Update opendbc_repo

This reverts commit b242b61f8a.

Jenkinsfile

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

RELEASES.md

@@ -1,5 +1,15 @@
-Version 0.10.3 (2025-12-10)
+Version 0.10.4 (2026-02-17)
 ========================
+* Lexus LS 2018 support thanks to Hacheoy!
+
+Version 0.10.3 (2025-12-17)
+========================
+* New driving model #36249
+  * New temporal policy architecture
+  * New on-policy training physics noise model
+* New driver monitoring model #36409
+  * Trained on a new dataset, including comma four data
+* Improved inter-process communication memory efficiency
 
 Version 0.10.2 (2025-11-19)
 ========================

cereal/log.capnp

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

cereal/messaging/__init__.py

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

cereal/messaging/bridge.cc

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

cereal/messaging/msgq_to_zmq.cc

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

cereal/messaging/socketmaster.cc

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

cereal/services.py

@@ -1,37 +1,44 @@
 #!/usr/bin/env python3
+from enum import IntEnum
 from typing import Optional
 
 
+# TODO: this should be automatically determined using the capnp schema
+class QueueSize(IntEnum):
+  BIG = 10 * 1024 * 1024      # 10MB - video frames, large AI outputs
+  MEDIUM = 2 * 1024 * 1024    # 2MB - high freq (CAN), livestream
+  SMALL = 250 * 1024          # 250KB - most services
+
+
 class Service:
-  def __init__(self, should_log: bool, frequency: float, decimation: Optional[int] = None):
+  def __init__(self, should_log: bool, frequency: float, decimation: Optional[int] = None,
+               queue_size: QueueSize = QueueSize.SMALL):
     self.should_log = should_log
     self.frequency = frequency
     self.decimation = decimation
+    self.queue_size = queue_size
 
 
 _services: dict[str, tuple] = {
   # service: (should_log, frequency, qlog decimation (optional))
   # note: the "EncodeIdx" packets will still be in the log
   "gyroscope": (True, 104., 104),
-  "gyroscope2": (True, 100., 100),
   "accelerometer": (True, 104., 104),
-  "accelerometer2": (True, 100., 100),
   "magnetometer": (True, 25.),
   "lightSensor": (True, 100., 100),
   "temperatureSensor": (True, 2., 200),
-  "temperatureSensor2": (True, 2., 200),
   "gpsNMEA": (True, 9.),
   "deviceState": (True, 2., 1),
   "touch": (True, 20., 1),
-  "can": (True, 100., 2053),  # decimation gives ~3 msgs in a full segment
-  "controlsState": (True, 100., 10),
+  "can": (True, 100., 2053, QueueSize.BIG),  # decimation gives ~3 msgs in a full segment
+  "controlsState": (True, 100., 10, QueueSize.MEDIUM),
   "selfdriveState": (True, 100., 10),
   "pandaStates": (True, 10., 1),
   "peripheralState": (True, 2., 1),
   "radarState": (True, 20., 5),
   "roadEncodeIdx": (False, 20., 1),
   "liveTracks": (True, 20.),
-  "sendcan": (True, 100., 139),
+  "sendcan": (True, 100., 139, QueueSize.MEDIUM),
   "logMessage": (True, 0.),
   "errorLogMessage": (True, 0., 1),
   "liveCalibration": (True, 4., 4),
@@ -43,7 +50,7 @@ _services: dict[str, tuple] = {
   "carOutput": (True, 100., 10),
   "longitudinalPlan": (True, 20., 10),
   "driverAssistance": (True, 20., 20),
-  "procLog": (True, 0.5, 15),
+  "procLog": (True, 0.5, 15, QueueSize.BIG),
   "gpsLocationExternal": (True, 10., 10),
   "gpsLocation": (True, 1., 1),
   "ubloxGnss": (True, 10.),
@@ -65,7 +72,7 @@ _services: dict[str, tuple] = {
   "wideRoadEncodeIdx": (False, 20., 1),
   "wideRoadCameraState": (True, 20., 20),
   "drivingModelData": (True, 20., 10),
-  "modelV2": (True, 20.),
+  "modelV2": (True, 20., None, QueueSize.BIG),
   "managerState": (True, 2., 1),
   "uploaderState": (True, 0., 1),
   "navInstruction": (True, 1., 10),
@@ -77,21 +84,21 @@ _services: dict[str, tuple] = {
   "rawAudioData": (False, 20.),
   "bookmarkButton": (True, 0., 1),
   "audioFeedback": (True, 0., 1),
+  "roadEncodeData": (False, 20., None, QueueSize.BIG),
+  "driverEncodeData": (False, 20., None, QueueSize.BIG),
+  "wideRoadEncodeData": (False, 20., None, QueueSize.BIG),
+  "qRoadEncodeData": (False, 20., None, QueueSize.BIG),
 
   # debug
   "uiDebug": (True, 0., 1),
   "testJoystick": (True, 0.),
   "alertDebug": (True, 20., 5),
-  "roadEncodeData": (False, 20.),
-  "driverEncodeData": (False, 20.),
-  "wideRoadEncodeData": (False, 20.),
-  "qRoadEncodeData": (False, 20.),
   "livestreamWideRoadEncodeIdx": (False, 20.),
   "livestreamRoadEncodeIdx": (False, 20.),
   "livestreamDriverEncodeIdx": (False, 20.),
-  "livestreamWideRoadEncodeData": (False, 20.),
-  "livestreamRoadEncodeData": (False, 20.),
-  "livestreamDriverEncodeData": (False, 20.),
+  "livestreamWideRoadEncodeData": (False, 20., None, QueueSize.MEDIUM),
+  "livestreamRoadEncodeData": (False, 20., None, QueueSize.MEDIUM),
+  "livestreamDriverEncodeData": (False, 20., None, QueueSize.MEDIUM),
   "customReservedRawData0": (True, 0.),
   "customReservedRawData1": (True, 0.),
   "customReservedRawData2": (True, 0.),
@@ -109,13 +116,13 @@ def build_header():
   h += "#include <map>\n"
   h += "#include <string>\n"
 
-  h += "struct service { std::string name; bool should_log; float frequency; int decimation; };\n"
+  h += "struct service { std::string name; bool should_log; float frequency; int decimation; size_t queue_size; };\n"
   h += "static std::map<std::string, service> services = {\n"
   for k, v in SERVICE_LIST.items():
     should_log = "true" if v.should_log else "false"
     decimation = -1 if v.decimation is None else v.decimation
-    h += '  { "%s", {"%s", %s, %f, %d}},\n' % \
-         (k, k, should_log, v.frequency, decimation)
+    h += '  { "%s", {"%s", %s, %f, %d, %d}},\n' % \
+         (k, k, should_log, v.frequency, decimation, v.queue_size)
   h += "};\n"
 
   h += "#endif\n"

common/SConscript

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

common/api.py

@@ -42,14 +42,16 @@ class Api:
     return token
 
 
-def api_get(endpoint, method='GET', timeout=None, access_token=None, **params):
+def api_get(endpoint, method='GET', timeout=None, access_token=None, session=None, **params):
   headers = {}
   if access_token is not None:
     headers['Authorization'] = "JWT " + access_token
 
   headers['User-Agent'] = "openpilot-" + get_version()
 
-  return requests.request(method, API_HOST + "/" + endpoint, timeout=timeout, headers=headers, params=params)
+  # TODO: add session to Api
+  req = requests if session is None else session
+  return req.request(method, API_HOST + "/" + endpoint, timeout=timeout, headers=headers, params=params)
 
 
 def get_key_pair() -> tuple[str, str, str] | tuple[None, None, None]:

common/git.py

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

common/pid.py

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

common/prefix.h

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

common/prefix.py

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

common/realtime.py

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

common/transformations/SConscript

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

common/transformations/coordinates.cc

@@ -1,100 +0,0 @@
-#define _USE_MATH_DEFINES
-
-#include "common/transformations/coordinates.hpp"
-
-#include <iostream>
-#include <cmath>
-#include <eigen3/Eigen/Dense>
-
-double a = 6378137; // lgtm [cpp/short-global-name]
-double b = 6356752.3142; // lgtm [cpp/short-global-name]
-double esq = 6.69437999014 * 0.001; // lgtm [cpp/short-global-name]
-double e1sq = 6.73949674228 * 0.001;
-
-
-static Geodetic to_degrees(Geodetic geodetic){
-  geodetic.lat = RAD2DEG(geodetic.lat);
-  geodetic.lon = RAD2DEG(geodetic.lon);
-  return geodetic;
-}
-
-static Geodetic to_radians(Geodetic geodetic){
-  geodetic.lat = DEG2RAD(geodetic.lat);
-  geodetic.lon = DEG2RAD(geodetic.lon);
-  return geodetic;
-}
-
-
-ECEF geodetic2ecef(const Geodetic &geodetic) {
-  auto g = to_radians(geodetic);
-  double xi = sqrt(1.0 - esq * pow(sin(g.lat), 2));
-  double x = (a / xi + g.alt) * cos(g.lat) * cos(g.lon);
-  double y = (a / xi + g.alt) * cos(g.lat) * sin(g.lon);
-  double z = (a / xi * (1.0 - esq) + g.alt) * sin(g.lat);
-  return {x, y, z};
-}
-
-Geodetic ecef2geodetic(const ECEF &e) {
-  // Convert from ECEF to geodetic using Ferrari's methods
-  // https://en.wikipedia.org/wiki/Geographic_coordinate_conversion#Ferrari.27s_solution
-  double x = e.x;
-  double y = e.y;
-  double z = e.z;
-
-  double r = sqrt(x * x + y * y);
-  double Esq = a * a - b * b;
-  double F = 54 * b * b * z * z;
-  double G = r * r + (1 - esq) * z * z - esq * Esq;
-  double C = (esq * esq * F * r * r) / (pow(G, 3));
-  double S = cbrt(1 + C + sqrt(C * C + 2 * C));
-  double P = F / (3 * pow((S + 1 / S + 1), 2) * G * G);
-  double Q = sqrt(1 + 2 * esq * esq * P);
-  double r_0 = -(P * esq * r) / (1 + Q) + sqrt(0.5 * a * a*(1 + 1.0 / Q) - P * (1 - esq) * z * z / (Q * (1 + Q)) - 0.5 * P * r * r);
-  double U = sqrt(pow((r - esq * r_0), 2) + z * z);
-  double V = sqrt(pow((r - esq * r_0), 2) + (1 - esq) * z * z);
-  double Z_0 = b * b * z / (a * V);
-  double h = U * (1 - b * b / (a * V));
-
-  double lat = atan((z + e1sq * Z_0) / r);
-  double lon = atan2(y, x);
-
-  return to_degrees({lat, lon, h});
-}
-
-LocalCoord::LocalCoord(const Geodetic &geodetic, const ECEF &e) {
-  init_ecef <<  e.x, e.y, e.z;
-
-  auto g = to_radians(geodetic);
-
-  ned2ecef_matrix <<
-    -sin(g.lat)*cos(g.lon), -sin(g.lon), -cos(g.lat)*cos(g.lon),
-    -sin(g.lat)*sin(g.lon), cos(g.lon), -cos(g.lat)*sin(g.lon),
-    cos(g.lat), 0, -sin(g.lat);
-  ecef2ned_matrix = ned2ecef_matrix.transpose();
-}
-
-NED LocalCoord::ecef2ned(const ECEF &e) {
-  Eigen::Vector3d ecef;
-  ecef << e.x, e.y, e.z;
-
-  Eigen::Vector3d ned = (ecef2ned_matrix * (ecef - init_ecef));
-  return {ned[0], ned[1], ned[2]};
-}
-
-ECEF LocalCoord::ned2ecef(const NED &n) {
-  Eigen::Vector3d ned;
-  ned << n.n, n.e, n.d;
-
-  Eigen::Vector3d ecef = (ned2ecef_matrix * ned) + init_ecef;
-  return {ecef[0], ecef[1], ecef[2]};
-}
-
-NED LocalCoord::geodetic2ned(const Geodetic &g) {
-  ECEF e = ::geodetic2ecef(g);
-  return ecef2ned(e);
-}
-
-Geodetic LocalCoord::ned2geodetic(const NED &n) {
-  ECEF e = ned2ecef(n);
-  return ::ecef2geodetic(e);
-}

common/transformations/coordinates.hpp

@@ -1,43 +0,0 @@
-#pragma once
-
-#include <eigen3/Eigen/Dense>
-
-#define DEG2RAD(x) ((x) * M_PI / 180.0)
-#define RAD2DEG(x) ((x) * 180.0 / M_PI)
-
-struct ECEF {
-  double x, y, z;
-  Eigen::Vector3d to_vector() const {
-    return Eigen::Vector3d(x, y, z);
-  }
-};
-
-struct NED {
-  double n, e, d;
-  Eigen::Vector3d to_vector() const {
-    return Eigen::Vector3d(n, e, d);
-  }
-};
-
-struct Geodetic {
-  double lat, lon, alt;
-  bool radians=false;
-};
-
-ECEF geodetic2ecef(const Geodetic &g);
-Geodetic ecef2geodetic(const ECEF &e);
-
-class LocalCoord {
-public:
-  Eigen::Matrix3d ned2ecef_matrix;
-  Eigen::Matrix3d ecef2ned_matrix;
-  Eigen::Vector3d init_ecef;
-  LocalCoord(const Geodetic &g, const ECEF &e);
-  LocalCoord(const Geodetic &g) : LocalCoord(g, ::geodetic2ecef(g)) {}
-  LocalCoord(const ECEF &e) : LocalCoord(::ecef2geodetic(e), e) {}
-
-  NED ecef2ned(const ECEF &e);
-  ECEF ned2ecef(const NED &n);
-  NED geodetic2ned(const Geodetic &g);
-  Geodetic ned2geodetic(const NED &n);
-};

common/transformations/orientation.cc

@@ -1,144 +0,0 @@
-#define _USE_MATH_DEFINES
-
-#include <iostream>
-#include <cmath>
-#include <eigen3/Eigen/Dense>
-
-#include "common/transformations/orientation.hpp"
-#include "common/transformations/coordinates.hpp"
-
-Eigen::Quaterniond ensure_unique(const Eigen::Quaterniond &quat) {
-  if (quat.w() > 0){
-    return quat;
-  } else {
-    return Eigen::Quaterniond(-quat.w(), -quat.x(), -quat.y(), -quat.z());
-  }
-}
-
-Eigen::Quaterniond euler2quat(const Eigen::Vector3d &euler) {
-  Eigen::Quaterniond q;
-
-  q = Eigen::AngleAxisd(euler(2), Eigen::Vector3d::UnitZ())
-    * Eigen::AngleAxisd(euler(1), Eigen::Vector3d::UnitY())
-    * Eigen::AngleAxisd(euler(0), Eigen::Vector3d::UnitX());
-  return ensure_unique(q);
-}
-
-
-Eigen::Vector3d quat2euler(const Eigen::Quaterniond &quat) {
-  // TODO: switch to eigen implementation if the range of the Euler angles doesn't matter anymore
-  // Eigen::Vector3d euler = quat.toRotationMatrix().eulerAngles(2, 1, 0);
-  // return {euler(2), euler(1), euler(0)};
-  double gamma = atan2(2 * (quat.w() * quat.x() + quat.y() * quat.z()), 1 - 2 * (quat.x()*quat.x() + quat.y()*quat.y()));
-  double asin_arg_clipped = std::clamp(2 * (quat.w() * quat.y() - quat.z() * quat.x()), -1.0, 1.0);
-  double theta = asin(asin_arg_clipped);
-  double psi = atan2(2 * (quat.w() * quat.z() + quat.x() * quat.y()), 1 - 2 * (quat.y()*quat.y() + quat.z()*quat.z()));
-  return {gamma, theta, psi};
-}
-
-Eigen::Matrix3d quat2rot(const Eigen::Quaterniond &quat) {
-  return quat.toRotationMatrix();
-}
-
-Eigen::Quaterniond rot2quat(const Eigen::Matrix3d &rot) {
-  return ensure_unique(Eigen::Quaterniond(rot));
-}
-
-Eigen::Matrix3d euler2rot(const Eigen::Vector3d &euler) {
-  return quat2rot(euler2quat(euler));
-}
-
-Eigen::Vector3d rot2euler(const Eigen::Matrix3d &rot) {
-  return quat2euler(rot2quat(rot));
-}
-
-Eigen::Matrix3d rot_matrix(double roll, double pitch, double yaw) {
-  return euler2rot({roll, pitch, yaw});
-}
-
-Eigen::Matrix3d rot(const Eigen::Vector3d &axis, double angle) {
-  Eigen::Quaterniond q;
-  q = Eigen::AngleAxisd(angle, axis);
-  return q.toRotationMatrix();
-}
-
-
-Eigen::Vector3d ecef_euler_from_ned(const ECEF &ecef_init, const Eigen::Vector3d &ned_pose) {
-  /*
-    Using Rotations to Build Aerospace Coordinate Systems
-    Don Koks
-    https://apps.dtic.mil/dtic/tr/fulltext/u2/a484864.pdf
-  */
-  LocalCoord converter = LocalCoord(ecef_init);
-  Eigen::Vector3d zero = ecef_init.to_vector();
-
-  Eigen::Vector3d x0 = converter.ned2ecef({1, 0, 0}).to_vector() - zero;
-  Eigen::Vector3d y0 = converter.ned2ecef({0, 1, 0}).to_vector() - zero;
-  Eigen::Vector3d z0 = converter.ned2ecef({0, 0, 1}).to_vector() - zero;
-
-  Eigen::Vector3d x1 = rot(z0, ned_pose(2)) * x0;
-  Eigen::Vector3d y1 = rot(z0, ned_pose(2)) * y0;
-  Eigen::Vector3d z1 = rot(z0, ned_pose(2)) * z0;
-
-  Eigen::Vector3d x2 = rot(y1, ned_pose(1)) * x1;
-  Eigen::Vector3d y2 = rot(y1, ned_pose(1)) * y1;
-  Eigen::Vector3d z2 = rot(y1, ned_pose(1)) * z1;
-
-  Eigen::Vector3d x3 = rot(x2, ned_pose(0)) * x2;
-  Eigen::Vector3d y3 = rot(x2, ned_pose(0)) * y2;
-
-
-  x0 = Eigen::Vector3d(1, 0, 0);
-  y0 = Eigen::Vector3d(0, 1, 0);
-  z0 = Eigen::Vector3d(0, 0, 1);
-
-  double psi = atan2(x3.dot(y0), x3.dot(x0));
-  double theta = atan2(-x3.dot(z0), sqrt(pow(x3.dot(x0), 2) + pow(x3.dot(y0), 2)));
-
-  y2 = rot(z0, psi) * y0;
-  z2 = rot(y2, theta) * z0;
-
-  double phi = atan2(y3.dot(z2), y3.dot(y2));
-
-  return {phi, theta, psi};
-}
-
-Eigen::Vector3d ned_euler_from_ecef(const ECEF &ecef_init, const Eigen::Vector3d &ecef_pose) {
-  /*
-    Using Rotations to Build Aerospace Coordinate Systems
-    Don Koks
-    https://apps.dtic.mil/dtic/tr/fulltext/u2/a484864.pdf
-  */
-  LocalCoord converter = LocalCoord(ecef_init);
-
-  Eigen::Vector3d x0 = Eigen::Vector3d(1, 0, 0);
-  Eigen::Vector3d y0 = Eigen::Vector3d(0, 1, 0);
-  Eigen::Vector3d z0 = Eigen::Vector3d(0, 0, 1);
-
-  Eigen::Vector3d x1 = rot(z0, ecef_pose(2)) * x0;
-  Eigen::Vector3d y1 = rot(z0, ecef_pose(2)) * y0;
-  Eigen::Vector3d z1 = rot(z0, ecef_pose(2)) * z0;
-
-  Eigen::Vector3d x2 = rot(y1, ecef_pose(1)) * x1;
-  Eigen::Vector3d y2 = rot(y1, ecef_pose(1)) * y1;
-  Eigen::Vector3d z2 = rot(y1, ecef_pose(1)) * z1;
-
-  Eigen::Vector3d x3 = rot(x2, ecef_pose(0)) * x2;
-  Eigen::Vector3d y3 = rot(x2, ecef_pose(0)) * y2;
-
-  Eigen::Vector3d zero = ecef_init.to_vector();
-  x0 = converter.ned2ecef({1, 0, 0}).to_vector() - zero;
-  y0 = converter.ned2ecef({0, 1, 0}).to_vector() - zero;
-  z0 = converter.ned2ecef({0, 0, 1}).to_vector() - zero;
-
-  double psi = atan2(x3.dot(y0), x3.dot(x0));
-  double theta = atan2(-x3.dot(z0), sqrt(pow(x3.dot(x0), 2) + pow(x3.dot(y0), 2)));
-
-  y2 = rot(z0, psi) * y0;
-  z2 = rot(y2, theta) * z0;
-
-  double phi = atan2(y3.dot(z2), y3.dot(y2));
-
-  return {phi, theta, psi};
-}
-

common/transformations/orientation.hpp

@@ -1,17 +0,0 @@
-#pragma once
-#include <eigen3/Eigen/Dense>
-#include "common/transformations/coordinates.hpp"
-
-
-Eigen::Quaterniond ensure_unique(const Eigen::Quaterniond &quat);
-
-Eigen::Quaterniond euler2quat(const Eigen::Vector3d &euler);
-Eigen::Vector3d quat2euler(const Eigen::Quaterniond &quat);
-Eigen::Matrix3d quat2rot(const Eigen::Quaterniond &quat);
-Eigen::Quaterniond rot2quat(const Eigen::Matrix3d &rot);
-Eigen::Matrix3d euler2rot(const Eigen::Vector3d &euler);
-Eigen::Vector3d rot2euler(const Eigen::Matrix3d &rot);
-Eigen::Matrix3d rot_matrix(double roll, double pitch, double yaw);
-Eigen::Matrix3d rot(const Eigen::Vector3d &axis, double angle);
-Eigen::Vector3d ecef_euler_from_ned(const ECEF &ecef_init, const Eigen::Vector3d &ned_pose);
-Eigen::Vector3d ned_euler_from_ecef(const ECEF &ecef_init, const Eigen::Vector3d &ecef_pose);

common/transformations/tests/test_coordinates.py

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

common/transformations/tests/test_orientation.py

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

common/transformations/transformations.pxd

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

common/transformations/transformations.py

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

common/transformations/transformations.pyx

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

common/util.py

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

common/utils.py

@@ -7,14 +7,61 @@ import time
 import functools
 from subprocess import Popen, PIPE, TimeoutExpired
 import zstandard as zstd
-from openpilot.common.swaglog import cloudlog
 
 LOG_COMPRESSION_LEVEL = 10  # little benefit up to level 15. level ~17 is a small step change
 
 
+def sudo_write(val: str, path: str) -> None:
+  try:
+    with open(path, 'w') as f:
+      f.write(str(val))
+  except PermissionError:
+    os.system(f"sudo chmod a+w {path}")
+    try:
+      with open(path, 'w') as f:
+        f.write(str(val))
+    except PermissionError:
+      # fallback for debugfs files
+      os.system(f"sudo su -c 'echo {val} > {path}'")
+
+
+def sudo_read(path: str) -> str:
+  try:
+    return subprocess.check_output(f"sudo cat {path}", shell=True, encoding='utf8').strip()
+  except Exception:
+    return ""
+
+
+class MovingAverage:
+  def __init__(self, window_size: int):
+    self.window_size: int = window_size
+    self.buffer: list[float] = [0.0] * window_size
+    self.index: int = 0
+    self.count: int = 0
+    self.sum: float = 0.0
+
+  def add_value(self, new_value: float):
+    # Update the sum: subtract the value being replaced and add the new value
+    self.sum -= self.buffer[self.index]
+    self.buffer[self.index] = new_value
+    self.sum += new_value
+
+    # Update the index in a circular manner
+    self.index = (self.index + 1) % self.window_size
+
+    # Track the number of added values (for partial windows)
+    self.count = min(self.count + 1, self.window_size)
+
+  def get_average(self) -> float:
+    if self.count == 0:
+      return float('nan')
+    return self.sum / self.count
+
+
 class CallbackReader:
   """Wraps a file, but overrides the read method to also
   call a callback function with the number of bytes read so far."""
+
   def __init__(self, f, callback, *args):
     self.f = f
     self.callback = callback
@@ -107,11 +154,11 @@ def retry(attempts=3, delay=1.0, ignore_failure=False):
         try:
           return func(*args, **kwargs)
         except Exception:
-          cloudlog.exception(f"{func.__name__} failed, trying again")
+          print(f"{func.__name__} failed, trying again")
           time.sleep(delay)
 
       if ignore_failure:
-        cloudlog.error(f"{func.__name__} failed after retry")
+        print(f"{func.__name__} failed after retry")
       else:
         raise Exception(f"{func.__name__} failed after retry")
     return wrapper

common/version.h

@@ -1 +1 @@
-#define COMMA_VERSION "0.10.3"
+#define COMMA_VERSION "0.10.4"

docs/CARS.md

@@ -4,22 +4,23 @@
 
 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.
 
