IQ.Pilot Prebuilt Release @ 27f668a

2026-09-03 18:23:24 -05:00
commit b073c5182b
2554 changed files with 679696 additions and 0 deletions
--- a/artifacts/iqpilot_model_selector_private/manifest.json
+++ b/artifacts/iqpilot_model_selector_private/manifest.json
@@ -0,0 +1,240 @@
+{
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--- a/artifacts/iqpilot_model_selector_private/manifest.json.sig
+++ b/artifacts/iqpilot_model_selector_private/manifest.json.sig
@@ -0,0 +1 @@
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--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/_vendored.json
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/_vendored.json
@@ -0,0 +1,27 @@
+[
+  "iqpilot.common.api.base",
+  "iqpilot.common.basedir",
+  "iqpilot.common.gpio",
+  "iqpilot.common.i2c",
+  "iqpilot.common.logging_extra",
+  "iqpilot.common.realtime",
+  "iqpilot.common.swaglog",
+  "iqpilot.common.time_helpers",
+  "iqpilot.common.utils",
+  "iqpilot.konn3kt.cloud_client",
+  "iqpilot.selfdrive.iqmodeld.config",
+  "iqpilot.selfdrive.iqmodeld.models",
+  "iqpilot.selfdrive.iqmodeld.models.fetcher",
+  "iqpilot.selfdrive.iqmodeld.models.helpers",
+  "iqpilot.system.hardware",
+  "iqpilot.system.hardware.base",
+  "iqpilot.system.hardware.hw",
+  "iqpilot.system.hardware.pc.hardware",
+  "iqpilot.system.hardware.tici",
+  "iqpilot.system.hardware.tici.amplifier",
+  "iqpilot.system.hardware.tici.hardware",
+  "iqpilot.system.hardware.tici.iwlist",
+  "iqpilot.system.hardware.tici.lpa",
+  "iqpilot.system.hardware.tici.pins",
+  "iqpilot.system.version"
+]
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/api/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/api/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/api/base.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/api/base.py
@@ -0,0 +1,84 @@
+import jwt
+import os
+import requests
+import unicodedata
+from datetime import datetime, timedelta, UTC
+from functools import lru_cache
+from iqpilot.system.hardware.hw import Paths
+from iqpilot.system.version import get_version
+
+# name: jwt signature algorithm
+KEYS = {"id_rsa": "RS256",
+        "id_ecdsa": "ES256"}
+
+
+@lru_cache(maxsize=4)
+def load_signing_key(private_key: str):
+  # PyJWT re-parses a PEM string on every encode; an RSA parse is ~40ms, so cache the key object
+  try:
+    from cryptography.hazmat.primitives.serialization import load_pem_private_key
+    return load_pem_private_key(private_key.encode(), password=None)
+  except Exception:
+    return private_key
+
+
+class BaseApi:
+  def __init__(self, dongle_id, api_host, user_agent="openpilot-"):
+    self.dongle_id = dongle_id
+    self.api_host = api_host
+    self.user_agent = user_agent
+    self.jwt_algorithm, self.private_key, _ = self.get_key_pair()
+
+  def get(self, *args, **kwargs):
+    return self.request('GET', *args, **kwargs)
+
+  def post(self, *args, **kwargs):
+    return self.request('POST', *args, **kwargs)
+
+  def request(self, method, endpoint, timeout=None, access_token=None, **params):
+    return self.api_get(endpoint, method=method, timeout=timeout, access_token=access_token, **params)
+
+  def _get_token(self, payload_extra=None, expiry_hours=1, **extra_payload):
+    now = datetime.now(UTC).replace(tzinfo=None)
+    payload = {
+      'identity': self.dongle_id,
+      'nbf': now,
+      'iat': now,
+      'exp': now + timedelta(hours=expiry_hours),
+      **extra_payload
+    }
+    if payload_extra is not None:
+      payload.update(payload_extra)
+    key = load_signing_key(self.private_key) if self.private_key else self.private_key
+    token = jwt.encode(payload, key, algorithm=self.jwt_algorithm)
+    if isinstance(token, bytes):
+      token = token.decode('utf8')
+    return token
+
+  def get_token(self, payload_extra=None, expiry_hours=1):
+    return self._get_token(payload_extra, expiry_hours)
+
+  def remove_non_ascii_chars(self, text):
+    normalized_text = unicodedata.normalize('NFD', text)
+    ascii_encoded_text = normalized_text.encode('ascii', 'ignore')
+    return ascii_encoded_text.decode()
+
+  def api_get(self, endpoint, method='GET', timeout=None, access_token=None, session=None, json=None, **params):
+    headers = {}
+    if access_token is not None:
+      headers['Authorization'] = "JWT " + access_token
+
+    version = self.remove_non_ascii_chars(get_version())
+    headers['User-Agent'] = self.user_agent + version
+
+    # TODO: add session to Api
+    req = requests if session is None else session
+    return req.request(method, f"{self.api_host}/{endpoint}", timeout=timeout, headers=headers, json=json, params=params)
+
+  @staticmethod
+  def get_key_pair() -> tuple[str, str, str] | tuple[None, None, None]:
+    for key in KEYS:
+      if os.path.isfile(Paths.persist_root() + f'/comma/{key}') and os.path.isfile(Paths.persist_root() + f'/comma/{key}.pub'):
+        with open(Paths.persist_root() + f'/comma/{key}') as private, open(Paths.persist_root() + f'/comma/{key}.pub') as public:
+          return KEYS[key], private.read(), public.read()
+    return None, None, None
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/basedir.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/basedir.py
@@ -0,0 +1,4 @@
+import os
+
+
+BASEDIR = os.path.abspath(os.path.join(os.path.dirname(os.path.realpath(__file__)), "../.."))
