppression near a lead	2026-06-27 11:23:26 -07:00
rav4kumar	4d351bdcad	feat(long): RadarDistance lead instability	2026-06-27 11:08:17 -07:00
rav4kumar	bca4be26cd	fix(long): comfort_stop and vLead	2026-06-26 12:22:30 -07:00
rav4kumar	cc8115141f	Revert "feat(dec): rework dynamic experimental controller" This reverts commit `83de89e253`.	2026-06-26 11:54:24 -07:00
rav4kumar	d7af8bfc4d	fix(long): RadarDistance drop out	2026-06-26 11:53:44 -07:00
rav4kumar	b30e52261e	fix(long): remove RadarDistance vLead	2026-06-24 23:56:41 -07:00
rav4kumar	e09bc59ea3	fix(long): comfort stop	2026-06-24 12:44:55 -07:00
rav4kumar	f9e7974e02	feat(long): comfort stop	2026-06-24 10:51:55 -07:00
rav4kumar	8c902576dc	long stopping	2026-06-23 11:24:06 -07:00
rav4kumar	bc96b6a6ce	fix(long): remove onset jerk-cap	2026-06-22 13:21:30 -07:00
rav4kumar	0a68face78	long refactor	2026-06-21 13:35:31 -07:00
rav4kumar	78307a31f1	feat(long): jerk-limit	2026-06-20 12:19:48 -07:00
rav4kumar	d10577dc2c	ref	2026-06-20 11:40:52 -07:00
rav4kumar	37f19a35b6	tune	2026-06-19 23:12:18 -07:00
rav4kumar	2276e9d47d	tune long	2026-06-19 13:22:51 -07:00
rav4kumar	0a167d5024	refactor(long): clean up	2026-06-18 11:43:36 -07:00
rav4kumar	21e0583752	Fix RELC road edge detection	2026-06-18 11:14:06 -07:00
rav4kumar	88dad50ee1	Enable relc for stock modeld	2026-06-17 13:48:07 -07:00
rav4kumar	9f20c56b2f	feat(long): roomier stops + smoother decel	2026-06-17 11:13:05 -07:00
rav4kumar	a2b50e5a8b	feat(long): prompt ECO launch from stop	2026-06-16 12:05:57 -07:00
Kumar	bebe8f0b04	Update constants.py	2026-06-16 06:27:59 -07:00
rav4kumar	aa23fd0e4a	tuneref	2026-06-14 12:15:24 -07:00
rav4kumar	8f942eefd7	ref	2026-06-12 11:56:04 -07:00
rav4kumar	9487f880e2	feat(long): convex brakeonset shaper	2026-06-12 11:55:36 -07:00
rav4kumar	17b097b434	tune	2026-06-12 07:14:01 -07:00
rav4kumar	17eca0ab43	gental	2026-06-10 21:34:18 -07:00
rav4kumar	634ba8f6b2	sl params	2026-06-10 11:38:31 -07:00
rav4kumar	a45487f829	feat(long): radar distance controller	2026-06-10 11:38:31 -07:00
rav4kumar	e790ce047b	refactor(long): strip accel personality to lean core	2026-06-09 22:07:13 -07:00
rav4kumar	96d7850888	feat(long): fix accelersonality rubbernband	2026-06-09 22:02:56 -07:00
Kumar	6bf721a8c9	Update longitudinal_planner.py	2026-06-09 17:25:14 -07:00
rav4kumar	bc6dbf8ca1	feat(long): acceleration controller	2026-06-09 15:03:02 -07:00
rav4kumar	ffb7bbbbc4	ref	2026-06-09 12:41:01 -07:00
rav4kumar	83de89e253	feat(dec): rework dynamic experimental controller	2026-06-06 11:45:24 -07:00
rav4kumar	04224e8747	Add custom params to sunnylink settings	2026-06-06 10:31:17 -07:00
rav4kumar	6012ebb7c7	ref	2026-06-06 10:30:46 -07:00
rav4kumar	e91dbe351e	ref	2026-06-05 11:29:37 -07:00
rav4kumar	e25061fd08	fix mapd scorll	2026-06-05 11:28:47 -07:00
rav4kumar	baf56ae324	feat/relc	2026-06-05 11:06:06 -07:00
rav4kumar	9badd3fa40	mici-sla-ui	2026-06-05 11:05:29 -07:00
rav4kumar	2220e7fc11	point the submodule	2026-06-05 11:04:53 -07:00
rav4kumar	e862935209	toyota sp link and drive mode btn support	2026-06-05 11:04:49 -07:00
rav4kumar	9bd504a5cb	abh, bsm	2026-06-05 11:04:43 -07:00