-# 325 Supported Cars
+# 327 Supported Cars
 
 |Make|Model|Supported Package|ACC|No ACC accel below|No ALC below|Steering Torque|Resume from stop|<a href="##"><img width=2000></a>Hardware Needed<br>&nbsp;|Video|Setup Video|
 |---|---|---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 |Acura|ILX 2016-18|Technology Plus Package or AcuraWatch Plus|openpilot|26 mph|25 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura ILX 2016-18">Buy Here</a></sub></details>|||
 |Acura|ILX 2019|All|openpilot|26 mph|25 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura ILX 2019">Buy Here</a></sub></details>|||
-|Acura|MDX 2025|All except Type S|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2025">Buy Here</a></sub></details>|||
+|Acura|MDX 2025-26|All except Type S|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura MDX 2025-26">Buy Here</a></sub></details>|||
 |Acura|RDX 2016-18|AcuraWatch Plus or Advance Package|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2016-18">Buy Here</a></sub></details>|||
 |Acura|RDX 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura RDX 2019-21">Buy Here</a></sub></details>|||
 |Acura|TLX 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2021">Buy Here</a></sub></details>|||
-|Audi|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
-|Audi|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
-|Audi|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
-|Audi|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
-|Audi|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
-|Audi|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
+|Acura|TLX 2025|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Acura TLX 2025">Buy Here</a></sub></details>|||
+|Audi|A3 2014-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 2014-19">Buy Here</a></sub></details>|||
+|Audi|A3 Sportback e-tron 2017-18|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi A3 Sportback e-tron 2017-18">Buy Here</a></sub></details>|||
+|Audi|Q2 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q2 2018">Buy Here</a></sub></details>|||
+|Audi|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
+|Audi|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
+|Audi|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
 |Chevrolet|Bolt EUV 2022-23|Premier or Premier Redline Trim, without Super Cruise Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EUV 2022-23">Buy Here</a></sub></details>|<a href="https://youtu.be/xvwzGMUA210" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Chevrolet|Bolt EV 2022-23|2LT Trim with Adaptive Cruise Control Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV 2022-23">Buy Here</a></sub></details>|||
 |Chevrolet|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>|||
@@ -31,33 +32,33 @@ A supported vehicle is one that just works when you install a comma device. All
 |Chrysler|Pacifica Hybrid 2017-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica Hybrid 2017-18">Buy Here</a></sub></details>|||
 |Chrysler|Pacifica Hybrid 2019-25|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica Hybrid 2019-25">Buy Here</a></sub></details>|||
 |comma|body|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|None|<a href="https://youtu.be/VT-i3yRsX2s?t=2736" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|CUPRA|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
+|CUPRA|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
 |Dodge|Durango 2020-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Dodge Durango 2020-21">Buy Here</a></sub></details>|||
 |Ford|Bronco Sport 2021-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Bronco Sport 2021-24">Buy Here</a></sub></details>|||
 |Ford|Escape 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Escape Hybrid 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Escape Plug-in Hybrid 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape Plug-in Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape Plug-in Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Explorer 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer 2020-24">Buy Here</a></sub></details>|||
 |Ford|Explorer Hybrid 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer Hybrid 2020-24">Buy Here</a></sub></details>|||
-|Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|Focus 2018[<sup>3</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018">Buy Here</a></sub></details>|||
-|Ford|Focus Hybrid 2018[<sup>3</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018">Buy Here</a></sub></details>|||
+|Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Focus 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018">Buy Here</a></sub></details>|||
+|Ford|Focus Hybrid 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018">Buy Here</a></sub></details>|||
 |Ford|Kuga 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga 2020-23">Buy Here</a></sub></details>|||
 |Ford|Kuga Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2020-23">Buy Here</a></sub></details>|||
-|Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Kuga Plug-in Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2020-23">Buy Here</a></sub></details>|||
-|Ford|Kuga Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Kuga Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Ford|Maverick 2022|LARIAT Luxury|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick 2022">Buy Here</a></sub></details>|||
 |Ford|Maverick 2023-24|Co-Pilot360 Assist|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick 2023-24">Buy Here</a></sub></details>|||
 |Ford|Maverick Hybrid 2022|LARIAT Luxury|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick Hybrid 2022">Buy Here</a></sub></details>|||
 |Ford|Maverick Hybrid 2023-24|Co-Pilot360 Assist|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick Hybrid 2023-24">Buy Here</a></sub></details>|||
-|Ford|Mustang Mach-E 2021-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Mustang Mach-E 2021-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Mustang Mach-E 2021-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Mustang Mach-E 2021-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
 |Genesis|G70 2018|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2018">Buy Here</a></sub></details>|||
 |Genesis|G70 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2019-21">Buy Here</a></sub></details>|||
 |Genesis|G70 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2022-23">Buy Here</a></sub></details>|||
@@ -79,7 +80,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Honda|Accord Hybrid 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2023-25">Buy Here</a></sub></details>|||
 |Honda|City (Brazil only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|14 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda City (Brazil only) 2023">Buy Here</a></sub></details>|||
 |Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>5</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Honda|Civic 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Honda|Civic Hatchback 2017-18|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2017-18">Buy Here</a></sub></details>|||
 |Honda|Civic Hatchback 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2019-21">Buy Here</a></sub></details>|||
@@ -91,7 +92,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Honda|CR-V 2017-22|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|15 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2017-22">Buy Here</a></sub></details>|||
 |Honda|CR-V 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V 2023-26">Buy Here</a></sub></details>|||
 |Honda|CR-V Hybrid 2017-22|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2017-22">Buy Here</a></sub></details>|||
-|Honda|CR-V Hybrid 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2023-25">Buy Here</a></sub></details>|||
+|Honda|CR-V Hybrid 2023-26|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda CR-V Hybrid 2023-26">Buy Here</a></sub></details>|||
 |Honda|e 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda e 2020">Buy Here</a></sub></details>|||
 |Honda|Fit 2018-20|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Fit 2018-20">Buy Here</a></sub></details>|||
 |Honda|Freed 2020|Honda Sensing|openpilot|26 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Freed 2020">Buy Here</a></sub></details>|||
@@ -192,165 +193,165 @@ A supported vehicle is one that just works when you install a comma device. All
 |Kia|Stinger 2018-20|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=MJ94qoofYw0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Kia|Stinger 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2022-23">Buy Here</a></sub></details>|||
 |Kia|Telluride 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Telluride 2020-22">Buy Here</a></sub></details>|||
-|Lexus|CT Hybrid 2017-18|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus CT Hybrid 2017-18">Buy Here</a></sub></details>|||
-|Lexus|ES 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2017-18">Buy Here</a></sub></details>|||
+|Lexus|CT Hybrid 2017-18|Lexus Safety System+|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus CT Hybrid 2017-18">Buy Here</a></sub></details>|||
+|Lexus|ES 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2017-18">Buy Here</a></sub></details>|||
 |Lexus|ES 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2019-25">Buy Here</a></sub></details>|||
-|Lexus|ES Hybrid 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2017-18">Buy Here</a></sub></details>|||
+|Lexus|ES Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2017-18">Buy Here</a></sub></details>|||
 |Lexus|ES Hybrid 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2019-25">Buy Here</a></sub></details>|<a href="https://youtu.be/BZ29osRVJeg?t=12" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Lexus|GS F 2016|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus GS F 2016">Buy Here</a></sub></details>|||
 |Lexus|IS 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2017-19">Buy Here</a></sub></details>|||
 |Lexus|IS 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2022-24">Buy Here</a></sub></details>|||
 |Lexus|LC 2024-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus LC 2024-25">Buy Here</a></sub></details>|||
-|Lexus|NX 2018-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2018-19">Buy Here</a></sub></details>|||
+|Lexus|LS 2018|All except Lexus Safety System+ A|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus LS 2018">Buy Here</a></sub></details>|||
+|Lexus|NX 2018-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2018-19">Buy Here</a></sub></details>|||
 |Lexus|NX 2020-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX 2020-21">Buy Here</a></sub></details>|||
-|Lexus|NX Hybrid 2018-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX Hybrid 2018-19">Buy Here</a></sub></details>|||
+|Lexus|NX Hybrid 2018-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX Hybrid 2018-19">Buy Here</a></sub></details>|||
 |Lexus|NX Hybrid 2020-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus NX Hybrid 2020-21">Buy Here</a></sub></details>|||
 |Lexus|RC 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RC 2018-20">Buy Here</a></sub></details>|||
 |Lexus|RC 2023|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RC 2023">Buy Here</a></sub></details>|||
-|Lexus|RX 2016|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX 2016">Buy Here</a></sub></details>|||
-|Lexus|RX 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX 2017-19">Buy Here</a></sub></details>|||
+|Lexus|RX 2016|Lexus Safety System+|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX 2016">Buy Here</a></sub></details>|||
+|Lexus|RX 2017-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX 2017-19">Buy Here</a></sub></details>|||
 |Lexus|RX 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX 2020-22">Buy Here</a></sub></details>|||
-|Lexus|RX Hybrid 2016|Lexus Safety System+|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX Hybrid 2016">Buy Here</a></sub></details>|||
-|Lexus|RX Hybrid 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX Hybrid 2017-19">Buy Here</a></sub></details>|||
+|Lexus|RX Hybrid 2016|Lexus Safety System+|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX Hybrid 2016">Buy Here</a></sub></details>|||
+|Lexus|RX Hybrid 2017-19|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX Hybrid 2017-19">Buy Here</a></sub></details>|||
 |Lexus|RX Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus RX Hybrid 2020-22">Buy Here</a></sub></details>|||
 |Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus UX Hybrid 2019-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator 2020-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator Plug-in Hybrid 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>|||
-|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|MAN|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Mazda|CX-5 2022-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-5 2022-25">Buy Here</a></sub></details>|||
 |Mazda|CX-9 2021-23|All|Stock|0 mph|28 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-9 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/dA3duO4a0O4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Nissan[<sup>6</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
-|Nissan[<sup>6</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Nissan[<sup>6</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Rogue 2018-20">Buy Here</a></sub></details>|||
-|Nissan[<sup>6</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
+|Nissan[<sup>5</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
+|Nissan[<sup>5</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Nissan[<sup>5</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Rogue 2018-20">Buy Here</a></sub></details>|||
+|Nissan[<sup>5</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
 |Ram|1500 2019-24|Adaptive Cruise Control (ACC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 1500 2019-24">Buy Here</a></sub></details>|||
-|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|SEAT|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
-|SEAT|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
-|Subaru|Ascent 2019-21|All[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru 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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru 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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Legacy 2020-22|All[<sup>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 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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>7</sup>](#footnotes)|openpilot available[<sup>1,8</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Škoda|Fabia 2022-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Škoda|Kamiq 2021-23[<sup>12,14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Škoda|Karoq 2019-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Karoq 2019-23">Buy Here</a></sub></details>|||
-|Škoda|Kodiaq 2017-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
-|Škoda|Octavia 2015-19[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia 2015-19">Buy Here</a></sub></details>|||
-|Škoda|Octavia RS 2016[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia RS 2016">Buy Here</a></sub></details>|||
-|Škoda|Octavia Scout 2017-19[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia Scout 2017-19">Buy Here</a></sub></details>|||
-|Škoda|Scala 2020-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Škoda|Superb 2015-22[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model 3 (with HW3) 2019-23[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model 3 (with HW4) 2024-25[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW4) 2024-25">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model Y (with HW3) 2020-23[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW3) 2020-23">Buy Here</a></sub></details>|||
-|Tesla[<sup>10</sup>](#footnotes)|Model Y (with HW4) 2024-25[<sup>9</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 USB-C coupler<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
+|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|SEAT|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
+|SEAT|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
+|Subaru|Ascent 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Forester 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 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-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Impreza 2017-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|Impreza 2020-22|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 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 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 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
+|Škoda|Fabia 2022-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Škoda|Kamiq 2021-23[<sup>11,13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Škoda|Karoq 2019-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Karoq 2019-23">Buy Here</a></sub></details>|||
+|Škoda|Kodiaq 2017-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kodiaq 2017-23">Buy Here</a></sub></details>|||
+|Škoda|Octavia 2015-19[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia 2015-19">Buy Here</a></sub></details>|||
+|Škoda|Octavia RS 2016[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia RS 2016">Buy Here</a></sub></details>|||
+|Škoda|Octavia Scout 2017-19[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Octavia Scout 2017-19">Buy Here</a></sub></details>|||
+|Škoda|Scala 2020-23[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Scala 2020-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Škoda|Superb 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Superb 2015-22">Buy Here</a></sub></details>|||
+|Tesla[<sup>9</sup>](#footnotes)|Model 3 (with HW3) 2019-23[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW3) 2019-23">Buy Here</a></sub></details>|||
+|Tesla[<sup>9</sup>](#footnotes)|Model 3 (with HW4) 2024-25[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model 3 (with HW4) 2024-25">Buy Here</a></sub></details>|||
+|Tesla[<sup>9</sup>](#footnotes)|Model Y (with HW3) 2020-23[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla A connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW3) 2020-23">Buy Here</a></sub></details>|||
+|Tesla[<sup>9</sup>](#footnotes)|Model Y (with HW4) 2024-25[<sup>8</sup>](#footnotes)|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Tesla B connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Tesla Model Y (with HW4) 2024-25">Buy Here</a></sub></details>|||
 |Toyota|Alphard 2019-20|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Alphard 2019-20">Buy Here</a></sub></details>|||
 |Toyota|Alphard Hybrid 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Alphard Hybrid 2021">Buy Here</a></sub></details>|||
-|Toyota|Avalon 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2016">Buy Here</a></sub></details>|||
-|Toyota|Avalon 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2017-18">Buy Here</a></sub></details>|||
-|Toyota|Avalon 2019-21|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2019-21">Buy Here</a></sub></details>|||
+|Toyota|Avalon 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2016">Buy Here</a></sub></details>|||
+|Toyota|Avalon 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2017-18">Buy Here</a></sub></details>|||
+|Toyota|Avalon 2019-21|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2019-21">Buy Here</a></sub></details>|||
 |Toyota|Avalon 2022|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon 2022">Buy Here</a></sub></details>|||
-|Toyota|Avalon Hybrid 2019-21|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon Hybrid 2019-21">Buy Here</a></sub></details>|||
+|Toyota|Avalon Hybrid 2019-21|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon Hybrid 2019-21">Buy Here</a></sub></details>|||
 |Toyota|Avalon Hybrid 2022|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Avalon Hybrid 2022">Buy Here</a></sub></details>|||
 |Toyota|C-HR 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR 2017-20">Buy Here</a></sub></details>|||
 |Toyota|C-HR 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR 2021">Buy Here</a></sub></details>|||
 |Toyota|C-HR Hybrid 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR Hybrid 2017-20">Buy Here</a></sub></details>|||
 |Toyota|C-HR Hybrid 2021-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR Hybrid 2021-22">Buy Here</a></sub></details>|||
-|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>11</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>11</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2021-24">Buy Here</a></sub></details>|||
+|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2021-24">Buy Here</a></sub></details>|||
 |Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Camry Hybrid 2021-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2021-24">Buy Here</a></sub></details>|||
-|Toyota|Corolla 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2017-19">Buy Here</a></sub></details>|||
+|Toyota|Corolla 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2017-19">Buy Here</a></sub></details>|||
 |Toyota|Corolla 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2020-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Corolla Cross (Non-US only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Cross (Non-US only) 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Corolla Cross Hybrid (Non-US only) 2020-22|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Cross Hybrid (Non-US only) 2020-22">Buy Here</a></sub></details>|||
 |Toyota|Corolla Hatchback 2019-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hatchback 2019-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Corolla Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hybrid 2020-22">Buy Here</a></sub></details>|||
 |Toyota|Corolla Hybrid (South America only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hybrid (South America only) 2020-23">Buy Here</a></sub></details>|||
-|Toyota|Highlander 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Highlander 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Highlander 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2020-23">Buy Here</a></sub></details>|||
-|Toyota|Highlander Hybrid 2017-19|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2017-19">Buy Here</a></sub></details>|||
+|Toyota|Highlander Hybrid 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2017-19">Buy Here</a></sub></details>|||
 |Toyota|Highlander Hybrid 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Mirai 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Mirai 2021">Buy Here</a></sub></details>|||
-|Toyota|Prius 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius 2017-20|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius 2016|Toyota Safety Sense P|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Prius 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius Prime 2017-20|All|openpilot available[<sup>2</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius Prime 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|Prius Prime 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius v 2017|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius v 2017">Buy Here</a></sub></details>|||
-|Toyota|RAV4 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2016">Buy Here</a></sub></details>|||
-|Toyota|RAV4 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2017-18">Buy Here</a></sub></details>|||
+|Toyota|Prius v 2017|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius v 2017">Buy Here</a></sub></details>|||
+|Toyota|RAV4 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2016">Buy Here</a></sub></details>|||
+|Toyota|RAV4 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2017-18">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=wJxjDd42gGA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|RAV4 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2022">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2023-25">Buy Here</a></sub></details>|||
-|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|RAV4 Hybrid 2017-18|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|RAV4 Hybrid 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2019-21">Buy Here</a></sub></details>|||
 |Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
 |Toyota|RAV4 Hybrid 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Sienna 2018-20|All|openpilot available[<sup>2</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
-|Volkswagen|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
-|Volkswagen|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
-|Volkswagen|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
-|Volkswagen|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen|Jetta 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Passat 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat Alltrack 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
-|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
-|Volkswagen|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Roc 2018-23">Buy Here</a></sub></details>|||
-|Volkswagen|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont 2018-22">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont Cross Sport 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont X 2021-22">Buy Here</a></sub></details>|||
-|Volkswagen|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan 2018-24">Buy Here</a></sub></details>|||
-|Volkswagen|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan eHybrid 2021-23">Buy Here</a></sub></details>|||
-|Volkswagen|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 USB-C coupler<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
+|Toyota|Sienna 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
+|Volkswagen|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
+|Volkswagen|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
+|Volkswagen|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
+|Volkswagen|Golf GTD 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTD 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen|Golf GTE 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTE 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
+|Volkswagen|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
+|Volkswagen|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
+|Volkswagen|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen|Jetta 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2019-23">Buy Here</a></sub></details>|||
+|Volkswagen|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen|Passat 2015-22[<sup>12</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen|Passat Alltrack 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat Alltrack 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen|Passat GTE 2015-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat GTE 2015-22">Buy Here</a></sub></details>|||
+|Volkswagen|Polo 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|Polo GTI 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Polo GTI 2018-23">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|T-Cross 2021|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Cross 2021">Buy Here</a></sub></details>[<sup>15</sup>](#footnotes)|||
+|Volkswagen|T-Roc 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen T-Roc 2018-23">Buy Here</a></sub></details>|||
+|Volkswagen|Taos 2022-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Taos 2022-24">Buy Here</a></sub></details>|||
+|Volkswagen|Teramont 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont 2018-22">Buy Here</a></sub></details>|||
+|Volkswagen|Teramont Cross Sport 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont Cross Sport 2021-22">Buy Here</a></sub></details>|||
+|Volkswagen|Teramont X 2021-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Teramont X 2021-22">Buy Here</a></sub></details>|||
+|Volkswagen|Tiguan 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan 2018-24">Buy Here</a></sub></details>|||
+|Volkswagen|Tiguan eHybrid 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Tiguan eHybrid 2021-23">Buy Here</a></sub></details>|||
+|Volkswagen|Touran 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,14</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Touran 2016-23">Buy Here</a></sub></details>|||
 