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/gpio.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/gpio.py
@@ -0,0 +1,89 @@
+import os
+import fcntl
+import ctypes
+from functools import cache
+
+def gpio_init(pin: int, output: bool) -> None:
+  try:
+    with open(f"/sys/class/gpio/gpio{pin}/direction", 'wb') as f:
+      f.write(b"out" if output else b"in")
+  except Exception as e:
+    print(f"Failed to set gpio {pin} direction: {e}")
+
+def gpio_set(pin: int, high: bool) -> None:
+  try:
+    with open(f"/sys/class/gpio/gpio{pin}/value", 'wb') as f:
+      f.write(b"1" if high else b"0")
+  except Exception as e:
+    print(f"Failed to set gpio {pin} value: {e}")
+
+def gpio_read(pin: int) -> bool | None:
+  val = None
+  try:
+    with open(f"/sys/class/gpio/gpio{pin}/value", 'rb') as f:
+      val = bool(int(f.read().strip()))
+  except Exception as e:
+    print(f"Failed to set gpio {pin} value: {e}")
+
+  return val
+
+def gpio_export(pin: int) -> None:
+  if os.path.isdir(f"/sys/class/gpio/gpio{pin}"):
+    return
+
+  try:
+    with open("/sys/class/gpio/export", 'w') as f:
+      f.write(str(pin))
+  except Exception:
+    print(f"Failed to export gpio {pin}")
+
+@cache
+def get_irq_action(irq: int) -> list[str]:
+  try:
+    with open(f"/sys/kernel/irq/{irq}/actions") as f:
+      actions = f.read().strip().split(',')
+      return actions
+  except FileNotFoundError:
+    return []
+
+def get_irqs_for_action(action: str) -> list[str]:
+  ret = []
+  with open("/proc/interrupts") as f:
+    for l in f.readlines():
+      irq = l.split(':')[0].strip()
+      if irq.isdigit() and action in get_irq_action(irq):
+        ret.append(irq)
+  return ret
+
+# *** gpiochip ***
+
+class gpioevent_data(ctypes.Structure):
+  _fields_ = [
+    ("timestamp", ctypes.c_uint64),
+    ("id", ctypes.c_uint32),
+  ]
+
+class gpioevent_request(ctypes.Structure):
+  _fields_ = [
+    ("lineoffset", ctypes.c_uint32),
+    ("handleflags", ctypes.c_uint32),
+    ("eventflags", ctypes.c_uint32),
+    ("label", ctypes.c_char * 32),
+    ("fd", ctypes.c_int)
+  ]
+
+def gpiochip_get_ro_value_fd(label: str, gpiochip_id: int, pin: int) -> int:
+  GPIOEVENT_REQUEST_BOTH_EDGES = 0x3
+  GPIOHANDLE_REQUEST_INPUT = 0x1
+  GPIO_GET_LINEEVENT_IOCTL = 0xc030b404
+
+  rq = gpioevent_request()
+  rq.lineoffset = pin
+  rq.handleflags = GPIOHANDLE_REQUEST_INPUT
+  rq.eventflags = GPIOEVENT_REQUEST_BOTH_EDGES
+  rq.label = label.encode('utf-8')[:31] + b'\0'
+
+  fd = os.open(f"/dev/gpiochip{gpiochip_id}", os.O_RDONLY)
+  fcntl.ioctl(fd, GPIO_GET_LINEEVENT_IOCTL, rq)
+  os.close(fd)
+  return int(rq.fd)
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/i2c.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/i2c.py
@@ -0,0 +1,81 @@
+import os
+import fcntl
+import ctypes
+
+# I2C constants from /usr/include/linux/i2c-dev.h
+I2C_SLAVE = 0x0703
+I2C_SLAVE_FORCE = 0x0706
+I2C_SMBUS = 0x0720
+
+# SMBus transfer types
+I2C_SMBUS_READ = 1
+I2C_SMBUS_WRITE = 0
+I2C_SMBUS_BYTE_DATA = 2
+I2C_SMBUS_I2C_BLOCK_DATA = 8
+
+I2C_SMBUS_BLOCK_MAX = 32
+
+
+class _I2cSmbusData(ctypes.Union):
+  _fields_ = [
+    ("byte", ctypes.c_uint8),
+    ("word", ctypes.c_uint16),
+    ("block", ctypes.c_uint8 * (I2C_SMBUS_BLOCK_MAX + 2)),
+  ]
+
+
+class _I2cSmbusIoctlData(ctypes.Structure):
+  _fields_ = [
+    ("read_write", ctypes.c_uint8),