 ### Footnotes
 <sup>1</sup>openpilot Longitudinal Control (Alpha) is available behind a toggle; the toggle is only available in non-release branches such as `devel` or `nightly-dev`. <br />
-<sup>2</sup>By default, this car will use the stock Adaptive Cruise Control (ACC) for longitudinal control. If the Driver Support Unit (DSU) is disconnected, openpilot ACC will replace stock ACC. <b><i>NOTE: disconnecting the DSU disables Automatic Emergency Braking (AEB).</i></b> <br />
-<sup>3</sup>Refers only to the Focus Mk4 (C519) available in Europe/China/Taiwan/Australasia, not the Focus Mk3 (C346) in North and South America/Southeast Asia. <br />
-<sup>4</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/gm" target="_blank">GM</a>. <br />
-<sup>5</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <br />
-<sup>6</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
-<sup>7</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
-<sup>8</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
-<sup>9</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
-<sup>10</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
-<sup>11</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
-<sup>12</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
-<sup>13</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
-<sup>14</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
-<sup>15</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
-<sup>16</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
+<sup>2</sup>Refers only to the Focus Mk4 (C519) available in Europe/China/Taiwan/Australasia, not the Focus Mk3 (C346) in North and South America/Southeast Asia. <br />
+<sup>3</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/gm" target="_blank">GM</a>. <br />
+<sup>4</sup>2019 Honda Civic 1.6L Diesel Sedan does not have ALC below 12mph. <br />
+<sup>5</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/nissan" target="_blank">Nissan</a>. <br />
+<sup>6</sup>In the non-US market, openpilot requires the car to come equipped with EyeSight with Lane Keep Assistance. <br />
+<sup>7</sup>Enabling longitudinal control (alpha) will disable all EyeSight functionality, including AEB, LDW, and RAB. <br />
+<sup>8</sup>Some 2023 model years have HW4. To check which hardware type your vehicle has, look for <b>Autopilot computer</b> under <b>Software -> Additional Vehicle Information</b> on your vehicle's touchscreen. See <a href="https://www.notateslaapp.com/news/2173/how-to-check-if-your-tesla-has-hardware-4-ai4-or-hardware-3">this page</a> for more information. <br />
+<sup>9</sup>See more setup details for <a href="https://github.com/commaai/openpilot/wiki/tesla" target="_blank">Tesla</a>. <br />
+<sup>10</sup>openpilot operates above 28mph for Camry 4CYL L, 4CYL LE and 4CYL SE which don't have Full-Speed Range Dynamic Radar Cruise Control. <br />
+<sup>11</sup>Not including the China market Kamiq, which is based on the (currently) unsupported PQ34 platform. <br />
+<sup>12</sup>Refers only to the MQB-based European B8 Passat, not the NMS Passat in the USA/China/Mideast markets. <br />
+<sup>13</sup>Some Škoda vehicles are equipped with heated windshields, which are known to block GPS signal needed for some comma four functionality. <br />
+<sup>14</sup>Only available for vehicles using a gateway (J533) harness. At this time, vehicles using a camera harness are limited to using stock ACC. <br />
+<sup>15</sup>Model-years 2022 and beyond may have a combined CAN gateway and BCM, which is supported by openpilot in software, but doesn't yet have a harness available from the comma store. <br />
 
 ## Community Maintained Cars
 Although they're not upstream, the community has openpilot running on other makes and models. See the 'Community Supported Models' section of each make [on our wiki](https://wiki.comma.ai/).

launch_env.sh

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

pyproject.toml

@@ -14,7 +14,7 @@ dependencies = [
   "pyserial",     # pigeond + qcomgpsd
   "requests",     # many one-off uses
   "sympy",        # rednose + friends
-  "crcmod",       # cars + qcomgpsd
+  "crcmod-plus",  # cars + qcomgpsd
   "tqdm",         # cars (fw_versions.py) on start + many one-off uses
 
   # hardwared
@@ -49,7 +49,7 @@ dependencies = [
   # logging
   "pyzmq",
   "sentry-sdk",
-  "xattr", # used in place of 'os.getxattr' for macos compatibility
+  "xattr",  # used in place of 'os.getxattr' for macOS compatibility
 
   # athena
   "PyJWT",
@@ -72,7 +72,7 @@ dependencies = [
   "zstandard",
 
   # ui
-  "raylib < 5.5.0.3", # TODO: unpin when they fix https://github.com/electronstudio/raylib-python-cffi/issues/186
+  "raylib > 5.5.0.3",
   "qrcode",
   "mapbox-earcut",
 ]
@@ -87,7 +87,7 @@ docs = [
 testing = [
   "coverage",
   "hypothesis ==6.47.*",
-  "mypy",
+  "ty",
   "pytest",
   "pytest-cpp",
   "pytest-subtests",
@@ -107,15 +107,13 @@ dev = [
   "av",
   "azure-identity",
   "azure-storage-blob",
-  "dbus-next", # TODO: remove once we moved everything to jeepney
   "dictdiffer",
   "jeepney",
   "matplotlib",
   "opencv-python-headless",
   "parameterized >=0.8, <0.9",
   "pyautogui",
-  "pygame",
-  "pyopencl; platform_machine != 'aarch64'", # broken on arm64
+  "pyopencl",
   "pytools>=2025.1.6; platform_machine != 'aarch64'",
   "pywinctl",
   "pyprof2calltree",
@@ -180,42 +178,6 @@ ignore-words-list = "bu,ro,te,ue,alo,hda,ois,nam,nams,ned,som,parm,setts,inout,w
 builtin = "clear,rare,informal,code,names,en-GB_to_en-US"
 skip = "./third_party/*, ./tinygrad/*, ./tinygrad_repo/*, ./msgq/*, ./panda/*, ./opendbc/*, ./opendbc_repo/*, ./rednose/*, ./rednose_repo/*, ./teleoprtc/*, ./teleoprtc_repo/*, *.po, uv.lock, *.onnx, ./cereal/gen/*, */c_generated_code/*, docs/assets/*, tools/plotjuggler/layouts/*, selfdrive/assets/offroad/mici_fcc.html"
 
-[tool.mypy]
-python_version = "3.11"
-exclude = [
-  "cereal/",
-  "msgq/",
-  "msgq_repo/",
-  "opendbc/",
-  "opendbc_repo/",
-  "panda/",
-  "rednose/",
-  "rednose_repo/",
-  "tinygrad/",
-  "tinygrad_repo/",
-  "teleoprtc/",
-  "teleoprtc_repo/",
-  "third_party/",
-]
-
-# third-party packages
-ignore_missing_imports=true
-
-# helpful warnings
-warn_redundant_casts=true
-warn_unreachable=true
-warn_unused_ignores=true
-
-# restrict dynamic typing
-warn_return_any=true
-
-# allow implicit optionals for default args
-implicit_optional = true
-
-local_partial_types=true
-explicit_package_bases=true
-disable_error_code = "annotation-unchecked"
-
 # https://beta.ruff.rs/docs/configuration/#using-pyprojecttoml
 [tool.ruff]
 indent-width = 2
@@ -274,3 +236,43 @@ lint.flake8-implicit-str-concat.allow-multiline = false
 
 [tool.ruff.format]
 quote-style = "preserve"
+
+[tool.ty.src]
+exclude = [
+  "cereal/",
+  "msgq/",
+  "msgq_repo/",
+  "opendbc/",
+  "opendbc_repo/",
+  "panda/",
+  "rednose/",
+  "rednose_repo/",
+  "tinygrad/",
+  "tinygrad_repo/",
+  "teleoprtc/",
+  "teleoprtc_repo/",
+  "third_party/",
+]
+
+[tool.ty.rules]
+# Ignore unresolved imports for Cython-compiled modules (.pyx)
+unresolved-import = "ignore"
+# Ignore unresolved attributes - many from capnp and Cython modules
+unresolved-attribute = "ignore"
+# Ignore invalid method overrides - signature variance issues
+invalid-method-override = "ignore"
+# Ignore possibly-missing-attribute - too many false positives
+possibly-missing-attribute = "ignore"
+# Ignore invalid assignment - often intentional monkey-patching
+invalid-assignment = "ignore"
+# Ignore no-matching-overload - numpy/ctypes overload matching issues
+no-matching-overload = "ignore"
+# Ignore invalid-argument-type - many false positives from raylib, ctypes, numpy
+invalid-argument-type = "ignore"
+# Ignore call-non-callable - false positives from dynamic types
+call-non-callable = "ignore"
+# Ignore unsupported-operator - false positives from dynamic types
+unsupported-operator = "ignore"
+# Ignore not-subscriptable - false positives from dynamic types
+not-subscriptable = "ignore"
+# not-iterable errors are now fixed

release/README.md

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

scripts/ci_results.py

@@ -0,0 +1,209 @@
+#!/usr/bin/env python3
+"""Fetch CI results from GitHub Actions and Jenkins."""
+
+import argparse
+import json
+import subprocess
+import time
+import urllib.error
+import urllib.request
+from datetime import datetime
+
+JENKINS_URL = "https://jenkins.comma.life"
+DEFAULT_TIMEOUT = 1800  # 30 minutes
+POLL_INTERVAL = 30  # seconds
+LOG_TAIL_LINES = 10  # lines of log to include for failed jobs
+
+
+def get_git_info():
+  branch = subprocess.check_output(["git", "rev-parse", "--abbrev-ref", "HEAD"], text=True).strip()
+  commit = subprocess.check_output(["git", "rev-parse", "HEAD"], text=True).strip()
+  return branch, commit
+
+
+def get_github_actions_status(commit_sha):
+  result = subprocess.run(
+    ["gh", "run", "list", "--commit", commit_sha, "--workflow", "tests.yaml", "--json", "databaseId,status,conclusion"],
+    capture_output=True, text=True, check=True
+  )
+  runs = json.loads(result.stdout)
+  if not runs:
+    return None, None
+
+  run_id = runs[0]["databaseId"]
+  result = subprocess.run(
+    ["gh", "run", "view", str(run_id), "--json", "jobs"],
+    capture_output=True, text=True, check=True
+  )
+  data = json.loads(result.stdout)
+  jobs = {job["name"]: {"status": job["status"], "conclusion": job["conclusion"],
+                        "duration": format_duration(job) if job["conclusion"] not in ("skipped", None) and job.get("startedAt") else "",
+                        "id": job["databaseId"]}
+          for job in data.get("jobs", [])}
+  return jobs, run_id
+
+
+def get_github_job_log(run_id, job_id):
+  result = subprocess.run(
+    ["gh", "run", "view", str(run_id), "--job", str(job_id), "--log-failed"],
+    capture_output=True, text=True
+  )
+  lines = result.stdout.strip().split('\n')
+  return '\n'.join(lines[-LOG_TAIL_LINES:]) if len(lines) > LOG_TAIL_LINES else result.stdout.strip()
+
+
+def format_duration(job):
+  start = datetime.fromisoformat(job["startedAt"].replace("Z", "+00:00"))
+  end = datetime.fromisoformat(job["completedAt"].replace("Z", "+00:00"))
+  secs = int((end - start).total_seconds())
+  return f"{secs // 60}m {secs % 60}s"
+
+
+def get_jenkins_status(branch, commit_sha):
+  base_url = f"{JENKINS_URL}/job/openpilot/job/{branch}"
+  try:
+    # Get list of recent builds
+    with urllib.request.urlopen(f"{base_url}/api/json?tree=builds[number,url]", timeout=10) as resp:
+      builds = json.loads(resp.read().decode()).get("builds", [])
+
+    # Find build matching commit
+    for build in builds[:20]:  # check last 20 builds
+      with urllib.request.urlopen(f"{build['url']}api/json", timeout=10) as resp:
+        data = json.loads(resp.read().decode())
+        for action in data.get("actions", []):
+          if action.get("_class") == "hudson.plugins.git.util.BuildData":
+            build_sha = action.get("lastBuiltRevision", {}).get("SHA1", "")
+            if build_sha.startswith(commit_sha) or commit_sha.startswith(build_sha):
+              # Get stages info
+              stages = []
+              try:
+                with urllib.request.urlopen(f"{build['url']}wfapi/describe", timeout=10) as resp2:
+                  wf_data = json.loads(resp2.read().decode())
+                  stages = [{"name": s["name"], "status": s["status"]} for s in wf_data.get("stages", [])]
+              except urllib.error.HTTPError:
+                pass
+              return {
+                "number": data["number"],
+                "in_progress": data.get("inProgress", False),
+                "result": data.get("result"),
+                "url": data.get("url", ""),
+                "stages": stages,
+              }
+    return None  # no build found for this commit
+  except urllib.error.HTTPError:
+    return None  # branch doesn't exist on Jenkins
+
+
+def get_jenkins_log(build_url):
+  url = f"{build_url}consoleText"
+  with urllib.request.urlopen(url, timeout=30) as resp:
+    text = resp.read().decode(errors='replace')
+    lines = text.strip().split('\n')
+    return '\n'.join(lines[-LOG_TAIL_LINES:]) if len(lines) > LOG_TAIL_LINES else text.strip()
+
+
+def is_complete(gh_status, jenkins_status):
+  gh_done = gh_status is None or all(j["status"] == "completed" for j in gh_status.values())
+  jenkins_done = jenkins_status is None or not jenkins_status.get("in_progress", True)
+  return gh_done and jenkins_done
+
+
+def status_icon(status, conclusion=None):
+  if status == "completed":
+    return ":white_check_mark:" if conclusion == "success" else ":x:"
+  return ":hourglass:" if status == "in_progress" else ":grey_question:"
+
+
+def format_markdown(gh_status, gh_run_id, jenkins_status, commit_sha, branch):
+  lines = ["# CI Results", "",
+           f"**Branch**: {branch}",
+           f"**Commit**: {commit_sha[:7]}",
+           f"**Generated**: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", ""]
+
+  lines.extend(["## GitHub Actions", "", "| Job | Status | Duration |", "|-----|--------|----------|"])
+  failed_gh_jobs = []
+  if gh_status:
+    for job_name, job in gh_status.items():
+      icon = status_icon(job["status"], job.get("conclusion"))
+      conclusion = job.get("conclusion") or job["status"]
+      lines.append(f"| {job_name} | {icon} {conclusion} | {job.get('duration', '')} |")
+      if job.get("conclusion") == "failure":
+        failed_gh_jobs.append((job_name, job.get("id")))
+  else:
+    lines.append("| - | No workflow runs found | |")
+
+  lines.extend(["", "## Jenkins", "", "| Stage | Status |", "|-------|--------|"])
+  failed_jenkins_stages = []
+  if jenkins_status:
+    stages = jenkins_status.get("stages", [])
+    if stages:
+      for stage in stages:
+        icon = ":white_check_mark:" if stage["status"] == "SUCCESS" else (
+          ":x:" if stage["status"] == "FAILED" else ":hourglass:")
+        lines.append(f"| {stage['name']} | {icon} {stage['status'].lower()} |")
+        if stage["status"] == "FAILED":
+          failed_jenkins_stages.append(stage["name"])
+    else:
+      icon = ":hourglass:" if jenkins_status["in_progress"] else (
+        ":white_check_mark:" if jenkins_status["result"] == "SUCCESS" else ":x:")
+      status = "in progress" if jenkins_status["in_progress"] else (jenkins_status["result"] or "unknown")
+      lines.append(f"| #{jenkins_status['number']} | {icon} {status.lower()} |")
+    if jenkins_status.get("url"):
+      lines.append(f"\n[View build]({jenkins_status['url']})")
+  else:
+    lines.append("| - | No builds found for branch |")
+
+  if failed_gh_jobs or failed_jenkins_stages:
+    lines.extend(["", "## Failure Logs", ""])
+
+  for job_name, job_id in failed_gh_jobs:
+    lines.append(f"### GitHub Actions: {job_name}")
+    log = get_github_job_log(gh_run_id, job_id)
+    lines.extend(["", "```", log, "```", ""])
+
+  for stage_name in failed_jenkins_stages:
+    lines.append(f"### Jenkins: {stage_name}")
+    log = get_jenkins_log(jenkins_status["url"])
+    lines.extend(["", "```", log, "```", ""])
+
+  return "\n".join(lines) + "\n"
+
+
+def main():
+  parser = argparse.ArgumentParser(description="Fetch CI results from GitHub Actions and Jenkins")
+  parser.add_argument("--wait", action="store_true", help="Wait for CI to complete")
+  parser.add_argument("--timeout", type=int, default=DEFAULT_TIMEOUT, help="Timeout in seconds (default: 1800)")
+  parser.add_argument("-o", "--output", default="ci_results.md", help="Output file (default: ci_results.md)")
+  parser.add_argument("--branch", help="Branch to check (default: current branch)")
+  parser.add_argument("--commit", help="Commit SHA to check (default: HEAD)")
+  args = parser.parse_args()
+
+  branch, commit = get_git_info()
+  branch = args.branch or branch
+  commit = args.commit or commit
+  print(f"Fetching CI results for {branch} @ {commit[:7]}")
+
+  start_time = time.monotonic()
+  while True:
+    gh_status, gh_run_id = get_github_actions_status(commit)
+    jenkins_status = get_jenkins_status(branch, commit) if branch != "HEAD" else None
+
+    if not args.wait or is_complete(gh_status, jenkins_status):
+      break
+
+    elapsed = time.monotonic() - start_time
+    if elapsed >= args.timeout:
+      print(f"Timeout after {int(elapsed)}s")
+      break
+
+    print(f"CI still running, waiting {POLL_INTERVAL}s... ({int(elapsed)}s elapsed)")
+    time.sleep(POLL_INTERVAL)
+
+  content = format_markdown(gh_status, gh_run_id, jenkins_status, commit, branch)
+  with open(args.output, "w") as f:
+    f.write(content)
+  print(f"Results written to {args.output}")
+
+
+if __name__ == "__main__":
+  main()

scripts/lint/lint.sh

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

selfdrive/assets/icons_mici/onroad/driver_monitoring/dm_background.png

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f27352a18194a1c819e9eaea89cfc11d2964402df0a28efa3ba60ae2d972fe67
-size 13108
+oid sha256:b7eb870d01e5bf6c421e204026a4ea08e177731f2d6b5b17c4ad43c90c1c3e78
+size 23549

selfdrive/assets/icons_mici/onroad/driver_monitoring/dm_person.png

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:25d66e42a28a3367eb40724d28652889089aa762438b475645269e0319c46009
-size 1431
+oid sha256:f7b3bb76ee2359076339285ea6bced5b680e5b919a1b7dee163f36cd819c9ea1
+size 1746

selfdrive/assets/icons_mici/setup/driver_monitoring/dm_check.png

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b7dce550c008ff7a65ed19ccf308ecf92cd0118bb544978b7dd7393c5c27ae5
+size 809

selfdrive/assets/icons_mici/setup/driver_monitoring/dm_question.png

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e102b8b2e71a25d9f818b37d6f75ed958430cb765a07ae50713995779fb6a886
+size 1388

selfdrive/assets/icons_mici/setup/orange_dm.png

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38a108f96f85a154b698693b07f2e4214124b8f2545b7c4490cea0aa998d75fd
+size 11855

selfdrive/assets/icons_mici/setup/small_button_disabled.png

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ed258d8e0531c19705953ded065c6d5e14929728a2909d8d4e335898fa5d080
+size 4056

selfdrive/car/car_specific.py

@@ -1,7 +1,8 @@
 from cereal import car, log
-import cereal.messaging as messaging
 from opendbc.car import DT_CTRL, structs
+from opendbc.car.car_helpers import interfaces
 from opendbc.car.interfaces import MAX_CTRL_SPEED
+from opendbc.car.toyota.values import ToyotaFlags
 
 from openpilot.selfdrive.selfdrived.events import Events
 
@@ -11,33 +12,6 @@ EventName = log.OnroadEvent.EventName
 NetworkLocation = structs.CarParams.NetworkLocation
 
 
-# TODO: the goal is to abstract this file into the CarState struct and make events generic
-class MockCarState:
-  def __init__(self):
-    self.sm = messaging.SubMaster(['gpsLocation', 'gpsLocationExternal'])
-
-  def update(self, CS: car.CarState):
-    self.sm.update(0)
-    gps_sock = 'gpsLocationExternal' if self.sm.recv_frame['gpsLocationExternal'] > 1 else 'gpsLocation'
-
-    CS.vEgo = self.sm[gps_sock].speed
-    CS.vEgoRaw = self.sm[gps_sock].speed
-
-    return CS
-
-
-BRAND_EXTRA_GEARS = {
-  'ford': [GearShifter.low, GearShifter.manumatic],
-  'nissan': [GearShifter.brake],
-  'chrysler': [GearShifter.low],
-  'honda': [GearShifter.sport],
-  'toyota': [GearShifter.sport],
-  'gm': [GearShifter.sport, GearShifter.low, GearShifter.eco, GearShifter.manumatic],
-  'volkswagen': [GearShifter.eco, GearShifter.sport, GearShifter.manumatic],
-  'hyundai': [GearShifter.sport, GearShifter.manumatic]
-}
-
-
 class CarSpecificEvents:
   def __init__(self, CP: structs.CarParams):
     self.CP = CP
@@ -48,14 +22,12 @@ class CarSpecificEvents:
     self.silent_steer_warning = True
 
   def update(self, CS: car.CarState, CS_prev: car.CarState, CC: car.CarControl):
-    extra_gears = BRAND_EXTRA_GEARS.get(self.CP.brand, None)
-
     if self.CP.brand in ('body', 'mock'):
-      events = Events()
+      return Events()
 
-    elif self.CP.brand == 'chrysler':
-      events = self.create_common_events(CS, CS_prev, extra_gears=extra_gears)
+    events = self.create_common_events(CS, CS_prev)
 
+    if self.CP.brand == 'chrysler':
       # Low speed steer alert hysteresis logic
       if self.CP.minSteerSpeed > 0. and CS.vEgo < (self.CP.minSteerSpeed + 0.5):
         self.low_speed_alert = True
@@ -65,8 +37,6 @@ class CarSpecificEvents:
         events.add(EventName.belowSteerSpeed)
 
     elif self.CP.brand == 'honda':
-      events = self.create_common_events(CS, CS_prev, extra_gears=extra_gears, pcm_enable=False)
-
       if self.CP.pcmCruise and CS.vEgo < self.CP.minEnableSpeed:
         events.add(EventName.belowEngageSpeed)
 
@@ -87,10 +57,9 @@ class CarSpecificEvents:
 
     elif self.CP.brand == 'toyota':
       # TODO: when we check for unexpected disengagement, check gear not S1, S2, S3
-      events = self.create_common_events(CS, CS_prev, extra_gears=extra_gears)
-
       if self.CP.openpilotLongitudinalControl:
-        if CS.cruiseState.standstill and not CS.brakePressed:
+        # Only can leave standstill when planner wants to move
+        if CS.cruiseState.standstill and not CS.brakePressed and (CC.cruiseControl.resume or self.CP.flags & ToyotaFlags.HYBRID.value):
           events.add(EventName.resumeRequired)
         if CS.vEgo < self.CP.minEnableSpeed:
           events.add(EventName.belowEngageSpeed)
@@ -102,8 +71,6 @@ class CarSpecificEvents:
             events.add(EventName.manualRestart)
 
     elif self.CP.brand == 'gm':
-      events = self.create_common_events(CS, CS_prev, extra_gears=extra_gears, pcm_enable=self.CP.pcmCruise)
-
       # Enabling at a standstill with brake is allowed
       # TODO: verify 17 Volt can enable for the first time at a stop and allow for all GMs
       if CS.vEgo < self.CP.minEnableSpeed and not (CS.standstill and CS.brake >= 20 and
@@ -113,8 +80,6 @@ class CarSpecificEvents:
         events.add(EventName.resumeRequired)
 
     elif self.CP.brand == 'volkswagen':
-      events = self.create_common_events(CS, CS_prev, extra_gears=extra_gears, pcm_enable=self.CP.pcmCruise)
-
       if self.CP.openpilotLongitudinalControl:
         if CS.vEgo < self.CP.minEnableSpeed + 0.5:
           events.add(EventName.belowEngageSpeed)
@@ -122,27 +87,26 @@ class CarSpecificEvents:
           events.add(EventName.speedTooLow)
 
       # TODO: this needs to be implemented generically in carState struct
-      # if CC.eps_timer_soft_disable_alert:  # type: ignore[attr-defined]
+      # if CC.eps_timer_soft_disable_alert:
       #   events.add(EventName.steerTimeLimit)
 
-    elif self.CP.brand == 'hyundai':
-      events = self.create_common_events(CS, CS_prev, extra_gears=extra_gears, pcm_enable=self.CP.pcmCruise, allow_button_cancel=False)
-
-    else:
-      events = self.create_common_events(CS, CS_prev, extra_gears=extra_gears)
-
     return events
 
-  def create_common_events(self, CS: structs.CarState, CS_prev: car.CarState, extra_gears: list | None = None, pcm_enable=True,
-                           allow_button_cancel=True):
+  def create_common_events(self, CS: structs.CarState, CS_prev: car.CarState):
     events = Events()
 
+    CI = interfaces[self.CP.carFingerprint]
+    # TODO: cleanup the honda-specific logic
+    pcm_enable = self.CP.pcmCruise and self.CP.brand != 'honda'
+    # TODO: on some hyundai cars, the cancel button is also the pause/resume button,
+    # so only use it for cancel when running openpilot longitudinal
+    allow_button_cancel = self.CP.brand != 'hyundai'
+
     if CS.doorOpen:
       events.add(EventName.doorOpen)
     if CS.seatbeltUnlatched:
       events.add(EventName.seatbeltNotLatched)
-    if CS.gearShifter != GearShifter.drive and (extra_gears is None or
-       CS.gearShifter not in extra_gears):
+    if CS.gearShifter != GearShifter.drive and CS.gearShifter not in CI.DRIVABLE_GEARS:
       events.add(EventName.wrongGear)
     if CS.gearShifter == GearShifter.reverse:
       events.add(EventName.reverseGear)
@@ -156,6 +120,8 @@ class CarSpecificEvents:
       events.add(EventName.stockFcw)
     if CS.stockAeb:
       events.add(EventName.stockAeb)
+    if CS.stockLkas:
+      events.add(EventName.stockLkas)
     if CS.vEgo > MAX_CTRL_SPEED:
       events.add(EventName.speedTooHigh)
     if CS.cruiseState.nonAdaptive:

selfdrive/car/card.py

@@ -19,7 +19,6 @@ from opendbc.car.car_helpers import get_car, interfaces
 from opendbc.car.interfaces import CarInterfaceBase, RadarInterfaceBase
 from openpilot.selfdrive.pandad import can_capnp_to_list, can_list_to_can_capnp
 from openpilot.selfdrive.car.cruise import VCruiseHelper
-from openpilot.selfdrive.car.car_specific import MockCarState
 
 REPLAY = "REPLAY" in os.environ
 
@@ -118,7 +117,7 @@ class Car:
       safety_config.safetyModel = structs.CarParams.SafetyModel.noOutput
       self.CP.safetyConfigs = [safety_config]
 
-    if self.CP.secOcRequired and not is_release:
+    if self.CP.secOcRequired:
       # Copy user key if available
       try:
         with open("/cache/params/SecOCKey") as f:
@@ -150,7 +149,6 @@ class Car:
     self.params.put_nonblocking("CarParamsCache", cp_bytes)
     self.params.put_nonblocking("CarParamsPersistent", cp_bytes)
 
-    self.mock_carstate = MockCarState()
     self.v_cruise_helper = VCruiseHelper(self.CP)
 
     self.is_metric = self.params.get_bool("IsMetric")
@@ -167,8 +165,6 @@ class Car:
 
     # Update carState from CAN
     CS = self.CI.update(can_list)
-    if self.CP.brand == 'mock':
-      CS = self.mock_carstate.update(CS)
 
     # Update radar tracks from CAN
     RD: structs.RadarDataT | None = self.RI.update(can_list)

selfdrive/controls/lib/latcontrol_torque.py

@@ -59,34 +59,35 @@ class LatControlTorque(LatControl):
   def update(self, active, CS, VM, params, steer_limited_by_safety, desired_curvature, curvature_limited, lat_delay):
     pid_log = log.ControlsState.LateralTorqueState.new_message()
     pid_log.version = VERSION
+    measured_curvature = -VM.calc_curvature(math.radians(CS.steeringAngleDeg - params.angleOffsetDeg), CS.vEgo, params.roll)
+    measurement = measured_curvature * CS.vEgo ** 2
+    future_desired_lateral_accel = desired_curvature * CS.vEgo ** 2
+    self.lat_accel_request_buffer.append(future_desired_lateral_accel)
+
+    roll_compensation = params.roll * ACCELERATION_DUE_TO_GRAVITY
+    curvature_deadzone = abs(VM.calc_curvature(math.radians(self.steering_angle_deadzone_deg), CS.vEgo, 0.0))
+    lateral_accel_deadzone = curvature_deadzone * CS.vEgo ** 2
+
+    delay_frames = int(np.clip(lat_delay / self.dt + 1, 1, self.lat_accel_request_buffer_len))
+    expected_lateral_accel = self.lat_accel_request_buffer[-delay_frames]
+    setpoint = expected_lateral_accel
+    error = setpoint - measurement
+
+    lookahead_idx = int(np.clip(-delay_frames + self.lookahead_frames, -self.lat_accel_request_buffer_len+1, -2))
+    raw_lateral_jerk = (self.lat_accel_request_buffer[lookahead_idx+1] - self.lat_accel_request_buffer[lookahead_idx-1]) / (2 * self.dt)
+    desired_lateral_jerk = self.jerk_filter.update(raw_lateral_jerk)
+    gravity_adjusted_future_lateral_accel = future_desired_lateral_accel - roll_compensation
+    ff = gravity_adjusted_future_lateral_accel
+    # latAccelOffset corrects roll compensation bias from device roll misalignment relative to car roll
+    ff -= self.torque_params.latAccelOffset
+    ff += get_friction(error + JERK_GAIN * desired_lateral_jerk, lateral_accel_deadzone, FRICTION_THRESHOLD, self.torque_params)
+
     if not active:
       output_torque = 0.0
       pid_log.active = False
     else:
-      measured_curvature = -VM.calc_curvature(math.radians(CS.steeringAngleDeg - params.angleOffsetDeg), CS.vEgo, params.roll)
-      roll_compensation = params.roll * ACCELERATION_DUE_TO_GRAVITY
-      curvature_deadzone = abs(VM.calc_curvature(math.radians(self.steering_angle_deadzone_deg), CS.vEgo, 0.0))
-      lateral_accel_deadzone = curvature_deadzone * CS.vEgo ** 2
-
-      delay_frames = int(np.clip(lat_delay / self.dt, 1, self.lat_accel_request_buffer_len))
-      expected_lateral_accel = self.lat_accel_request_buffer[-delay_frames]
-      lookahead_idx = int(np.clip(-delay_frames + self.lookahead_frames, -self.lat_accel_request_buffer_len+1, -2))
-      raw_lateral_jerk = (self.lat_accel_request_buffer[lookahead_idx+1] - self.lat_accel_request_buffer[lookahead_idx-1]) / (2 * self.dt)
-      desired_lateral_jerk = self.jerk_filter.update(raw_lateral_jerk)
-      future_desired_lateral_accel = desired_curvature * CS.vEgo ** 2
-      self.lat_accel_request_buffer.append(future_desired_lateral_accel)
-      gravity_adjusted_future_lateral_accel = future_desired_lateral_accel - roll_compensation
-      setpoint = expected_lateral_accel
-
-      measurement = measured_curvature * CS.vEgo ** 2
-      error = setpoint - measurement
-
       # do error correction in lateral acceleration space, convert at end to handle non-linear torque responses correctly
       pid_log.error = float(error)
-      ff = gravity_adjusted_future_lateral_accel
-      # latAccelOffset corrects roll compensation bias from device roll misalignment relative to car roll
-      ff -= self.torque_params.latAccelOffset
-      ff += get_friction(error + JERK_GAIN * desired_lateral_jerk, lateral_accel_deadzone, FRICTION_THRESHOLD, self.torque_params)
 
       freeze_integrator = steer_limited_by_safety or CS.steeringPressed or CS.vEgo < 5
       output_lataccel = self.pid.update(pid_log.error, speed=CS.vEgo, feedforward=ff, freeze_integrator=freeze_integrator)

selfdrive/controls/lib/longitudinal_mpc_lib/SConscript

@@ -1,4 +1,4 @@
-Import('env', 'envCython', 'arch', 'msgq_python', 'common_python', 'pandad_python', 'np_version')
+Import('env', 'envCython', 'arch', 'msgq_python', 'common_python', 'np_version')
 
 gen = "c_generated_code"
 
@@ -67,7 +67,7 @@ lenv.Clean(generated_files, Dir(gen))
 generated_long = lenv.Command(generated_files,
                               source_list,
                               f"cd {Dir('.').abspath} && python3 long_mpc.py")
-lenv.Depends(generated_long, [msgq_python, common_python, pandad_python])
+lenv.Depends(generated_long, [msgq_python, common_python])
 
 lenv["CFLAGS"].append("-DACADOS_WITH_QPOASES")
 lenv["CXXFLAGS"].append("-DACADOS_WITH_QPOASES")

selfdrive/controls/lib/longitudinal_mpc_lib/long_mpc.py

@@ -35,7 +35,7 @@ X_EGO_OBSTACLE_COST = 3.
 X_EGO_COST = 0.
 V_EGO_COST = 0.
 A_EGO_COST = 0.
-J_EGO_COST = 5.0
+J_EGO_COST = 5.
 A_CHANGE_COST = 200.
 DANGER_ZONE_COST = 100.
 CRASH_DISTANCE = .25
@@ -43,7 +43,6 @@ LEAD_DANGER_FACTOR = 0.75
 LIMIT_COST = 1e6
 ACADOS_SOLVER_TYPE = 'SQP_RTI'
 
-
 # Fewer timestamps don't hurt performance and lead to
 # much better convergence of the MPC with low iterations
 N = 12
@@ -57,6 +56,7 @@ COMFORT_BRAKE = 2.5
 STOP_DISTANCE = 6.0
 CRUISE_MIN_ACCEL = -1.2
 CRUISE_MAX_ACCEL = 1.6
+MIN_X_LEAD_FACTOR = 0.5
 
 def get_jerk_factor(personality=log.LongitudinalPersonality.standard):
   if personality==log.LongitudinalPersonality.relaxed:
@@ -85,20 +85,12 @@ def get_stopped_equivalence_factor(v_lead):
 def get_safe_obstacle_distance(v_ego, t_follow):
   return (v_ego**2) / (2 * COMFORT_BRAKE) + t_follow * v_ego + STOP_DISTANCE
 
-def desired_follow_distance(v_ego, v_lead, t_follow=None):
-  if t_follow is None:
-    t_follow = get_T_FOLLOW()
-  return get_safe_obstacle_distance(v_ego, t_follow) - get_stopped_equivalence_factor(v_lead)
-
-
 def gen_long_model():
   model = AcadosModel()
   model.name = MODEL_NAME
 
-  # set up states & controls
-  x_ego = SX.sym('x_ego')
-  v_ego = SX.sym('v_ego')
-  a_ego = SX.sym('a_ego')
+  # states
+  x_ego, v_ego, a_ego = SX.sym('x_ego'), SX.sym('v_ego'), SX.sym('a_ego')
   model.x = vertcat(x_ego, v_ego, a_ego)
 
   # controls
@@ -126,7 +118,6 @@ def gen_long_model():
   model.f_expl_expr = f_expl
   return model
 
-
 def gen_long_ocp():
   ocp = AcadosOcp()
   ocp.model = gen_long_model()
@@ -222,30 +213,31 @@ def gen_long_ocp():
 
 
 class LongitudinalMpc:
-  def __init__(self, mode='acc', dt=DT_MDL):
-    self.mode = mode
+  def __init__(self, dt=DT_MDL):
     self.dt = dt
     self.solver = AcadosOcpSolverCython(MODEL_NAME, ACADOS_SOLVER_TYPE, N)
     self.reset()
     self.source = SOURCES[2]
 
   def reset(self):
-    # self.solver = AcadosOcpSolverCython(MODEL_NAME, ACADOS_SOLVER_TYPE, N)
     self.solver.reset()
-    # self.solver.options_set('print_level', 2)
+
+    self.x_sol = np.zeros((N+1, X_DIM))
+    self.u_sol = np.zeros((N, 1))
     self.v_solution = np.zeros(N+1)
     self.a_solution = np.zeros(N+1)
-    self.prev_a = np.array(self.a_solution)
     self.j_solution = np.zeros(N)
+    self.prev_a = np.array(self.a_solution)
     self.yref = np.zeros((N+1, COST_DIM))
+
     for i in range(N):
       self.solver.cost_set(i, "yref", self.yref[i])
     self.solver.cost_set(N, "yref", self.yref[N][:COST_E_DIM])
-    self.x_sol = np.zeros((N+1, X_DIM))
-    self.u_sol = np.zeros((N,1))
+
     self.params = np.zeros((N+1, PARAM_DIM))
     for i in range(N+1):
       self.solver.set(i, 'x', np.zeros(X_DIM))
+
     self.last_cloudlog_t = 0
     self.status = False
     self.crash_cnt = 0.0
@@ -276,16 +268,9 @@ class LongitudinalMpc:
 
   def set_weights(self, prev_accel_constraint=True, personality=log.LongitudinalPersonality.standard):
     jerk_factor = get_jerk_factor(personality)
-    if self.mode == 'acc':
-      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]
-    elif self.mode == 'blended':
-      a_change_cost = 40.0 if prev_accel_constraint else 0
-      cost_weights = [0., 0.1, 0.2, 5.0, a_change_cost, 1.0]
-      constraint_cost_weights = [LIMIT_COST, LIMIT_COST, LIMIT_COST, DANGER_ZONE_COST]
-    else:
-      raise NotImplementedError(f'Planner mode {self.mode} not recognized in planner cost set')
+    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]
     self.set_cost_weights(cost_weights, constraint_cost_weights)
 
   def set_cur_state(self, v, a):
@@ -320,14 +305,14 @@ class LongitudinalMpc:
 
     # MPC will not converge if immediate crash is expected
     # Clip lead distance to what is still possible to brake for
-    min_x_lead = ((v_ego + v_lead)/2) * (v_ego - v_lead) / (-ACCEL_MIN * 2)
+    min_x_lead = MIN_X_LEAD_FACTOR * (v_ego + v_lead) * (v_ego - v_lead) / (-ACCEL_MIN * 2)
     x_lead = np.clip(x_lead, min_x_lead, 1e8)
     v_lead = np.clip(v_lead, 0.0, 1e8)
     a_lead = np.clip(a_lead, -10., 5.)
     lead_xv = self.extrapolate_lead(x_lead, v_lead, a_lead, a_lead_tau)
     return lead_xv
 
-  def update(self, radarstate, v_cruise, x, v, a, j, personality=log.LongitudinalPersonality.standard):
+  def update(self, radarstate, v_cruise, personality=log.LongitudinalPersonality.standard):
     t_follow = get_T_FOLLOW(personality)
     v_ego = self.x0[1]
     self.status = radarstate.leadOne.status or radarstate.leadTwo.status
@@ -341,56 +326,28 @@ class LongitudinalMpc:
     lead_0_obstacle = lead_xv_0[:,0] + get_stopped_equivalence_factor(lead_xv_0[:,1])
     lead_1_obstacle = lead_xv_1[:,0] + get_stopped_equivalence_factor(lead_xv_1[:,1])
 
-    self.params[:,0] = ACCEL_MIN
-    self.params[:,1] = ACCEL_MAX
+    # Fake an obstacle for cruise, this ensures smooth acceleration to set speed
+    # when the leads are no factor.
+    v_lower = v_ego + (T_IDXS * CRUISE_MIN_ACCEL * 1.05)
+    # TODO does this make sense when max_a is negative?
+    v_upper = v_ego + (T_IDXS * CRUISE_MAX_ACCEL * 1.05)
+    v_cruise_clipped = np.clip(v_cruise * np.ones(N+1), v_lower, v_upper)
+    cruise_obstacle = np.cumsum(T_DIFFS * v_cruise_clipped) + get_safe_obstacle_distance(v_cruise_clipped, t_follow)
 
-    # Update in ACC mode or ACC/e2e blend
-    if self.mode == 'acc':
-      self.params[:,5] = LEAD_DANGER_FACTOR
+    x_obstacles = np.column_stack([lead_0_obstacle, lead_1_obstacle, cruise_obstacle])
+    self.source = SOURCES[np.argmin(x_obstacles[0])]
 
-      # Fake an obstacle for cruise, this ensures smooth acceleration to set speed
-      # when the leads are no factor.
-      v_lower = v_ego + (T_IDXS * CRUISE_MIN_ACCEL * 1.05)
-      # TODO does this make sense when max_a is negative?
-      v_upper = v_ego + (T_IDXS * CRUISE_MAX_ACCEL * 1.05)
-      v_cruise_clipped = np.clip(v_cruise * np.ones(N+1),
-                                 v_lower,
-                                 v_upper)
-      cruise_obstacle = np.cumsum(T_DIFFS * v_cruise_clipped) + get_safe_obstacle_distance(v_cruise_clipped, t_follow)
-      x_obstacles = np.column_stack([lead_0_obstacle, lead_1_obstacle, cruise_obstacle])
-      self.source = SOURCES[np.argmin(x_obstacles[0])]
-
-      # These are not used in ACC mode
-      x[:], v[:], a[:], j[:] = 0.0, 0.0, 0.0, 0.0
-
-    elif self.mode == 'blended':
-      self.params[:,5] = 1.0
-
-      x_obstacles = np.column_stack([lead_0_obstacle,
-                                     lead_1_obstacle])
-      cruise_target = T_IDXS * np.clip(v_cruise, v_ego - 2.0, 1e3) + x[0]
-      xforward = ((v[1:] + v[:-1]) / 2) * (T_IDXS[1:] - T_IDXS[:-1])
-      x = np.cumsum(np.insert(xforward, 0, x[0]))
-
-      x_and_cruise = np.column_stack([x, cruise_target])
-      x = np.min(x_and_cruise, axis=1)
-
-      self.source = 'e2e' if x_and_cruise[1,0] < x_and_cruise[1,1] else 'cruise'
-
-    else:
-      raise NotImplementedError(f'Planner mode {self.mode} not recognized in planner update')
-
-    self.yref[:,1] = x
-    self.yref[:,2] = v
-    self.yref[:,3] = a
-    self.yref[:,5] = j
+    self.yref[:,:] = 0.0
     for i in range(N):
       self.solver.set(i, "yref", self.yref[i])
     self.solver.set(N, "yref", self.yref[N][:COST_E_DIM])
 
+    self.params[:,0] = ACCEL_MIN
+    self.params[:,1] = ACCEL_MAX
     self.params[:,2] = np.min(x_obstacles, axis=1)
     self.params[:,3] = np.copy(self.prev_a)
     self.params[:,4] = t_follow
+    self.params[:,5] = LEAD_DANGER_FACTOR
 
     self.run()
     if (np.any(lead_xv_0[FCW_IDXS,0] - self.x_sol[FCW_IDXS,0] < CRASH_DISTANCE) and
@@ -399,18 +356,7 @@ class LongitudinalMpc:
     else:
       self.crash_cnt = 0
 
-    # Check if it got within lead comfort range
-    # TODO This should be done cleaner
-    if self.mode == 'blended':
-      if any((lead_0_obstacle - get_safe_obstacle_distance(self.x_sol[:,1], t_follow))- self.x_sol[:,0] < 0.0):
-        self.source = 'lead0'
-      if any((lead_1_obstacle - get_safe_obstacle_distance(self.x_sol[:,1], t_follow))- self.x_sol[:,0] < 0.0) and \
-         (lead_1_obstacle[0] - lead_0_obstacle[0]):
-        self.source = 'lead1'
-
   def run(self):
-    # t0 = time.monotonic()
-    # reset = 0
     for i in range(N+1):
       self.solver.set(i, 'p', self.params[i])
     self.solver.constraints_set(0, "lbx", self.x0)
@@ -422,13 +368,6 @@ class LongitudinalMpc:
     self.time_linearization = float(self.solver.get_stats('time_lin')[0])
     self.time_integrator = float(self.solver.get_stats('time_sim')[0])
 
-    # qp_iter = self.solver.get_stats('statistics')[-1][-1] # SQP_RTI specific
-    # print(f"long_mpc timings: tot {self.solve_time:.2e}, qp {self.time_qp_solution:.2e}, lin {self.time_linearization:.2e}, \
-    # integrator {self.time_integrator:.2e}, qp_iter {qp_iter}")
-    # res = self.solver.get_residuals()
-    # print(f"long_mpc residuals: {res[0]:.2e}, {res[1]:.2e}, {res[2]:.2e}, {res[3]:.2e}")
-    # self.solver.print_statistics()
-
     for i in range(N+1):
       self.x_sol[i] = self.solver.get(i, 'x')
     for i in range(N):
@@ -446,12 +385,8 @@ class LongitudinalMpc:
         self.last_cloudlog_t = t
         cloudlog.warning(f"Long mpc reset, solution_status: {self.solution_status}")
       self.reset()
-      # reset = 1
-    # print(f"long_mpc timings: total internal {self.solve_time:.2e}, external: {(time.monotonic() - t0):.2e} qp {self.time_qp_solution:.2e}, \
-    # lin {self.time_linearization:.2e} qp_iter {qp_iter}, reset {reset}")
 
 
 if __name__ == "__main__":
   ocp = gen_long_ocp()
   AcadosOcpSolver.generate(ocp, json_file=JSON_FILE)
-  # AcadosOcpSolver.build(ocp.code_export_directory, with_cython=True)

selfdrive/controls/lib/longitudinal_planner.py

@@ -9,13 +9,12 @@ from openpilot.common.filter_simple import FirstOrderFilter
 from openpilot.common.realtime import DT_MDL
 from openpilot.selfdrive.modeld.constants import ModelConstants
 from openpilot.selfdrive.controls.lib.longcontrol import LongCtrlState
-from openpilot.selfdrive.controls.lib.longitudinal_mpc_lib.long_mpc import LongitudinalMpc
+from openpilot.selfdrive.controls.lib.longitudinal_mpc_lib.long_mpc import LongitudinalMpc, SOURCES
 from openpilot.selfdrive.controls.lib.longitudinal_mpc_lib.long_mpc import T_IDXS as T_IDXS_MPC
 from openpilot.selfdrive.controls.lib.drive_helpers import CONTROL_N, get_accel_from_plan
 from openpilot.selfdrive.car.cruise import V_CRUISE_MAX, V_CRUISE_UNSET
 from openpilot.common.swaglog import cloudlog
 
-LON_MPC_STEP = 0.2  # first step is 0.2s
 A_CRUISE_MAX_VALS = [1.6, 1.2, 0.8, 0.6]
 A_CRUISE_MAX_BP = [0., 10.0, 25., 40.]
 CONTROL_N_T_IDX = ModelConstants.T_IDXS[:CONTROL_N]
@@ -26,14 +25,12 @@ MIN_ALLOW_THROTTLE_SPEED = 2.5
 _A_TOTAL_MAX_V = [1.7, 3.2]
 _A_TOTAL_MAX_BP = [20., 40.]
 