+    ("command", ctypes.c_uint8),
+    ("size", ctypes.c_uint32),
+    ("data", ctypes.POINTER(_I2cSmbusData)),
+  ]
+
+
+class SMBus:
+  def __init__(self, bus: int):
+    self._fd = os.open(f'/dev/i2c-{bus}', os.O_RDWR)
+
+  def __enter__(self) -> 'SMBus':
+    return self
+
+  def __exit__(self, *args) -> None:
+    self.close()
+
+  def close(self) -> None:
+    if hasattr(self, '_fd') and self._fd >= 0:
+      os.close(self._fd)
+      self._fd = -1
+
+  def _set_address(self, addr: int, force: bool = False) -> None:
+    ioctl_arg = I2C_SLAVE_FORCE if force else I2C_SLAVE
+    fcntl.ioctl(self._fd, ioctl_arg, addr)
+
+  def _smbus_access(self, read_write: int, command: int, size: int, data: _I2cSmbusData) -> None:
+    ioctl_data = _I2cSmbusIoctlData(read_write, command, size, ctypes.pointer(data))
+    fcntl.ioctl(self._fd, I2C_SMBUS, ioctl_data)
+
+  def read_byte_data(self, addr: int, register: int, force: bool = False) -> int:
+    self._set_address(addr, force)
+    data = _I2cSmbusData()
+    self._smbus_access(I2C_SMBUS_READ, register, I2C_SMBUS_BYTE_DATA, data)
+    return int(data.byte)
+
+  def write_byte_data(self, addr: int, register: int, value: int, force: bool = False) -> None:
+    self._set_address(addr, force)
+    data = _I2cSmbusData()
+    data.byte = value & 0xFF
+    self._smbus_access(I2C_SMBUS_WRITE, register, I2C_SMBUS_BYTE_DATA, data)
+
+  def read_i2c_block_data(self, addr: int, register: int, length: int, force: bool = False) -> list[int]:
+    self._set_address(addr, force)
+    if not (0 <= length <= I2C_SMBUS_BLOCK_MAX):
+      raise ValueError(f"length must be 0..{I2C_SMBUS_BLOCK_MAX}")
+
+    data = _I2cSmbusData()
+    data.block[0] = length
+    self._smbus_access(I2C_SMBUS_READ, register, I2C_SMBUS_I2C_BLOCK_DATA, data)
+    read_len = int(data.block[0]) or length
+    read_len = min(read_len, length)
+    return [int(b) for b in data.block[1 : read_len + 1]]
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/logging_extra.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/logging_extra.py
@@ -0,0 +1,249 @@
+import io
+import os
+import sys
+import copy
+import json
+import time
+import uuid
+import socket
+import logging
+import traceback
+import numpy as np
+from threading import local
+from collections import OrderedDict
+from contextlib import contextmanager
+
+LOG_TIMESTAMPS = "LOG_TIMESTAMPS" in os.environ
+
+def json_handler(obj):
+  if isinstance(obj, np.bool_):
+    return bool(obj)
+  # if isinstance(obj, (datetime.date, datetime.time)):
+  #   return obj.isoformat()
+  return repr(obj)
+
+def json_robust_dumps(obj):
+  return json.dumps(obj, default=json_handler)
+
+class NiceOrderedDict(OrderedDict):
+  def __str__(self):
+    return json_robust_dumps(self)
+
+class SwagFormatter(logging.Formatter):
+  def __init__(self, swaglogger):
+    logging.Formatter.__init__(self, None, '%a %b %d %H:%M:%S %Z %Y')
+
+    self.swaglogger = swaglogger
+    self.host = socket.gethostname()
+
+  def format_dict(self, record):
+    record_dict = NiceOrderedDict()
+
+    if isinstance(record.msg, dict):
+      record_dict['msg'] = record.msg
+    else:
+      try:
+        record_dict['msg'] = record.getMessage()
+      except (ValueError, TypeError):
+        record_dict['msg'] = [record.msg]+record.args
+
+    record_dict['ctx'] = self.swaglogger.get_ctx()