-
 def get_max_accel(v_ego):
   return np.interp(v_ego, A_CRUISE_MAX_BP, A_CRUISE_MAX_VALS)
 
 def get_coast_accel(pitch):
   return np.sin(pitch) * -5.65 - 0.3  # fitted from data using xx/projects/allow_throttle/compute_coast_accel.py
 
-
 def limit_accel_in_turns(v_ego, angle_steers, a_target, CP):
   """
   This function returns a limited long acceleration allowed, depending on the existing lateral acceleration
@@ -52,8 +49,6 @@ class LongitudinalPlanner:
   def __init__(self, CP, init_v=0.0, init_a=0.0, dt=DT_MDL):
     self.CP = CP
     self.mpc = LongitudinalMpc(dt=dt)
-    # TODO remove mpc modes when TR released
-    self.mpc.mode = 'acc'
     self.fcw = False
     self.dt = dt
     self.allow_throttle = True
@@ -67,7 +62,6 @@ class LongitudinalPlanner:
     self.v_desired_trajectory = np.zeros(CONTROL_N)
     self.a_desired_trajectory = np.zeros(CONTROL_N)
     self.j_desired_trajectory = np.zeros(CONTROL_N)
-    self.solverExecutionTime = 0.0
 
   @staticmethod
   def parse_model(model_msg):
@@ -90,8 +84,6 @@ class LongitudinalPlanner:
     return x, v, a, j, throttle_prob
 
   def update(self, sm):
-    mode = 'blended' if sm['selfdriveState'].experimentalMode else 'acc'
-
     if len(sm['carControl'].orientationNED) == 3:
       accel_coast = get_coast_accel(sm['carControl'].orientationNED[1])
     else:
@@ -113,12 +105,9 @@ class LongitudinalPlanner:
     # No change cost when user is controlling the speed, or when standstill
     prev_accel_constraint = not (reset_state or sm['carState'].standstill)
 
-    if mode == 'acc':
-      accel_clip = [ACCEL_MIN, get_max_accel(v_ego)]
-      steer_angle_without_offset = sm['carState'].steeringAngleDeg - sm['liveParameters'].angleOffsetDeg
-      accel_clip = limit_accel_in_turns(v_ego, steer_angle_without_offset, accel_clip, self.CP)
-    else:
-      accel_clip = [ACCEL_MIN, ACCEL_MAX]
+    accel_clip = [ACCEL_MIN, get_max_accel(v_ego)]
+    steer_angle_without_offset = sm['carState'].steeringAngleDeg - sm['liveParameters'].angleOffsetDeg
+    accel_clip = limit_accel_in_turns(v_ego, steer_angle_without_offset, accel_clip, self.CP)
 
     if reset_state:
       self.v_desired_filter.x = v_ego
@@ -127,7 +116,7 @@ class LongitudinalPlanner:
 
     # Prevent divergence, smooth in current v_ego
     self.v_desired_filter.x = max(0.0, self.v_desired_filter.update(v_ego))
-    x, v, a, j, throttle_prob = self.parse_model(sm['modelV2'])
+    _, _, _, _, throttle_prob = self.parse_model(sm['modelV2'])
     # Don't clip at low speeds since throttle_prob doesn't account for creep
     self.allow_throttle = throttle_prob > ALLOW_THROTTLE_THRESHOLD or v_ego <= MIN_ALLOW_THROTTLE_SPEED
 
@@ -141,7 +130,7 @@ class LongitudinalPlanner:
 
     self.mpc.set_weights(prev_accel_constraint, personality=sm['selfdriveState'].personality)
     self.mpc.set_cur_state(self.v_desired_filter.x, self.a_desired)
-    self.mpc.update(sm['radarState'], v_cruise, x, v, a, j, personality=sm['selfdriveState'].personality)
+    self.mpc.update(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)
@@ -163,12 +152,13 @@ class LongitudinalPlanner:
     output_a_target_e2e = sm['modelV2'].action.desiredAcceleration
     output_should_stop_e2e = sm['modelV2'].action.shouldStop
 
-    if mode == 'acc':
+    if (output_a_target_e2e < output_a_target_mpc) and sm['selfdriveState'].experimentalMode:
+      output_a_target = output_a_target_e2e
+      self.output_should_stop = output_should_stop_e2e
+      self.mpc.source = SOURCES[3]
+    else:
       output_a_target = output_a_target_mpc
       self.output_should_stop = output_should_stop_mpc
-    else:
-      output_a_target = min(output_a_target_mpc, output_a_target_e2e)
-      self.output_should_stop = output_should_stop_e2e or output_should_stop_mpc
 
     for idx in range(2):
       accel_clip[idx] = np.clip(accel_clip[idx], self.prev_accel_clip[idx] - 0.05, self.prev_accel_clip[idx] + 0.05)

selfdrive/controls/tests/test_following_distance.py

@@ -4,10 +4,15 @@ from parameterized import parameterized_class
 
 from cereal import log
 
-from openpilot.selfdrive.controls.lib.longitudinal_mpc_lib.long_mpc import desired_follow_distance, get_T_FOLLOW
+from openpilot.selfdrive.controls.lib.longitudinal_mpc_lib.long_mpc import get_safe_obstacle_distance, get_stopped_equivalence_factor, get_T_FOLLOW
 from openpilot.selfdrive.test.longitudinal_maneuvers.maneuver import Maneuver
 
 
+def desired_follow_distance(v_ego, v_lead, t_follow=None):
+  if t_follow is None:
+    t_follow = get_T_FOLLOW()
+  return get_safe_obstacle_distance(v_ego, t_follow) - get_stopped_equivalence_factor(v_lead)
+
 def run_following_distance_simulation(v_lead, t_end=100.0, e2e=False, personality=0):
   man = Maneuver(
     '',

selfdrive/controls/tests/test_latcontrol_torque_buffer.py

@@ -0,0 +1,36 @@
+from parameterized import parameterized
+
+from cereal import car, log
+from opendbc.car.car_helpers import interfaces
+from opendbc.car.toyota.values import CAR as TOYOTA
+from opendbc.car.vehicle_model import VehicleModel
+from openpilot.common.realtime import DT_CTRL
+from openpilot.selfdrive.controls.lib.latcontrol_torque import LatControlTorque, LAT_ACCEL_REQUEST_BUFFER_SECONDS
+
+def get_controller(car_name):
+  CarInterface = interfaces[car_name]
+  CP = CarInterface.get_non_essential_params(car_name)
+  CI = CarInterface(CP)
+  VM = VehicleModel(CP)
+  controller = LatControlTorque(CP.as_reader(), CI, DT_CTRL)
+  return controller, VM
+
+class TestLatControlTorqueBuffer:
+
+  @parameterized.expand([(TOYOTA.TOYOTA_COROLLA_TSS2,)])
+  def test_request_buffer_consistency(self, car_name):
+    buffer_steps = int(LAT_ACCEL_REQUEST_BUFFER_SECONDS / DT_CTRL)
+    controller, VM = get_controller(car_name)
+
+    CS = car.CarState.new_message()
+    CS.vEgo = 30
+    CS.steeringPressed = False
+    params = log.LiveParametersData.new_message()
+
+    for _ in range(buffer_steps):
+      controller.update(True, CS, VM, params, False, 0.001, False, 0.2)
+    assert all(val != 0 for val in controller.lat_accel_request_buffer)
+
+    for _ in range(buffer_steps):
+      controller.update(False, CS, VM, params, False, 0.0, False, 0.2)
+    assert all(val == 0 for val in controller.lat_accel_request_buffer)

selfdrive/debug/analyze-msg-size.py

@@ -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")

selfdrive/debug/car/hyundai_enable_radar_points.py

@@ -101,11 +101,11 @@ if __name__ == "__main__":
   uds_client = UdsClient(panda, 0x7D0, bus=args.bus)
 
   print("\n[START DIAGNOSTIC SESSION]")
-  session_type : SESSION_TYPE = 0x07 # type: ignore
+  session_type : SESSION_TYPE = 0x07
   uds_client.diagnostic_session_control(session_type)
 
   print("[HARDWARE/SOFTWARE VERSION]")
-  fw_version_data_id : DATA_IDENTIFIER_TYPE = 0xf100 # type: ignore
+  fw_version_data_id : DATA_IDENTIFIER_TYPE = 0xf100
   fw_version = uds_client.read_data_by_identifier(fw_version_data_id)
   print(fw_version)
   if fw_version not in SUPPORTED_FW_VERSIONS.keys():
@@ -113,7 +113,7 @@ if __name__ == "__main__":
     sys.exit(1)
 
   print("[GET CONFIGURATION]")
-  config_data_id : DATA_IDENTIFIER_TYPE = 0x0142 # type: ignore
+  config_data_id : DATA_IDENTIFIER_TYPE = 0x0142
   current_config = uds_client.read_data_by_identifier(config_data_id)
   config_values = SUPPORTED_FW_VERSIONS[fw_version]
   new_config = config_values.default_config if args.default else config_values.tracks_enabled

selfdrive/debug/car/vw_mqb_config.py

@@ -55,7 +55,7 @@ if __name__ == "__main__":
     sw_ver = uds_client.read_data_by_identifier(DATA_IDENTIFIER_TYPE.VEHICLE_MANUFACTURER_ECU_SOFTWARE_VERSION_NUMBER).decode("utf-8")
     component = uds_client.read_data_by_identifier(DATA_IDENTIFIER_TYPE.SYSTEM_NAME_OR_ENGINE_TYPE).decode("utf-8")
     odx_file = uds_client.read_data_by_identifier(DATA_IDENTIFIER_TYPE.ODX_FILE).decode("utf-8").rstrip('\x00')
-    current_coding = uds_client.read_data_by_identifier(VOLKSWAGEN_DATA_IDENTIFIER_TYPE.CODING)  # type: ignore
+    current_coding = uds_client.read_data_by_identifier(VOLKSWAGEN_DATA_IDENTIFIER_TYPE.CODING)
     coding_text = current_coding.hex()
 
     print("\nEPS diagnostic data\n")
@@ -126,9 +126,9 @@ if __name__ == "__main__":
     new_coding = current_coding[0:coding_byte] + new_byte.to_bytes(1, "little") + current_coding[coding_byte+1:]
 
     try:
-      seed = uds_client.security_access(ACCESS_TYPE_LEVEL_1.REQUEST_SEED)  # type: ignore
+      seed = uds_client.security_access(ACCESS_TYPE_LEVEL_1.REQUEST_SEED)
       key = struct.unpack("!I", seed)[0] + 28183  # yeah, it's like that
-      uds_client.security_access(ACCESS_TYPE_LEVEL_1.SEND_KEY, struct.pack("!I", key))  # type: ignore
+      uds_client.security_access(ACCESS_TYPE_LEVEL_1.SEND_KEY, struct.pack("!I", key))
     except (NegativeResponseError, MessageTimeoutError):
       print("Security access failed!")
       print("Open the hood and retry (disables the \"diagnostic firewall\" on newer vehicles)")
@@ -148,7 +148,7 @@ if __name__ == "__main__":
       uds_client.write_data_by_identifier(DATA_IDENTIFIER_TYPE.PROGRAMMING_DATE, prog_date)
       tester_num = uds_client.read_data_by_identifier(DATA_IDENTIFIER_TYPE.CALIBRATION_REPAIR_SHOP_CODE_OR_CALIBRATION_EQUIPMENT_SERIAL_NUMBER)
       uds_client.write_data_by_identifier(DATA_IDENTIFIER_TYPE.REPAIR_SHOP_CODE_OR_TESTER_SERIAL_NUMBER, tester_num)
-      uds_client.write_data_by_identifier(VOLKSWAGEN_DATA_IDENTIFIER_TYPE.CODING, new_coding)  # type: ignore
+      uds_client.write_data_by_identifier(VOLKSWAGEN_DATA_IDENTIFIER_TYPE.CODING, new_coding)
     except (NegativeResponseError, MessageTimeoutError):
       print("Writing new configuration failed!")
       print("Make sure the comma processes are stopped: tmux kill-session -t comma")
@@ -156,7 +156,7 @@ if __name__ == "__main__":
 
     try:
       # Read back result just to make 100% sure everything worked
-      current_coding_text = uds_client.read_data_by_identifier(VOLKSWAGEN_DATA_IDENTIFIER_TYPE.CODING).hex()  # type: ignore
+      current_coding_text = uds_client.read_data_by_identifier(VOLKSWAGEN_DATA_IDENTIFIER_TYPE.CODING).hex()
       print(f"   New coding:   {current_coding_text}")
     except (NegativeResponseError, MessageTimeoutError):
       print("Reading back updated coding failed!")

selfdrive/debug/cpu_usage_stat.py

@@ -1,5 +1,4 @@
 #!/usr/bin/env python3
-# type: ignore
 '''
 System tools like top/htop can only show current cpu usage values, so I write this script to do statistics jobs.
   Features:

selfdrive/debug/cycle_alerts.py

@@ -99,8 +99,7 @@ def cycle_alerts(duration=200, is_metric=False):
       alert = AM.process_alerts(frame, [])
       print(alert)
       for _ in range(duration):
-        dat = messaging.new_message()
-        dat.init('selfdriveState')
+        dat = messaging.new_message('selfdriveState')
         dat.selfdriveState.enabled = False
 
         if alert:
@@ -112,8 +111,7 @@ def cycle_alerts(duration=200, is_metric=False):
           dat.selfdriveState.alertSound = alert.audible_alert
         pm.send('selfdriveState', dat)
 
-        dat = messaging.new_message()
-        dat.init('deviceState')
+        dat = messaging.new_message('deviceState')
         dat.deviceState.started = True
         pm.send('deviceState', dat)
 

selfdrive/debug/fingerprint_from_route.py

@@ -28,11 +28,12 @@ def get_fingerprint(lr):
 
   # TODO: also print the fw fingerprint merged with the existing ones
   # show FW fingerprint
-  print("\nFW fingerprint:\n")
-  for f in fw:
-    print(f"    (Ecu.{f.ecu}, {hex(f.address)}, {None if f.subAddress == 0 else f.subAddress}): [")
-    print(f"      {f.fwVersion},")
-    print("    ],")
+  if fw:
+    print("\nFW fingerprint:\n")
+    for f in fw:
+      print(f"    (Ecu.{f.ecu}, {hex(f.address)}, {None if f.subAddress == 0 else f.subAddress}): [")
+      print(f"      {f.fwVersion},")
+      print("    ],")
   print()
   print(f"VIN: {vin}")
 

selfdrive/debug/fuzz_fw_fingerprint.py

@@ -1,5 +1,4 @@
 #!/usr/bin/env python3
-# type: ignore
 import random
 from collections import defaultdict
 

selfdrive/debug/measure_torque_time_to_max.py

@@ -1,5 +1,4 @@
 #!/usr/bin/env python3
-# type: ignore
 
 import os
 import argparse

selfdrive/debug/test_fw_query_on_routes.py

@@ -1,5 +1,4 @@
 #!/usr/bin/env python3
-# type: ignore
 
 from collections import defaultdict
 import argparse

selfdrive/locationd/calibrationd.py

@@ -47,7 +47,7 @@ DEBUG = os.getenv("DEBUG") is not None
 
 
 def is_calibration_valid(rpy: np.ndarray) -> bool:
-  return (PITCH_LIMITS[0] < rpy[1] < PITCH_LIMITS[1]) and (YAW_LIMITS[0] < rpy[2] < YAW_LIMITS[1])  # type: ignore
+  return (PITCH_LIMITS[0] < rpy[1] < PITCH_LIMITS[1]) and (YAW_LIMITS[0] < rpy[2] < YAW_LIMITS[1])
 
 
 def sanity_clip(rpy: np.ndarray) -> np.ndarray:
@@ -92,7 +92,7 @@ class Calibrator:
                   valid_blocks: int = 0,
                   wide_from_device_euler_init: np.ndarray = WIDE_FROM_DEVICE_EULER_INIT,
                   height_init: np.ndarray = HEIGHT_INIT,
-                  smooth_from: np.ndarray = None) -> None:
+                  smooth_from: np.ndarray | None = None) -> None:
     if not np.isfinite(rpy_init).all():
       self.rpy = RPY_INIT.copy()
     else:

selfdrive/locationd/helpers.py

@@ -94,7 +94,7 @@ class PointBuckets:
   def add_point(self, x: float, y: float) -> None:
     raise NotImplementedError
 
-  def get_points(self, num_points: int = None) -> Any:
+  def get_points(self, num_points: int | None = None) -> Any:
     points = np.vstack([x.arr for x in self.buckets.values()])
     if num_points is None:
       return points

selfdrive/locationd/paramsd.py

@@ -127,8 +127,8 @@ class VehicleParamsLearner:
 
     if not self.active:
       # Reset time when stopped so uncertainty doesn't grow
-      self.kf.filter.set_filter_time(t)  # type: ignore
-      self.kf.filter.reset_rewind()      # type: ignore
+      self.kf.filter.set_filter_time(t)
+      self.kf.filter.reset_rewind()
 
   def get_msg(self, valid: bool, debug: bool = False) -> capnp._DynamicStructBuilder:
     x = self.kf.x

selfdrive/locationd/torqued.py

@@ -33,7 +33,7 @@ MIN_BUCKET_POINTS = np.array([100, 300, 500, 500, 500, 500, 300, 100])
 MIN_ENGAGE_BUFFER = 2  # secs
 
 VERSION = 1  # bump this to invalidate old parameter caches
-ALLOWED_CARS = ['toyota', 'hyundai', 'rivian', 'honda']
+ALLOWED_CARS = ['toyota', 'hyundai', 'rivian', 'honda', 'volkswagen']
 
 
 def slope2rot(slope):

selfdrive/modeld/SConscript

@@ -1,7 +1,7 @@
 import os
 import glob
 
-Import('env', 'envCython', 'arch', 'cereal', 'messaging', 'common', 'visionipc', 'transformations')
+Import('env', 'envCython', 'arch', 'cereal', 'messaging', 'common', 'visionipc')
 lenv = env.Clone()
 lenvCython = envCython.Clone()
 

selfdrive/modeld/modeld.py

@@ -40,7 +40,7 @@ POLICY_PKL_PATH = Path(__file__).parent / 'models/driving_policy_tinygrad.pkl'
 VISION_METADATA_PATH = Path(__file__).parent / 'models/driving_vision_metadata.pkl'
 POLICY_METADATA_PATH = Path(__file__).parent / 'models/driving_policy_metadata.pkl'
 
-LAT_SMOOTH_SECONDS = 0.1
+LAT_SMOOTH_SECONDS = 0.0
 LONG_SMOOTH_SECONDS = 0.3
 MIN_LAT_CONTROL_SPEED = 0.3
 

selfdrive/modeld/models/dmonitoring_model.onnx

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3446bf8b22e50e47669a25bf32460ae8baf8547037f346753e19ecbfcf6d4e59
-size 6954368
+oid sha256:35e4a5d4c4d481f915e42358af4665b2c92b8f5c1efd1c0731f21b876ad1d856
+size 6954249

selfdrive/modeld/models/driving_policy.onnx

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f8fe9a71b0fd428a045a82ed50790179f77aa664391198f078e11e7b2cb2c2d7
+oid sha256:1edea5bb56f876db4cec97c150799513f6a59373f3ad152d55e4dcaab1b809e3
 size 13926324

selfdrive/monitoring/helpers.py

@@ -35,14 +35,7 @@ class DRIVER_MONITOR_SETTINGS:
     self._EYE_THRESHOLD = 0.65
     self._SG_THRESHOLD = 0.9
     self._BLINK_THRESHOLD = 0.865
-
-    self._PHONE_THRESH = 0.75 if device_type == 'mici' else 0.4
-    self._PHONE_THRESH2 = 15.0
-    self._PHONE_MAX_OFFSET = 0.06
-    self._PHONE_MIN_OFFSET = 0.025
-    self._PHONE_DATA_AVG = 0.05
-    self._PHONE_DATA_VAR = 3*0.005
-    self._PHONE_MAX_COUNT = int(360 / self._DT_DMON)
+    self._PHONE_THRESH = 0.5
 
     self._POSE_PITCH_THRESHOLD = 0.3133
     self._POSE_PITCH_THRESHOLD_SLACK = 0.3237
@@ -152,11 +145,10 @@ class DriverMonitoring:
 
     # init driver status
     wheelpos_filter_raw_priors = (self.settings._WHEELPOS_DATA_AVG, self.settings._WHEELPOS_DATA_VAR, 2)
-    phone_filter_raw_priors = (self.settings._PHONE_DATA_AVG, self.settings._PHONE_DATA_VAR, 2)
     self.wheelpos = DriverProb(raw_priors=wheelpos_filter_raw_priors, max_trackable=self.settings._WHEELPOS_MAX_COUNT)
-    self.phone = DriverProb(raw_priors=phone_filter_raw_priors, max_trackable=self.settings._PHONE_MAX_COUNT)
     self.pose = DriverPose(settings=self.settings)
     self.blink = DriverBlink()
+    self.phone_prob = 0.
 
     self.always_on = always_on
     self.distracted_types = []
@@ -257,12 +249,7 @@ class DriverMonitoring:
     if (self.blink.left + self.blink.right)*0.5 > self.settings._BLINK_THRESHOLD:
       distracted_types.append(DistractedType.DISTRACTED_BLINK)
 
-    if self.phone.prob_calibrated:
-      using_phone = self.phone.prob > max(min(self.phone.prob_offseter.filtered_stat.M, self.settings._PHONE_MAX_OFFSET), self.settings._PHONE_MIN_OFFSET) \
-                                      * self.settings._PHONE_THRESH2
-    else:
-      using_phone = self.phone.prob > self.settings._PHONE_THRESH
-    if using_phone:
+    if self.phone_prob > self.settings._PHONE_THRESH:
       distracted_types.append(DistractedType.DISTRACTED_PHONE)
 
     return distracted_types
@@ -301,7 +288,7 @@ class DriverMonitoring:
                       * (driver_data.sunglassesProb < self.settings._SG_THRESHOLD)
     self.blink.right = driver_data.rightBlinkProb * (driver_data.rightEyeProb > self.settings._EYE_THRESHOLD) \
                       * (driver_data.sunglassesProb < self.settings._SG_THRESHOLD)
-    self.phone.prob = driver_data.phoneProb
+    self.phone_prob = driver_data.phoneProb
 
     self.distracted_types = self._get_distracted_types()
     self.driver_distracted = (DistractedType.DISTRACTED_PHONE in self.distracted_types
@@ -315,11 +302,9 @@ class DriverMonitoring:
     if self.face_detected and car_speed > self.settings._POSE_CALIB_MIN_SPEED and self.pose.low_std and (not op_engaged or not self.driver_distracted):
       self.pose.pitch_offseter.push_and_update(self.pose.pitch)
       self.pose.yaw_offseter.push_and_update(self.pose.yaw)
-      self.phone.prob_offseter.push_and_update(self.phone.prob)
 
     self.pose.calibrated = self.pose.pitch_offseter.filtered_stat.n > self.settings._POSE_OFFSET_MIN_COUNT and \
                            self.pose.yaw_offseter.filtered_stat.n > self.settings._POSE_OFFSET_MIN_COUNT
-    self.phone.prob_calibrated = self.phone.prob_offseter.filtered_stat.n > self.settings._POSE_OFFSET_MIN_COUNT
 
     if self.face_detected and not self.driver_distracted:
       if model_std_max > self.settings._DCAM_UNCERTAIN_ALERT_THRESHOLD:
@@ -425,8 +410,6 @@ class DriverMonitoring:
       "posePitchValidCount": self.pose.pitch_offseter.filtered_stat.n,
       "poseYawOffset": self.pose.yaw_offseter.filtered_stat.mean(),
       "poseYawValidCount": self.pose.yaw_offseter.filtered_stat.n,
-      "phoneProbOffset": self.phone.prob_offseter.filtered_stat.mean(),
-      "phoneProbValidCount": self.phone.prob_offseter.filtered_stat.n,
       "stepChange": self.step_change,
       "awarenessActive": self.awareness_active,
       "awarenessPassive": self.awareness_passive,

selfdrive/pandad/SConscript

@@ -1,13 +1,9 @@
-Import('env', 'envCython', 'common', 'messaging')
+Import('env', 'common', 'messaging')
 
 libs = ['usb-1.0', common, messaging, 'pthread']
 panda = env.Library('panda', ['panda.cc', 'panda_comms.cc', 'spi.cc'])
 
 env.Program('pandad', ['main.cc', 'pandad.cc', 'panda_safety.cc'], LIBS=[panda] + libs)
-env.Library('libcan_list_to_can_capnp', ['can_list_to_can_capnp.cc'])
-
-pandad_python = envCython.Program('pandad_api_impl.so', 'pandad_api_impl.pyx', LIBS=["can_list_to_can_capnp", 'capnp', 'kj'] + envCython["LIBS"])
-Export('pandad_python')
 
 if GetOption('extras'):
   env.Program('tests/test_pandad_usbprotocol', ['tests/test_pandad_usbprotocol.cc'], LIBS=[panda] + libs)

selfdrive/pandad/__init__.py

@@ -1,4 +1,3 @@
-# Cython, now uses scons to build
 from openpilot.selfdrive.pandad.pandad_api_impl import can_list_to_can_capnp, can_capnp_to_list
 assert can_list_to_can_capnp
 assert can_capnp_to_list

selfdrive/pandad/can_list_to_can_capnp.cc

@@ -1,50 +0,0 @@
-#include "cereal/messaging/messaging.h"
-#include "selfdrive/pandad/can_types.h"
-
-void can_list_to_can_capnp_cpp(const std::vector<CanFrame> &can_list, std::string &out, bool sendcan, bool valid) {
-  MessageBuilder msg;
-  auto event = msg.initEvent(valid);
-
-  auto canData = sendcan ? event.initSendcan(can_list.size()) : event.initCan(can_list.size());
-  int j = 0;
-  for (auto it = can_list.begin(); it != can_list.end(); it++, j++) {
-    auto c = canData[j];
-    c.setAddress(it->address);
-    c.setDat(kj::arrayPtr((uint8_t*)it->dat.data(), it->dat.size()));
-    c.setSrc(it->src);
-  }
-  const uint64_t msg_size = capnp::computeSerializedSizeInWords(msg) * sizeof(capnp::word);
-  out.resize(msg_size);
-  kj::ArrayOutputStream output_stream(kj::ArrayPtr<capnp::byte>((unsigned char *)out.data(), msg_size));
-  capnp::writeMessage(output_stream, msg);
-}
-
-// Converts a vector of Cap'n Proto serialized can strings into a vector of CanData structures.
-void can_capnp_to_can_list_cpp(const std::vector<std::string> &strings, std::vector<CanData> &can_list, bool sendcan) {
-  AlignedBuffer aligned_buf;
-  can_list.reserve(strings.size());
-
-  for (const auto &str : strings) {
-    // extract the messages
-    capnp::FlatArrayMessageReader reader(aligned_buf.align(str.data(), str.size()));
-    cereal::Event::Reader event = reader.getRoot<cereal::Event>();
-
-    auto frames = sendcan ? event.getSendcan() : event.getCan();
-
-    // Add new CanData entry
-    CanData &can_data = can_list.emplace_back();
-    can_data.nanos = event.getLogMonoTime();
-    can_data.frames.reserve(frames.size());
-
-    // Populate CAN frames
-    for (const auto &frame : frames) {
-      CanFrame &can_frame = can_data.frames.emplace_back();
-      can_frame.src = frame.getSrc();
-      can_frame.address = frame.getAddress();
-
-      // Copy CAN data
-      auto dat = frame.getDat();
-      can_frame.dat.assign(dat.begin(), dat.end());
-    }
-  }
-}

selfdrive/pandad/can_types.h

@@ -1,15 +0,0 @@
-#pragma once
-
-#include <vector>
-#include <cstdint>
-
-struct CanFrame {
-  long src;
-  uint32_t address;
-  std::vector<uint8_t> dat;
-};
-
-struct CanData {
-  uint64_t nanos;
-  std::vector<CanFrame> frames;
-};

selfdrive/pandad/pandad.cc

@@ -11,6 +11,7 @@
 
 #include "cereal/gen/cpp/car.capnp.h"
 #include "cereal/messaging/messaging.h"
+#include "cereal/services.h"
 #include "common/ratekeeper.h"
 #include "common/swaglog.h"
 #include "common/timing.h"
@@ -82,7 +83,7 @@ void can_send_thread(std::vector<Panda *> pandas, bool fake_send) {
 
   AlignedBuffer aligned_buf;
   std::unique_ptr<Context> context(Context::create());
-  std::unique_ptr<SubSocket> subscriber(SubSocket::create(context.get(), "sendcan"));
+  std::unique_ptr<SubSocket> subscriber(SubSocket::create(context.get(), "sendcan", "127.0.0.1", false, true, services.at("sendcan").queue_size));
   assert(subscriber != NULL);
   subscriber->setTimeout(100);
 

selfdrive/pandad/pandad_api_impl.py

@@ -0,0 +1,88 @@
+import time
+from cereal import log
+
+NO_TRAVERSAL_LIMIT = 2**64 - 1
+
+# Cache schema fields for faster access (avoids string lookup on each field access)
+_cached_reader_fields = None  # (address_field, dat_field, src_field) for reading
+_cached_writer_fields = None  # (address_field, dat_field, src_field) for writing
+
+
+def _get_reader_fields(schema):
+  """Get cached schema field objects for reading."""
+  global _cached_reader_fields
+  if _cached_reader_fields is None:
+    fields = schema.fields
+    _cached_reader_fields = (fields['address'], fields['dat'], fields['src'])
+  return _cached_reader_fields
+
+
+def _get_writer_fields(schema):
+  """Get cached schema field objects for writing."""
+  global _cached_writer_fields
+  if _cached_writer_fields is None:
+    fields = schema.fields
+    _cached_writer_fields = (fields['address'], fields['dat'], fields['src'])
+  return _cached_writer_fields
+
+
+def can_list_to_can_capnp(can_msgs, msgtype='can', valid=True):
+  """Convert list of CAN messages to Cap'n Proto serialized bytes.
+
+  Args:
+    can_msgs: List of tuples [(address, data_bytes, src), ...]
+    msgtype: 'can' or 'sendcan'
+    valid: Whether the event is valid
+
+  Returns:
+    Cap'n Proto serialized bytes
+  """
+  global _cached_writer_fields
+
+  dat = log.Event.new_message(valid=valid, logMonoTime=int(time.monotonic() * 1e9))
+  can_data = dat.init(msgtype, len(can_msgs))
+
+  # Cache schema fields on first call
+  if _cached_writer_fields is None and len(can_msgs) > 0:
+    _cached_writer_fields = _get_writer_fields(can_data[0].schema)
+
+  if _cached_writer_fields is not None:
+    addr_f, dat_f, src_f = _cached_writer_fields
+    for i, msg in enumerate(can_msgs):
+      f = can_data[i]
+      f._set_by_field(addr_f, msg[0])
+      f._set_by_field(dat_f, msg[1])
+      f._set_by_field(src_f, msg[2])
+
+  return dat.to_bytes()
+
+
+def can_capnp_to_list(strings, msgtype='can'):
+  """Convert Cap'n Proto serialized bytes to list of CAN messages.
+
+  Args:
+    strings: Tuple/list of serialized Cap'n Proto bytes
+    msgtype: 'can' or 'sendcan'
+
+  Returns:
+    List of tuples [(nanos, [(address, data, src), ...]), ...]
+  """
+  global _cached_reader_fields
+  result = []
+
+  for s in strings:
+    with log.Event.from_bytes(s, traversal_limit_in_words=NO_TRAVERSAL_LIMIT) as event:
+      frames = getattr(event, msgtype)
+
+      # Cache schema fields on first frame for faster access
+      if _cached_reader_fields is None and len(frames) > 0:
+        _cached_reader_fields = _get_reader_fields(frames[0].schema)
+
+      if _cached_reader_fields is not None:
+        addr_f, dat_f, src_f = _cached_reader_fields
+        frame_list = [(f._get_by_field(addr_f), f._get_by_field(dat_f), f._get_by_field(src_f)) for f in frames]
+      else:
+        frame_list = []
+
+      result.append((event.logMonoTime, frame_list))
+  return result

selfdrive/pandad/pandad_api_impl.pyx

@@ -1,56 +0,0 @@
-# distutils: language = c++
-# cython: language_level=3
-from cython.operator cimport dereference as deref, preincrement as preinc
-from libcpp.vector cimport vector
-from libcpp.string cimport string
-from libcpp cimport bool
-from libc.stdint cimport uint8_t, uint32_t, uint64_t
-
-cdef extern from "selfdrive/pandad/can_types.h":
-  cdef struct CanFrame:
-    long src
-    uint32_t address
-    vector[uint8_t] dat
-
-  cdef struct CanData:
-    uint64_t nanos
-    vector[CanFrame] frames
-
-cdef extern from "can_list_to_can_capnp.cc":
-  void can_list_to_can_capnp_cpp(const vector[CanFrame] &can_list, string &out, bool sendcan, bool valid) nogil
-  void can_capnp_to_can_list_cpp(const vector[string] &strings, vector[CanData] &can_data, bool sendcan)
-
-def can_list_to_can_capnp(can_msgs, msgtype='can', valid=True):
-  cdef CanFrame *f
-  cdef vector[CanFrame] can_list
-  cdef uint32_t cpp_can_msgs_len = len(can_msgs)
-
-  with nogil:
-    can_list.reserve(cpp_can_msgs_len)
-
-  for can_msg in can_msgs:
-    f = &(can_list.emplace_back())
-    f.address = can_msg[0]
-    f.dat = can_msg[1]
-    f.src = can_msg[2]
-
-  cdef string out
-  cdef bool is_sendcan = (msgtype == 'sendcan')
-  cdef bool is_valid = valid
-  with nogil:
-    can_list_to_can_capnp_cpp(can_list, out, is_sendcan, is_valid)
-  return out
-
-def can_capnp_to_list(strings, msgtype='can'):
-  cdef vector[CanData] data
-  can_capnp_to_can_list_cpp(strings, data, msgtype == 'sendcan')
-
-  result = []
-  cdef CanData *d
-  cdef vector[CanData].iterator it = data.begin()
-  while it != data.end():
-    d = &deref(it)
-    frames = [(f.address, (<char *>&f.dat[0])[:f.dat.size()], f.src) for f in d.frames]
-    result.append((d.nanos, frames))
-    preinc(it)
-  return result

selfdrive/selfdrived/alertmanager.py

@@ -13,7 +13,7 @@ with open(os.path.join(BASEDIR, "selfdrive/selfdrived/alerts_offroad.json")) as
   OFFROAD_ALERTS = json.load(f)
 
 
-def set_offroad_alert(alert: str, show_alert: bool, extra_text: str = None) -> None:
+def set_offroad_alert(alert: str, show_alert: bool, extra_text: str | None = None) -> None:
   if show_alert:
     a = copy.copy(OFFROAD_ALERTS[alert])
     a['extra'] = extra_text or ''

selfdrive/selfdrived/events.py

@@ -254,15 +254,6 @@ def below_steer_speed_alert(CP: car.CarParams, CS: car.CarState, sm: messaging.S
     Priority.LOW, VisualAlert.none, AudibleAlert.prompt, 0.4)
 
 
-def steer_saturated_alert(CP: car.CarParams, CS: car.CarState, sm: messaging.SubMaster, metric: bool, soft_disable_time: int, personality) -> Alert:
-  steer_text2 = "Steer Left" if sm['carControl'].actuators.torque > 0 else "Steer Right"
-  return Alert(
-    "Take Control",
-    steer_text2,
-    AlertStatus.userPrompt, AlertSize.mid,
-    Priority.LOW, VisualAlert.steerRequired, AudibleAlert.promptRepeat, 2.)
-
-
 def calibration_incomplete_alert(CP: car.CarParams, CS: car.CarState, sm: messaging.SubMaster, metric: bool, soft_disable_time: int, personality) -> Alert:
   first_word = 'Recalibrating' if sm['liveCalibration'].calStatus == log.LiveCalibrationData.Status.recalibrating else 'Calibrating'
   return Alert(
@@ -486,6 +477,15 @@ EVENTS: dict[int, dict[str, Alert | AlertCallbackType]] = {
     ET.NO_ENTRY: NoEntryAlert("Stock AEB: Risk of Collision"),
   },
 
+  EventName.stockLkas: {
+    ET.PERMANENT: Alert(
+      "TAKE CONTROL",
+      "Stock LKAS: Lane Departure Detected",
+      AlertStatus.critical, AlertSize.full,
+      Priority.HIGH, VisualAlert.fcw, AudibleAlert.none, 2.),
+    ET.NO_ENTRY: NoEntryAlert("Stock LKAS: Lane Departure Detected"),
+  },
+
   EventName.fcw: {
     ET.PERMANENT: Alert(
       "BRAKE!",
@@ -941,13 +941,13 @@ EVENTS: dict[int, dict[str, Alert | AlertCallbackType]] = {
   # - CAN data is received, but some message are not received at the right frequency
   # If you're not writing a new car port, this is usually cause by faulty wiring
   EventName.canError: {
-    ET.IMMEDIATE_DISABLE: ImmediateDisableAlert("CAN Error"),
+    ET.IMMEDIATE_DISABLE: ImmediateDisableAlert("Unknown Vehicle Variant"),
     ET.PERMANENT: Alert(
-      "CAN Error: Check Connections",
+      "Unknown Vehicle Variant",
       "",
       AlertStatus.normal, AlertSize.small,
       Priority.LOW, VisualAlert.none, AudibleAlert.none, 1., creation_delay=1.),
-    ET.NO_ENTRY: NoEntryAlert("CAN Error: Check Connections"),
+    ET.NO_ENTRY: NoEntryAlert("Unknown Vehicle Variant"),
   },
 
   EventName.canBusMissing: {
@@ -1075,7 +1075,11 @@ if HARDWARE.get_device_type() == 'mici':
         Priority.LOW, VisualAlert.none, AudibleAlert.prompt, .1),
     },
     EventName.steerSaturated: {
-      ET.WARNING: steer_saturated_alert,
+      ET.WARNING: Alert(
+        "take control",
+        "turn exceeds limit",
+        AlertStatus.userPrompt, AlertSize.mid,
+        Priority.LOW, VisualAlert.steerRequired, AudibleAlert.promptRepeat, 2.),
     },
     EventName.calibrationIncomplete: {
       ET.PERMANENT: calibration_incomplete_alert,

selfdrive/test/fuzzy_generation.py

@@ -44,7 +44,7 @@ class FuzzyGenerator:
     except capnp.lib.capnp.KjException:
       return self.generate_struct(field.schema)
 
-  def generate_struct(self, schema: capnp.lib.capnp._StructSchema, event: str = None) -> st.SearchStrategy[dict[str, Any]]:
+  def generate_struct(self, schema: capnp.lib.capnp._StructSchema, event: str | None = None) -> st.SearchStrategy[dict[str, Any]]:
     single_fill: tuple[str, ...] = (event,) if event else (self.draw(st.sampled_from(schema.union_fields)),) if schema.union_fields else ()
     fields_to_generate = schema.non_union_fields + single_fill
     return st.fixed_dictionaries({field: self.generate_field(schema.fields[field]) for field in fields_to_generate if not field.endswith('DEPRECATED')})

selfdrive/test/process_replay/migration.py

@@ -1,5 +1,6 @@
 from collections import defaultdict
 from collections.abc import Callable
+from typing import cast
 import capnp
 import functools
 import traceback
@@ -67,7 +68,7 @@ def migrate(lr: LogIterable, migration_funcs: list[MigrationFunc]):
     if migration.product in grouped: # skip if product already exists
       continue
 
-    sorted_indices = sorted(ii for i in migration.inputs for ii in grouped[i])
+    sorted_indices = sorted(ii for i in cast(list[str], migration.inputs) for ii in grouped.get(i, []))
     msg_gen = [(i, lr[i]) for i in sorted_indices]
     r_ops, a_ops, d_ops = migration(msg_gen)
     replace_ops.extend(r_ops)

selfdrive/test/process_replay/process_replay.py

@@ -610,9 +610,9 @@ def replay_process_with_name(name: str | Iterable[str], lr: LogIterable, *args,
 
 
 def replay_process(
-  cfg: ProcessConfig | Iterable[ProcessConfig], lr: LogIterable, frs: dict[str, FrameReader] = None,
-  fingerprint: str = None, return_all_logs: bool = False, custom_params: dict[str, Any] = None,
-  captured_output_store: dict[str, dict[str, str]] = None, disable_progress: bool = False
+  cfg: ProcessConfig | Iterable[ProcessConfig], lr: LogIterable, frs: dict[str, FrameReader] | None = None,
+  fingerprint: str | None = None, return_all_logs: bool = False, custom_params: dict[str, Any] | None = None,
+  captured_output_store: dict[str, dict[str, str]] | None = None, disable_progress: bool = False
 ) -> list[capnp._DynamicStructReader]:
   if isinstance(cfg, Iterable):
     cfgs = list(cfg)

selfdrive/test/process_replay/ref_commit

@@ -1 +1 @@
-e0ad86508edb61b3eaa1b84662c515d2c3368295
+77951c4ccd0916b87c8dfda9faa33cd2d5d2cc11

selfdrive/test/process_replay/regen.py

@@ -16,7 +16,7 @@ from openpilot.tools.lib.openpilotci import get_url
 
 
 def regen_segment(
-  lr: LogIterable, frs: dict[str, Any] = None,
+  lr: LogIterable, frs: dict[str, Any] | None = None,
   processes: Iterable[ProcessConfig] = CONFIGS, disable_tqdm: bool = False
 ) -> list[capnp._DynamicStructReader]:
   all_msgs = sorted(lr, key=lambda m: m.logMonoTime)

selfdrive/test/process_replay/test_processes.py

@@ -44,7 +44,8 @@ segments = [
   ("HYUNDAI", "regenAA0FC4ED71E|2025-04-08--22-57-50--0"),
   ("HYUNDAI2", "regenAFB9780D823|2025-04-08--23-00-34--0"),
   ("TOYOTA", "regen218A4DCFAA1|2025-04-08--22-57-51--0"),
-  ("TOYOTA2", "regen107352E20EB|2025-04-08--22-57-46--0"),
+  # TODO: get new RAV4 route without enableDsu
+  # ("TOYOTA2", "regen107352E20EB|2025-04-08--22-57-46--0"),
   ("TOYOTA3", "regen1455E3B4BDF|2025-04-09--03-26-06--0"),
   ("HONDA", "regenB328FF8BA0A|2025-04-08--22-57-45--0"),
   ("HONDA2", "regen6170C8C9A35|2025-04-08--22-57-46--0"),

selfdrive/test/test_onroad.py

@@ -121,6 +121,7 @@ class TestOnroad:
     params.put_bool("RecordFront", True)
     set_params_enabled()
     os.environ['REPLAY'] = '1'
+    os.environ['MSGQ_PREALLOC'] = '1'
     os.environ['TESTING_CLOSET'] = '1'
     if os.path.exists(Paths.log_root()):
       shutil.rmtree(Paths.log_root())
@@ -283,11 +284,12 @@ class TestOnroad:
     print("------------------------------------------------")
     offset = int(SERVICE_LIST['deviceState'].frequency * LOG_OFFSET)
     mems = [m.deviceState.memoryUsagePercent for m in self.msgs['deviceState'][offset:]]
-    print("Memory usage: ", mems)
+    print("Overall memory usage: ", mems)
+    print("MSGQ (/dev/shm/) usage: ", subprocess.check_output(["du", "-hs", "/dev/shm"]).split()[0].decode())
 
     # check for big leaks. note that memory usage is
     # expected to go up while the MSGQ buffers fill up
-    assert np.average(mems) <= 85, "Average memory usage above 85%"
+    assert np.average(mems) <= 80, "Average memory usage too high"
     assert np.max(np.diff(mems)) <= 4, "Max memory increase too high"
     assert np.average(np.diff(mems)) <= 1, "Average memory increase too high"
 

selfdrive/test/update_ci_routes.py

@@ -19,7 +19,7 @@ SOURCES: list[AzureContainer] = [
 
 DEST = OpenpilotCIContainer
 
-def upload_route(path: str, exclude_patterns: Iterable[str] = None) -> None:
+def upload_route(path: str, exclude_patterns: Iterable[str] | None = None) -> None:
   if exclude_patterns is None:
     exclude_patterns = [r'dcamera\.hevc']
 

selfdrive/ui/layouts/home.py

@@ -39,7 +39,7 @@ class HomeLayout(Widget):
 
     self.current_state = HomeLayoutState.HOME
     self.last_refresh = 0
-    self.settings_callback: callable | None = None
+    self.settings_callback: Callable[[], None] | None = None
 
     self.update_available = False
     self.alert_count = 0

selfdrive/ui/layouts/settings/settings.py

@@ -145,20 +145,18 @@ class SettingsLayout(Widget):
     if panel.instance:
       panel.instance.render(content_rect)
 
-  def _handle_mouse_release(self, mouse_pos: MousePos) -> bool:
+  def _handle_mouse_release(self, mouse_pos: MousePos) -> None:
     # Check close button
     if rl.check_collision_point_rec(mouse_pos, self._close_btn_rect):
       if self._close_callback:
         self._close_callback()
-      return True
+      return
 
     # Check navigation buttons
     for panel_type, panel_info in self._panels.items():
       if rl.check_collision_point_rec(mouse_pos, panel_info.button_rect):
         self.set_current_panel(panel_type)
-        return True
-
-    return False
+        return
 
   def set_current_panel(self, panel_type: PanelType):
     if panel_type != self._current_panel:

selfdrive/ui/lib/prime_state.py

@@ -1,5 +1,6 @@
 from enum import IntEnum
 import os
+import requests
 import threading
 import time
 
@@ -29,6 +30,7 @@ class PrimeState:
   def __init__(self):
     self._params = Params()
     self._lock = threading.Lock()
+    self._session = requests.Session()  # reuse session to reduce SSL handshake overhead
     self.prime_type: PrimeType = self._load_initial_state()
 
     self._running = False
@@ -50,7 +52,7 @@ class PrimeState:
 
     try:
       identity_token = get_token(dongle_id)
-      response = api_get(f"v1.1/devices/{dongle_id}", timeout=self.API_TIMEOUT, access_token=identity_token)
+      response = api_get(f"v1.1/devices/{dongle_id}", timeout=self.API_TIMEOUT, access_token=identity_token, session=self._session)
       if response.status_code == 200:
         data = response.json()
         is_paired = data.get("is_paired", False)

selfdrive/ui/mici/layouts/onboarding.py

@@ -1,11 +1,14 @@
 from enum import IntEnum
-from collections.abc import Callable
 
 import weakref
+import math
+import numpy as np
 import pyray as rl
+from openpilot.common.filter_simple import FirstOrderFilter
+from openpilot.system.hardware import HARDWARE
 from openpilot.system.ui.lib.application import FontWeight, gui_app
 from openpilot.system.ui.widgets import Widget
-from openpilot.system.ui.widgets.button import SmallButton
+from openpilot.system.ui.widgets.button import SmallButton, SmallCircleIconButton
 from openpilot.system.ui.widgets.label import UnifiedLabel
 from openpilot.system.ui.widgets.slider import SmallSlider
 from openpilot.system.ui.mici_setup import TermsHeader, TermsPage as SetupTermsPage
@@ -24,11 +27,12 @@ class OnboardingState(IntEnum):
 
 
 class DriverCameraSetupDialog(DriverCameraDialog):
-  def __init__(self, confirm_callback: Callable):
+  def __init__(self):
     super().__init__(no_escape=True)
-    self.driver_state_renderer = DriverStateRenderer(confirm_mode=True, confirm_callback=confirm_callback)
-    self.driver_state_renderer.set_rect(rl.Rectangle(0, 0, 200, 200))
+    self.driver_state_renderer = DriverStateRenderer(inset=True)
+    self.driver_state_renderer.set_rect(rl.Rectangle(0, 0, 120, 120))
     self.driver_state_renderer.load_icons()
+    self.driver_state_renderer.set_force_active(True)
 
   def _render(self, rect):
     rl.begin_scissor_mode(int(rect.x), int(rect.y), int(rect.width), int(rect.height))
@@ -41,15 +45,15 @@ class DriverCameraSetupDialog(DriverCameraDialog):
       return -1
 
     # Position dmoji on opposite side from driver
-    # TODO: we don't have design for RHD yet
-    is_rhd = False
-    driver_state_rect = (
-      rect.x if is_rhd else rect.x + rect.width - self.driver_state_renderer.rect.width,
-      rect.y + (rect.height - self.driver_state_renderer.rect.height) / 2,
+    is_rhd = self.driver_state_renderer.is_rhd
+    self.driver_state_renderer.set_position(
+      rect.x + 8 if is_rhd else rect.x + rect.width - self.driver_state_renderer.rect.width - 8,
+      rect.y + 8,
     )
-    self.driver_state_renderer.set_position(*driver_state_rect)
     self.driver_state_renderer.render()
 
+    self._draw_face_detection(rect)
+
     rl.end_scissor_mode()
     return -1
 
@@ -88,18 +92,54 @@ class TrainingGuidePreDMTutorial(SetupTermsPage):
     ))
 
 
+class DMBadFaceDetected(SetupTermsPage):
+  def __init__(self, continue_callback, back_callback):
+    super().__init__(continue_callback, back_callback, continue_text="power off")
+    self._title_header = TermsHeader("make sure comma four can see your face", gui_app.texture("icons_mici/setup/orange_dm.png", 60, 60))
+    self._dm_label = UnifiedLabel("Re-mount if your face is occluded or driver monitoring has difficulty tracking your face.", 42, FontWeight.ROMAN)
+
+  @property
+  def _content_height(self):
+    return self._dm_label.rect.y + self._dm_label.rect.height - self._scroll_panel.get_offset()
+
+  def _render_content(self, scroll_offset):
+    self._title_header.render(rl.Rectangle(
+      self._rect.x + 16,
+      self._rect.y + 16 + scroll_offset,
+      self._title_header.rect.width,
+      self._title_header.rect.height,
+    ))
+
+    self._dm_label.render(rl.Rectangle(
+      self._rect.x + 16,
+      self._title_header.rect.y + self._title_header.rect.height + 16,
+      self._rect.width - 32,
+      self._dm_label.get_content_height(int(self._rect.width - 32)),
+    ))
+
+
 class TrainingGuideDMTutorial(Widget):
+  PROGRESS_DURATION = 4
+  LOOKING_THRESHOLD_DEG = 30.0
+
   def __init__(self, continue_callback):
     super().__init__()
-    self._title_header = TermsHeader("fill the circle to continue", gui_app.texture("icons_mici/setup/green_dm.png", 60, 60))
+    self._back_button = SmallCircleIconButton(gui_app.texture("icons_mici/setup/driver_monitoring/dm_question.png", 48, 48))
+    self._back_button.set_click_callback(self._show_bad_face_page)
+    self._good_button = SmallCircleIconButton(gui_app.texture("icons_mici/setup/driver_monitoring/dm_check.png", 48, 35))
 
     # Wrap the continue callback to restore settings
     def wrapped_continue_callback():
       device.set_offroad_brightness(None)
-      device.reset_interactive_timeout()
       continue_callback()
 
-    self._dialog = DriverCameraSetupDialog(wrapped_continue_callback)
+    self._good_button.set_click_callback(wrapped_continue_callback)
+    self._good_button.set_enabled(False)
+
+    self._progress = FirstOrderFilter(0.0, 0.5, 1 / gui_app.target_fps)
+    self._dialog = DriverCameraSetupDialog()
+    self._bad_face_page = DMBadFaceDetected(HARDWARE.shutdown, self._hide_bad_face_page)
+    self._should_show_bad_face_page = False
 
     # Disable driver monitoring model when device times out for inactivity
     def inactivity_callback():
@@ -107,30 +147,113 @@ class TrainingGuideDMTutorial(Widget):
 
     device.add_interactive_timeout_callback(inactivity_callback)
 
+  def _show_bad_face_page(self):
+    self._bad_face_page.show_event()
+    self.hide_event()
+    self._should_show_bad_face_page = True
+
+  def _hide_bad_face_page(self):
+    self._bad_face_page.hide_event()
+    self.show_event()
+    self._should_show_bad_face_page = False
+
   def show_event(self):
     super().show_event()
     self._dialog.show_event()
+    self._progress.x = 0.0
 
     device.set_offroad_brightness(100)
-    device.reset_interactive_timeout(300)  # 5 minutes
 
   def _update_state(self):
     super()._update_state()
-    if device.awake:
-      ui_state.params.put_bool("IsDriverViewEnabled", True)
+    if device.awake and not ui_state.params.get_bool("IsDriverViewEnabled"):
+      ui_state.params.put_bool_nonblocking("IsDriverViewEnabled", True)
+
+    sm = ui_state.sm
+    if sm.recv_frame.get("driverMonitoringState", 0) == 0:
+      return
+
+    dm_state = sm["driverMonitoringState"]
+    driver_data = self._dialog.driver_state_renderer.get_driver_data()
+
+    if len(driver_data.faceOrientation) == 3:
+      pitch, yaw, _ = driver_data.faceOrientation
+      looking_center = abs(math.degrees(pitch)) < self.LOOKING_THRESHOLD_DEG and abs(math.degrees(yaw)) < self.LOOKING_THRESHOLD_DEG
+    else:
+      looking_center = False
+
+    # stay at 100% once reached
+    if (dm_state.faceDetected and looking_center) or self._progress.x > 0.99:
+      slow = self._progress.x < 0.25
+      duration = self.PROGRESS_DURATION * 2 if slow else self.PROGRESS_DURATION
+      self._progress.x += 1.0 / (duration * gui_app.target_fps)
+      self._progress.x = min(1.0, self._progress.x)
+    else:
+      self._progress.update(0.0)
+
+    self._good_button.set_enabled(self._progress.x >= 0.999)
 
   def _render(self, _):
+    if self._should_show_bad_face_page:
+      return self._bad_face_page.render(self._rect)
+
     self._dialog.render(self._rect)
 
-    rl.draw_rectangle_gradient_v(int(self._rect.x), int(self._rect.y + self._rect.height - self._title_header.rect.height * 1.5 - 32),
-                                 int(self._rect.width), int(self._title_header.rect.height * 1.5 + 32),
-                                 rl.BLANK, rl.Color(0, 0, 0, 150))
-    self._title_header.render(rl.Rectangle(
-      self._rect.x + 16,
-      self._rect.y + self._rect.height - self._title_header.rect.height - 16,
-      self._title_header.rect.width,
-      self._title_header.rect.height,
-    ))
+    rl.draw_rectangle_gradient_v(int(self._rect.x), int(self._rect.y + self._rect.height - 80),
+                                 int(self._rect.width), 80, rl.BLANK, rl.BLACK)
+
+    # draw white ring around dm icon to indicate progress
+    ring_thickness = 8
+
+    # DM icon is 120x120, positioned on opposite side from driver
+    dm_size = 120
+    is_rhd = self._dialog.driver_state_renderer._is_rhd
+    dm_center_x = (self._rect.x + dm_size / 2 + 8) if is_rhd else (self._rect.x + self._rect.width - dm_size / 2 - 8)
+    dm_center_y = self._rect.y + dm_size / 2 + 8
+    icon_edge_radius = dm_size / 2
+    outer_radius = icon_edge_radius + 1  # 2px outward from icon edge
+    inner_radius = outer_radius - ring_thickness  # Inset by ring_thickness
+    start_angle = 90.0  # Start from bottom
+    end_angle = start_angle + self._progress.x * 360.0  # Clockwise
+
+    # Fade in alpha
+    current_angle = end_angle - start_angle
+    alpha = int(np.interp(current_angle, [0.0, 45.0], [0, 255]))
+
+    # White to green
+    color_t = np.clip(np.interp(current_angle, [45.0, 360.0], [0.0, 1.0]), 0.0, 1.0)
+    r = int(np.interp(color_t, [0.0, 1.0], [255, 0]))
+    g = int(np.interp(color_t, [0.0, 1.0], [255, 255]))
+    b = int(np.interp(color_t, [0.0, 1.0], [255, 64]))
+    ring_color = rl.Color(r, g, b, alpha)
+
+    rl.draw_ring(
+      rl.Vector2(dm_center_x, dm_center_y),
+      inner_radius,
+      outer_radius,
+      start_angle,
+      end_angle,
+      36,
+      ring_color,
+    )
+
+    if self._dialog._camera_view.frame:
+      self._back_button.render(rl.Rectangle(
+        self._rect.x + 8,
+        self._rect.y + self._rect.height - self._back_button.rect.height,
+        self._back_button.rect.width,
+        self._back_button.rect.height,
+      ))
+
+      self._good_button.render(rl.Rectangle(
+        self._rect.x + self._rect.width - self._good_button.rect.width - 8,
+        self._rect.y + self._rect.height - self._good_button.rect.height,
+        self._good_button.rect.width,
+        self._good_button.rect.height,
+      ))
+
+    # rounded border
+    rl.draw_rectangle_rounded_lines_ex(self._rect, 0.2 * 1.02, 10, 50, rl.BLACK)
 
 
 class TrainingGuideRecordFront(SetupTermsPage):
@@ -223,6 +346,14 @@ class TrainingGuide(Widget):
       TrainingGuideRecordFront(continue_callback=on_continue),
     ]
 
+  def show_event(self):
+    super().show_event()
+    device.set_override_interactive_timeout(300)
+
+  def hide_event(self):
+    super().hide_event()
+    device.set_override_interactive_timeout(None)
+
   def _advance_step(self):
     if self._step < len(self._steps) - 1:
       self._step += 1
@@ -319,6 +450,14 @@ class OnboardingWindow(Widget):
     self._training_guide = TrainingGuide(completed_callback=self._on_completed_training)
     self._decline_page = DeclinePage(back_callback=self._on_decline_back)
 
+  def show_event(self):
+    super().show_event()
+    device.set_override_interactive_timeout(300)
+
+  def hide_event(self):
+    super().hide_event()
+    device.set_override_interactive_timeout(None)
+
   @property
   def completed(self) -> bool:
     return self._accepted_terms and self._training_done

selfdrive/ui/mici/layouts/settings/firehose.py

@@ -1,3 +1,4 @@
+import requests
 import threading
 import time
 import pyray as rl
@@ -44,6 +45,7 @@ class FirehoseLayoutBase(Widget):
   def __init__(self):
     super().__init__()
     self._params = Params()
+    self._session = requests.Session()  # reuse session to reduce SSL handshake overhead
     self._segment_count = self._get_segment_count()
 
     self._scroll_panel = GuiScrollPanel2(horizontal=False)
@@ -203,7 +205,7 @@ class FirehoseLayoutBase(Widget):
       if not dongle_id or dongle_id == UNREGISTERED_DONGLE_ID:
         return
       identity_token = get_token(dongle_id)
-      response = api_get(f"v1/devices/{dongle_id}/firehose_stats", access_token=identity_token)
+      response = api_get(f"v1/devices/{dongle_id}/firehose_stats", access_token=identity_token, session=self._session)
       if response.status_code == 200:
         data = response.json()
         self._segment_count = data.get("firehose", 0)

selfdrive/ui/mici/layouts/settings/network/__init__.py

@@ -171,6 +171,8 @@ class NetworkLayoutMici(NavWidget):
       }.get(self._wifi_manager.current_network_metered, 'default'))
 
   def _switch_to_panel(self, panel_type: NetworkPanelType):
+    if panel_type == NetworkPanelType.WIFI:
+      self._wifi_ui.show_event()
     self._current_panel = panel_type
 
   def _render(self, rect: rl.Rectangle):

selfdrive/ui/mici/layouts/settings/network/wifi_ui.py

@@ -36,8 +36,6 @@ class WifiIcon(Widget):
     super().__init__()
     self.set_rect(rl.Rectangle(0, 0, 89, 64))
 
-    self._wifi_slash_txt = gui_app.texture("icons_mici/settings/network/wifi_strength_slash.png", 89, 64)
-    self._wifi_none_txt = gui_app.texture("icons_mici/settings/network/wifi_strength_none.png", 89, 64)
     self._wifi_low_txt = gui_app.texture("icons_mici/settings/network/wifi_strength_low.png", 89, 64)
     self._wifi_medium_txt = gui_app.texture("icons_mici/settings/network/wifi_strength_medium.png", 89, 64)
     self._wifi_full_txt = gui_app.texture("icons_mici/settings/network/wifi_strength_full.png", 89, 64)
@@ -57,17 +55,13 @@ class WifiIcon(Widget):
       return
 
     # Determine which wifi strength icon to use
-    strength = round(self._network.strength / 100 * 4)
-    if strength == 4:
+    strength = round(self._network.strength / 100 * 2)
+    if strength == 2:
       strength_icon = self._wifi_full_txt
-    elif strength == 3:
+    elif strength == 1:
       strength_icon = self._wifi_medium_txt
-    elif strength == 2:
-      strength_icon = self._wifi_low_txt
-    elif self._network.strength < 0:
-      strength_icon = self._wifi_slash_txt
     else:
-      strength_icon = self._wifi_none_txt
+      strength_icon = self._wifi_low_txt
 
     icon_x = int(self._rect.x + (self._rect.width - strength_icon.width * self._scale) // 2)
     icon_y = int(self._rect.y + (self._rect.height - strength_icon.height * self._scale) // 2)
@@ -83,8 +77,6 @@ class WifiIcon(Widget):
 
 class WifiItem(BigDialogOptionButton):
   LEFT_MARGIN = 20
-  HEIGHT = 54
-  SELECTED_HEIGHT = 74
 
   def __init__(self, network: Network):
     super().__init__(network.ssid)
@@ -97,10 +89,6 @@ class WifiItem(BigDialogOptionButton):
     self._wifi_icon = WifiIcon()
     self._wifi_icon.set_current_network(network)
 
-  def set_selected(self, selected: bool):
-    super().set_selected(selected)
-    self._rect.height = self.SELECTED_HEIGHT if selected else self.HEIGHT
-
   def set_current_network(self, network: Network):
     self._network = network
     self._wifi_icon.set_current_network(network)
@@ -120,11 +108,11 @@ class WifiItem(BigDialogOptionButton):
     ))
 
     if self._selected:
-      self._label.set_font_size(74)
+      self._label.set_font_size(self.SELECTED_HEIGHT)
       self._label.set_color(rl.Color(255, 255, 255, int(255 * 0.9)))
       self._label.set_font_weight(FontWeight.DISPLAY)
     else:
-      self._label.set_font_size(54)
+      self._label.set_font_size(self.HEIGHT)
       self._label.set_color(rl.Color(255, 255, 255, int(255 * 0.58)))
       self._label.set_font_weight(FontWeight.DISPLAY_REGULAR)
 
@@ -322,6 +310,9 @@ class NetworkInfoPage(NavWidget):
 
 
 class WifiUIMici(BigMultiOptionDialog):
+  # Wait this long after user interacts with widget to update network list
+  INACTIVITY_TIMEOUT = 1
+
   def __init__(self, wifi_manager: WifiManager, back_callback: Callable):
     super().__init__([], None, None, right_btn_callback=None)
 
@@ -330,7 +321,6 @@ class WifiUIMici(BigMultiOptionDialog):
 
     self._network_info_page = NetworkInfoPage(wifi_manager, self._connect_to_network, self._forget_network, self._open_network_manage_page)
     self._network_info_page.set_connecting(lambda: self._connecting)
-    self._should_open_network_info_page = False  # wait for scroll_to animation
 
     self._loading_animation = LoadingAnimation()
 
@@ -338,6 +328,10 @@ class WifiUIMici(BigMultiOptionDialog):
     self._connecting: str | None = None
     self._networks: dict[str, Network] = {}
 
+    # widget state
+    self._last_interaction_time = -float('inf')
+    self._restore_selection = False
+
     self._wifi_manager.add_callbacks(
       need_auth=self._on_need_auth,
       activated=self._on_activated,
@@ -350,18 +344,12 @@ class WifiUIMici(BigMultiOptionDialog):
     # Call super to prepare scroller; selection scroll is handled dynamically
     super().show_event()
     self._wifi_manager.set_active(True)
-    self._scroller.show_event()
+    self._last_interaction_time = -float('inf')
 
   def hide_event(self):
     super().hide_event()
     self._wifi_manager.set_active(False)
 
-  def _update_state(self):
-    super()._update_state()
-    if self._should_open_network_info_page:
-      self._should_open_network_info_page = False
-      self._open_network_manage_page()
-
   def _open_network_manage_page(self, result=None):
     self._network_info_page.update_networks(self._networks)
     gui_app.set_modal_overlay(self._network_info_page)
@@ -380,6 +368,10 @@ class WifiUIMici(BigMultiOptionDialog):
     self._network_info_page.update_networks(self._networks)
 
   def _update_buttons(self):
+    # Don't update buttons while user is actively interacting
+    if rl.get_time() - self._last_interaction_time < self.INACTIVITY_TIMEOUT:
+      return
+
     for network in self._networks.values():
       # pop and re-insert to eliminate stuttering on update (prevents position lost for a frame)
       network_button_idx = next((i for i, btn in enumerate(self._scroller._items) if btn.option == network.ssid), None)
@@ -390,23 +382,27 @@ class WifiUIMici(BigMultiOptionDialog):
       else:
         network_button = WifiItem(network)
 
-        def show_network_info_page(_network):
-          self._network_info_page.set_current_network(_network)
-          self._should_open_network_info_page = True
-
-        network_button.set_click_callback(lambda _net=network, _button=network_button: _button._selected and show_network_info_page(_net))
-
-      self.add_button(network_button)
+      self._scroller.add_widget(network_button)
 
     # remove networks no longer present
     self._scroller._items[:] = [btn for btn in self._scroller._items if btn.option in self._networks]
 
+    # try to restore previous selection to prevent jumping from adding/removing/reordering buttons
+    self._restore_selection = True
+
   def _connect_with_password(self, ssid: str, password: str):
     if password:
       self._connecting = ssid
       self._wifi_manager.connect_to_network(ssid, password)
       self._update_buttons()
 
+  def _on_option_selected(self, option: str):
+    super()._on_option_selected(option)
+
+    if option in self._networks:
+      self._network_info_page.set_current_network(self._networks[option])
+      self._open_network_manage_page()
+
   def _connect_to_network(self, ssid: str):
     network = self._networks.get(ssid)
     if network is None:
@@ -440,7 +436,19 @@ class WifiUIMici(BigMultiOptionDialog):
   def _on_disconnected(self):
     self._connecting = None
 
+  def _update_state(self):
+    super()._update_state()
+    if self.is_pressed:
+      self._last_interaction_time = rl.get_time()
+
   def _render(self, _):
+    # Update Scroller layout and restore current selection whenever buttons are updated, before first render
+    current_selection = self.get_selected_option()
+    if self._restore_selection and current_selection in self._networks:
+      self._scroller._layout()
+      BigMultiOptionDialog._on_option_selected(self, current_selection)
+      self._restore_selection = None
+
     super()._render(_)
 
     if not self._networks:

selfdrive/ui/mici/layouts/settings/toggles.py

@@ -78,13 +78,13 @@ class TogglesLayoutMici(NavWidget):
     # CP gating for experimental mode
     if ui_state.CP is not None:
       if ui_state.has_longitudinal_control:
-        self._experimental_btn.set_enabled(True)
-        self._personality_toggle.set_enabled(True)
+        self._experimental_btn.set_visible(True)
+        self._personality_toggle.set_visible(True)
       else:
         # no long for now
-        self._experimental_btn.set_enabled(False)
+        self._experimental_btn.set_visible(False)
         self._experimental_btn.set_checked(False)
-        self._personality_toggle.set_enabled(False)
+        self._personality_toggle.set_visible(False)
         ui_state.params.remove("ExperimentalMode")
 
     # Refresh toggles from params to mirror external changes

selfdrive/ui/mici/onroad/driver_camera_dialog.py

@@ -51,14 +51,14 @@ class DriverCameraDialog(NavWidget):
     super().show_event()
     ui_state.params.put_bool("IsDriverViewEnabled", True)
     self._publish_alert_sound(None)
-    device.reset_interactive_timeout(300)
+    device.set_override_interactive_timeout(300)
     ui_state.params.remove("DriverTooDistracted")
     self._pm = messaging.PubMaster(['selfdriveState'])
 
   def hide_event(self):
     super().hide_event()
     ui_state.params.put_bool("IsDriverViewEnabled", False)
-    device.reset_interactive_timeout()
+    device.set_override_interactive_timeout(None)
 
   def _handle_mouse_release(self, _):
     ui_state.params.remove("DriverTooDistracted")
@@ -89,12 +89,13 @@ class DriverCameraDialog(NavWidget):
       self._publish_alert_sound(None)
       return -1
 
-    self._draw_face_detection(rect)
+    driver_data = self._draw_face_detection(rect)
+    if driver_data is not None:
+      self._draw_eyes(rect, driver_data)
 
     # Position dmoji on opposite side from driver
-    dm_state = ui_state.sm["driverMonitoringState"]
     driver_state_rect = (
-      rect.x if dm_state.isRHD else rect.x + rect.width - self.driver_state_renderer.rect.width,
+      rect.x if self.driver_state_renderer.is_rhd else rect.x + rect.width - self.driver_state_renderer.rect.width,
       rect.y + (rect.height - self.driver_state_renderer.rect.height) / 2,
     )
     self.driver_state_renderer.set_position(*driver_state_rect)
@@ -138,7 +139,7 @@ class DriverCameraDialog(NavWidget):
 
     # Show first event (only one should be active at a time)
     event_name_str = str(dm_state.events[0].name).split('.')[-1]
-    alignment = rl.GuiTextAlignment.TEXT_ALIGN_RIGHT if dm_state.isRHD else rl.GuiTextAlignment.TEXT_ALIGN_LEFT
+    alignment = rl.GuiTextAlignment.TEXT_ALIGN_RIGHT if self.driver_state_renderer.is_rhd else rl.GuiTextAlignment.TEXT_ALIGN_LEFT
 
     shadow_rect = rl.Rectangle(rect.x + 2, rect.y + 2, rect.width, rect.height)
     gui_label(shadow_rect, event_name_str, font_size=40, font_weight=FontWeight.BOLD,
@@ -159,12 +160,10 @@ class DriverCameraDialog(NavWidget):
     if self._glasses_texture is None:
       self._glasses_texture = gui_app.texture("icons_mici/onroad/glasses.png", self._glasses_size, self._glasses_size)
 
-  def _draw_face_detection(self, rect: rl.Rectangle) -> None:
-    driver_state = ui_state.sm["driverStateV2"]
-    is_rhd = driver_state.wheelOnRightProb > 0.5
-    driver_data = driver_state.rightDriverData if is_rhd else driver_state.leftDriverData
-    face_detect = driver_data.faceProb > 0.7
-    if not face_detect:
+  def _draw_face_detection(self, rect: rl.Rectangle):
+    dm_state = ui_state.sm["driverMonitoringState"]
+    driver_data = self.driver_state_renderer.get_driver_data()
+    if not dm_state.faceDetected:
       return
 
     # Get face position and orientation
@@ -188,7 +187,7 @@ class DriverCameraDialog(NavWidget):
     scale_y = rect.height / 1080.0
     fbox_x = rect.x + rect.width / 2 + offset_x * scale_x
     fbox_y = rect.y + rect.height / 2 + offset_y * scale_y
-    box_size = 50
+    box_size = 75
     line_thickness = 3
 
     line_color = rl.Color(255, 255, 255, int(alpha * 255))
@@ -199,7 +198,9 @@ class DriverCameraDialog(NavWidget):
       line_thickness,
       line_color,
     )
+    return driver_data
 
+  def _draw_eyes(self, rect: rl.Rectangle, driver_data):
     # Draw eye indicators based on eye probabilities
     eye_offset_x = 10
     eye_offset_y = 10

selfdrive/ui/mici/onroad/driver_state.py

@@ -1,9 +1,7 @@
 import pyray as rl
-from collections.abc import Callable
 import numpy as np
 import math
 from cereal import log
-from openpilot.system.hardware import PC
 from openpilot.common.filter_simple import FirstOrderFilter
 from openpilot.system.ui.lib.application import gui_app
 from openpilot.system.ui.widgets import Widget
@@ -22,15 +20,11 @@ class DriverStateRenderer(Widget):
   LINES_ANGLE_INCREMENT = 5
   LINES_STALE_ANGLES = 3.0  # seconds
 
-  def __init__(self, lines: bool = False, confirm_mode: bool = False, confirm_callback: Callable | None = None):
+  def __init__(self, lines: bool = False, inset: bool = False):
     super().__init__()
     self.set_rect(rl.Rectangle(0, 0, self.BASE_SIZE, self.BASE_SIZE))
-    self._lines = lines or confirm_mode
-
-    # In confirm mode, user must fill out the circle to confirm some action in the UI
-    self._confirm_mode = confirm_mode
-    self._confirm_callback = confirm_callback
-    self._confirm_angles: dict[int, float] = {}  # angle: timestamp
+    self._lines = lines
+    self._inset = inset
 
     # In line mode, track smoothed angles
     assert 360 % self.LINES_ANGLE_INCREMENT == 0
@@ -54,12 +48,20 @@ class DriverStateRenderer(Widget):
 
   def load_icons(self):
     """Load or reload the driver face icon texture"""
-    self._dm_person = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_person.png", self._rect.width, self._rect.height)
-    self._dm_cone = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_cone.png", self._rect.width, self._rect.height)
+    cone_and_person_size = round(52 / self.BASE_SIZE * self._rect.width)
+
+    # If inset is enabled, push cone and person smaller by 2x the current inset space
+    if self._inset:
+      # Current inset space = (rect.width - cone_and_person_size) / 2
+      current_inset = (self._rect.width - cone_and_person_size) / 2
+      # Reduce size by 2x the current inset (1x on each side)
+      cone_and_person_size = round(cone_and_person_size - current_inset * 2)
+
+    self._dm_person = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_person.png", cone_and_person_size, cone_and_person_size)
+    self._dm_cone = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_cone.png", cone_and_person_size, cone_and_person_size)
     center_size = round(36 / self.BASE_SIZE * self._rect.width)
     self._dm_center = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_center.png", center_size, center_size)
-    background_size = round(52 / self.BASE_SIZE * self._rect.width)
-    self._dm_background = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_background.png", background_size, background_size)
+    self._dm_background = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_background.png", self._rect.width, self._rect.height)
 
   def set_should_draw(self, should_draw: bool):
     self._should_draw = should_draw
@@ -78,16 +80,22 @@ class DriverStateRenderer(Widget):
     """Returns True if dmoji should appear active (either actually active or forced)"""
     return bool(self._force_active or self._is_active)
 
+  @property
+  def is_rhd(self) -> bool:
+    return self._is_rhd
+
   def _render(self, _):
     if DEBUG:
       rl.draw_rectangle_lines_ex(self._rect, 1, rl.RED)
 
     rl.draw_texture(self._dm_background,
-                    int(self._rect.x + (self._rect.width - self._dm_background.width) / 2),
-                    int(self._rect.y + (self._rect.height - self._dm_background.height) / 2),
+                    int(self._rect.x),
+                    int(self._rect.y),
                     rl.Color(255, 255, 255, int(255 * self._fade_filter.x)))
 
-    rl.draw_texture(self._dm_person, int(self._rect.x), int(self._rect.y),
+    rl.draw_texture(self._dm_person,
+                    int(self._rect.x + (self._rect.width - self._dm_person.width) / 2),
+                    int(self._rect.y + (self._rect.height - self._dm_person.height) / 2),
                     rl.Color(255, 255, 255, int(255 * 0.9 * self._fade_filter.x)))
 
     if self.effective_active:
@@ -120,38 +128,18 @@ class DriverStateRenderer(Widget):
 
       else:
         # remove old angles
-        now = rl.get_time()
-        self._confirm_angles = {angle: t for angle, t in self._confirm_angles.items() if now - t < self.LINES_STALE_ANGLES}
-
-        looking_center = self._looking_center_filter.x > 0.2
         for angle, f in self._head_angles.items():
           dst_from_current = ((angle - self._rotation_filter.x) % 360) - 180
           target = 1.0 if abs(dst_from_current) <= self.LINES_ANGLE_INCREMENT * 5 else 0.0
           if not self._face_detected:
             target = 0.0
 
-          if self._confirm_mode:
-            # Extra careful to not add angles when looking near center
-            if target > 0 and not looking_center:
-              self._confirm_angles[angle] = now
-
-            # User is looking at area already confirmed, reduce target to indicate where they are
-            if angle in self._confirm_angles and target == 0:
-              target = 0.65
-
           # Reduce all line lengths when looking center
           if self._looking_center:
             target = np.interp(self._looking_center_filter.x, [0.0, 1.0], [target, 0.45])
 
           f.update(target)
-          self._draw_line(angle, f, self._looking_center and angle not in self._confirm_angles)
-
-        # if all lines placed, reset for next time and call callback
-        if self._confirm_mode:
-          if len(self._confirm_angles) >= 360 // self.LINES_ANGLE_INCREMENT:
-            self._confirm_angles = {}
-            if self._confirm_callback is not None:
-              self._confirm_callback()
+          self._draw_line(angle, f, self._looking_center)
 
   def _draw_line(self, angle: int, f: FirstOrderFilter, grey: bool):
     line_length = self._rect.width / 6
@@ -171,10 +159,9 @@ class DriverStateRenderer(Widget):
     if f.x > 0.01:
       rl.draw_line_ex((start_x, start_y), (end_x, end_y), 12, color)
 
-  def _update_state(self):
+  def get_driver_data(self):
     sm = ui_state.sm
 
-    # Get monitoring state
     dm_state = sm["driverMonitoringState"]
     self._is_active = dm_state.isActiveMode
     self._is_rhd = dm_state.isRHD
@@ -182,6 +169,11 @@ class DriverStateRenderer(Widget):
 
     driverstate = sm["driverStateV2"]
     driver_data = driverstate.rightDriverData if self._is_rhd else driverstate.leftDriverData
+    return driver_data
+
+  def _update_state(self):
+    # Get monitoring state
+    driver_data = self.get_driver_data()
     driver_orient = driver_data.faceOrientation
 
     if len(driver_orient) != 3:
@@ -218,10 +210,7 @@ class DriverStateRenderer(Widget):
     rotation = math.degrees(math.atan2(pitch, yaw))
     angle_diff = rotation - self._rotation_filter.x
     angle_diff = ((angle_diff + 180) % 360) - 180
-    if PC and self._confirm_mode:
-      self._rotation_filter.x += 2
-    else:
-      self._rotation_filter.update(self._rotation_filter.x + angle_diff)
+    self._rotation_filter.update(self._rotation_filter.x + angle_diff)
 
     if not self.should_draw:
       self._fade_filter.update(0.0)

selfdrive/ui/mici/widgets/button.py

@@ -71,7 +71,7 @@ class BigCircleButton(Widget):
 
 
 class BigCircleToggle(BigCircleButton):
-  def __init__(self, icon: str, toggle_callback: Callable = None):
+  def __init__(self, icon: str, toggle_callback: Callable | None = None):
     super().__init__(icon, False)
     self._toggle_callback = toggle_callback
 
@@ -251,7 +251,7 @@ class BigButton(Widget):
 
 
 class BigToggle(BigButton):
-  def __init__(self, text: str, value: str = "", initial_state: bool = False, toggle_callback: Callable = None):
+  def __init__(self, text: str, value: str = "", initial_state: bool = False, toggle_callback: Callable | None = None):
     super().__init__(text, value, "")
     self._checked = initial_state
     self._toggle_callback = toggle_callback
@@ -288,8 +288,8 @@ class BigToggle(BigButton):
 
 
 class BigMultiToggle(BigToggle):
-  def __init__(self, text: str, options: list[str], toggle_callback: Callable = None,
-               select_callback: Callable = None):
+  def __init__(self, text: str, options: list[str], toggle_callback: Callable | None = None,
+               select_callback: Callable | None = None):
     super().__init__(text, "", toggle_callback=toggle_callback)
     assert len(options) > 0
     self._options = options
@@ -327,8 +327,8 @@ class BigMultiToggle(BigToggle):
 
 
 class BigMultiParamToggle(BigMultiToggle):
-  def __init__(self, text: str, param: str, options: list[str], toggle_callback: Callable = None,
-               select_callback: Callable = None):
+  def __init__(self, text: str, param: str, options: list[str], toggle_callback: Callable | None = None,
+               select_callback: Callable | None = None):
     super().__init__(text, options, toggle_callback, select_callback)
     self._param = param
 
@@ -345,7 +345,7 @@ class BigMultiParamToggle(BigMultiToggle):
 
 
 class BigParamControl(BigToggle):
-  def __init__(self, text: str, param: str, toggle_callback: Callable = None):
+  def __init__(self, text: str, param: str, toggle_callback: Callable | None = None):
     super().__init__(text, "", toggle_callback=toggle_callback)
     self.param = param
     self.params = Params()
@@ -361,7 +361,7 @@ class BigParamControl(BigToggle):
 
 # TODO: param control base class
 class BigCircleParamControl(BigCircleToggle):
-  def __init__(self, icon: str, param: str, toggle_callback: Callable = None):
+  def __init__(self, icon: str, param: str, toggle_callback: Callable | None = None):
     super().__init__(icon, toggle_callback)
     self._param = param
     self.params = Params()

selfdrive/ui/mici/widgets/dialog.py

@@ -4,17 +4,17 @@ import pyray as rl
 from typing import Union
 from collections.abc import Callable
 from typing import cast
-from openpilot.selfdrive.ui.mici.widgets.side_button import SideButton
 from openpilot.system.ui.widgets import Widget, NavWidget, DialogResult
 from openpilot.system.ui.widgets.label import UnifiedLabel, gui_label
 from openpilot.system.ui.widgets.mici_keyboard import MiciKeyboard
 from openpilot.system.ui.lib.text_measure import measure_text_cached
 from openpilot.system.ui.lib.wrap_text import wrap_text
-from openpilot.system.ui.lib.application import gui_app, FontWeight, MousePos
+from openpilot.system.ui.lib.application import gui_app, FontWeight, MousePos, MouseEvent
 from openpilot.system.ui.widgets.scroller import Scroller
 from openpilot.system.ui.widgets.slider import RedBigSlider, BigSlider
 from openpilot.common.filter_simple import FirstOrderFilter
 from openpilot.selfdrive.ui.mici.widgets.button import BigButton
+from openpilot.selfdrive.ui.mici.widgets.side_button import SideButton
 
 DEBUG = False
 
@@ -137,7 +137,7 @@ class BigInputDialog(BigDialogBase):
                hint: str,
                default_text: str = "",
                minimum_length: int = 1,
-               confirm_callback: Callable[[str], None] = None):
+               confirm_callback: Callable[[str], None] | None = None):
     super().__init__(None, None)
     self._hint_label = UnifiedLabel(hint, font_size=35, text_color=rl.Color(255, 255, 255, int(255 * 0.35)),
                                     font_weight=FontWeight.MEDIUM)
@@ -274,10 +274,13 @@ class BigInputDialog(BigDialogBase):
 
 
 class BigDialogOptionButton(Widget):
+  HEIGHT = 64
+  SELECTED_HEIGHT = 74
+
   def __init__(self, option: str):
     super().__init__()
     self.option = option
-    self.set_rect(rl.Rectangle(0, 0, int(gui_app.width / 2 + 220), 64))
+    self.set_rect(rl.Rectangle(0, 0, int(gui_app.width / 2 + 220), self.HEIGHT))
 
     self._selected = False
 
@@ -285,8 +288,13 @@ class BigDialogOptionButton(Widget):
                                font_weight=FontWeight.DISPLAY_REGULAR, alignment_vertical=rl.GuiTextAlignmentVertical.TEXT_ALIGN_MIDDLE,
                                scroll=True)
 
+  def show_event(self):
+    super().show_event()
+    self._label.reset_scroll()
+
   def set_selected(self, selected: bool):
     self._selected = selected
+    self._rect.height = self.SELECTED_HEIGHT if selected else self.HEIGHT
 
   def _render(self, _):
     if DEBUG:
@@ -294,11 +302,11 @@ class BigDialogOptionButton(Widget):
 
     # FIXME: offset x by -45 because scroller centers horizontally
     if self._selected:
-      self._label.set_font_size(74)
+      self._label.set_font_size(self.SELECTED_HEIGHT)
       self._label.set_color(rl.Color(255, 255, 255, int(255 * 0.9)))
       self._label.set_font_weight(FontWeight.DISPLAY)
     else:
-      self._label.set_font_size(70)
+      self._label.set_font_size(self.HEIGHT)
       self._label.set_color(rl.Color(255, 255, 255, int(255 * 0.58)))
       self._label.set_font_weight(FontWeight.DISPLAY_REGULAR)
 
@@ -309,38 +317,31 @@ class BigMultiOptionDialog(BigDialogBase):
   BACK_TOUCH_AREA_PERCENTAGE = 0.1
 
   def __init__(self, options: list[str], default: str | None,
-               right_btn: str | None = 'check', right_btn_callback: Callable[[], None] = None):
+               right_btn: str | None = 'check', right_btn_callback: Callable[[], None] | None = None):
     super().__init__(right_btn, right_btn_callback=right_btn_callback)
     self._options = options
     if default is not None:
       assert default in options
 
-    self._default_option: str = default or (options[0] if len(options) > 0 else "")
-    self._selected_option: str = self._default_option
+    self._default_option: str | None = default
+    self._selected_option: str = self._default_option or (options[0] if len(options) > 0 else "")
     self._last_selected_option: str = self._selected_option
 
-    self._scroller = Scroller([], horizontal=False, pad_start=100, pad_end=100, spacing=0)
+    # Widget doesn't differentiate between click and drag
+    self._can_click = True
+
+    self._scroller = Scroller([], horizontal=False, pad_start=100, pad_end=100, spacing=0, snap_items=True)
     if self._right_btn is not None:
       self._scroller.set_enabled(lambda: not cast(Widget, self._right_btn).is_pressed)
 
     for option in options:
-      self.add_button(BigDialogOptionButton(option))
-
-  def add_button(self, button: BigDialogOptionButton):
-    og_callback = button._click_callback
-
-    def wrapped_callback(btn=button):
-      self._on_option_selected(btn.option)
-      if og_callback:
-        og_callback()
-
-    button.set_click_callback(wrapped_callback)
-    self._scroller.add_widget(button)
+      self._scroller.add_widget(BigDialogOptionButton(option))
 
   def show_event(self):
     super().show_event()
     self._scroller.show_event()
-    self._on_option_selected(self._default_option)
+    if self._default_option is not None:
+      self._on_option_selected(self._default_option)
 
   def get_selected_option(self) -> str:
     return self._selected_option
@@ -348,14 +349,48 @@ class BigMultiOptionDialog(BigDialogBase):
   def _on_option_selected(self, option: str):
     y_pos = 0.0
     for btn in self._scroller._items:
-      if cast(BigDialogOptionButton, btn).option == option:
-        y_pos = btn.rect.y
+      btn = cast(BigDialogOptionButton, btn)
+      if btn.option == option:
+        rect_center_y = self._rect.y + self._rect.height / 2
+        if btn._selected:
+          height = btn.rect.height
+        else:
+          # when selecting an option under current, account for changing heights
+          btn_center_y = btn.rect.y + btn.rect.height / 2  # not accurate, just to determine direction
+          height_offset = BigDialogOptionButton.SELECTED_HEIGHT - BigDialogOptionButton.HEIGHT
+          height = (BigDialogOptionButton.HEIGHT - height_offset) if rect_center_y < btn_center_y else BigDialogOptionButton.SELECTED_HEIGHT
+        y_pos = rect_center_y - (btn.rect.y + height / 2)
+        break
 
-    self._scroller.scroll_to(y_pos, smooth=True)
+    self._scroller.scroll_to(-y_pos)
 
   def _selected_option_changed(self):
     pass
 
+  def _handle_mouse_press(self, mouse_pos: MousePos):
+    super()._handle_mouse_press(mouse_pos)
+    self._can_click = True
+
+  def _handle_mouse_event(self, mouse_event: MouseEvent) -> None:
+    super()._handle_mouse_event(mouse_event)
+
+    # # TODO: add generic _handle_mouse_click handler to Widget
+    if not self._scroller.scroll_panel.is_touch_valid():
+      self._can_click = False
+
+  def _handle_mouse_release(self, mouse_pos: MousePos):
+    super()._handle_mouse_release(mouse_pos)
+
+    if not self._can_click:
+      return
+
+    # select current option
+    for btn in self._scroller._items:
+      btn = cast(BigDialogOptionButton, btn)
+      if btn.option == self._selected_option:
+        self._on_option_selected(btn.option)
+        break
+
   def _update_state(self):
     super()._update_state()
 

selfdrive/ui/onroad/driver_camera_dialog.py

@@ -14,16 +14,20 @@ class DriverCameraDialog(CameraView):
     super().__init__("camerad", VisionStreamType.VISION_STREAM_DRIVER)
     self.driver_state_renderer = DriverStateRenderer()
     # TODO: this can grow unbounded, should be given some thought
-    device.add_interactive_timeout_callback(self.stop_dmonitoringmodeld)
+    device.add_interactive_timeout_callback(lambda: gui_app.set_modal_overlay(None))
     ui_state.params.put_bool("IsDriverViewEnabled", True)
 
-  def stop_dmonitoringmodeld(self):
+  def hide_event(self):
+    super().hide_event()
     ui_state.params.put_bool("IsDriverViewEnabled", False)
-    gui_app.set_modal_overlay(None)
+    self.close()
 
   def _handle_mouse_release(self, _):
     super()._handle_mouse_release(_)
-    self.stop_dmonitoringmodeld()
+    gui_app.set_modal_overlay(None)
+
+  def __del__(self):
+    self.close()
 
   def _render(self, rect):
     super()._render(rect)

selfdrive/ui/translations/README.md

@@ -0,0 +1,3 @@
+# Multilanguage
+
+[![languages](https://raw.githubusercontent.com/commaai/openpilot/badges/translation_badge.svg)](#)