+
+    if record.exc_info:
+      record_dict['exc_info'] = self.formatException(record.exc_info)
+
+    record_dict['level'] = record.levelname
+    record_dict['levelnum'] = record.levelno
+    record_dict['name'] = record.name
+    record_dict['filename'] = record.filename
+    record_dict['lineno'] = record.lineno
+    record_dict['pathname'] = record.pathname
+    record_dict['module'] = record.module
+    record_dict['funcName'] = record.funcName
+    record_dict['host'] = self.host
+    record_dict['process'] = record.process
+    record_dict['thread'] = record.thread
+    record_dict['threadName'] = record.threadName
+    record_dict['created'] = record.created
+
+    return record_dict
+
+  def format(self, record):
+    if self.swaglogger is None:
+      raise Exception("must set swaglogger before calling format()")
+    return json_robust_dumps(self.format_dict(record))
+
+class SwagLogFileFormatter(SwagFormatter):
+  def fix_kv(self, k, v):
+    # append type to names to preserve legacy naming in logs
+    # avoids overlapping key namespaces with different types
+    # e.g. log.info() creates 'msg' -> 'msg$s'
+    #      log.event() creates 'msg.health.logMonoTime' -> 'msg.health.logMonoTime$i'
+    #      because overlapping namespace 'msg' caused problems
+    if isinstance(v, (str, bytes)):
+      k += "$s"
+    elif isinstance(v, float):
+      k += "$f"
+    elif isinstance(v, bool):
+      k += "$b"
+    elif isinstance(v, int):
+      k += "$i"
+    elif isinstance(v, dict):
+      nv = {}
+      for ik, iv in v.items():
+        ik, iv = self.fix_kv(ik, iv)
+        nv[ik] = iv
+      v = nv
+    elif isinstance(v, list):
+      k += "$a"
+    return k, v
+
+  def format(self, record):
+    if isinstance(record, str):
+      v = json.loads(record)
+    else:
+      v = self.format_dict(record)
+
+    mk, mv = self.fix_kv('msg', v['msg'])
+    del v['msg']
+    v[mk] = mv
+    v['id'] = uuid.uuid4().hex
+
+    return json_robust_dumps(v)
+
+class SwagErrorFilter(logging.Filter):
+  def filter(self, record):
+    return record.levelno < logging.ERROR
+
+def _tmpfunc():
+  return 0
+
+def _srcfile():
+  return os.path.normcase(_tmpfunc.__code__.co_filename)
+
+class SwagLogger(logging.Logger):
+  def __init__(self):
+    logging.Logger.__init__(self, "swaglog")
+
+    self.global_ctx = {}
+
+    self.log_local = local()
+    self.log_local.ctx = {}
+
+  def local_ctx(self):
+    try:
+      return self.log_local.ctx
+    except AttributeError:
+      self.log_local.ctx = {}
+      return self.log_local.ctx
+
+  def get_ctx(self):
+    return dict(self.local_ctx(), **self.global_ctx)
+
+  @contextmanager
+  def ctx(self, **kwargs):
+    old_ctx = self.local_ctx()
+    self.log_local.ctx = copy.copy(old_ctx) or {}
+    self.log_local.ctx.update(kwargs)
+    try:
+      yield
+    finally:
+      self.log_local.ctx = old_ctx
+
+  def bind(self, **kwargs):
+    self.local_ctx().update(kwargs)
+
+  def bind_global(self, **kwargs):
+    self.global_ctx.update(kwargs)
+
+  def event(self, event, *args, **kwargs):
+    evt = NiceOrderedDict()
+    evt['event'] = event
+    if args:
+      evt['args'] = args
+    evt.update(kwargs)
+    if 'error' in kwargs:
+      self.error(evt)
+    elif 'debug' in kwargs:
+      self.debug(evt)
+    else:
+      self.info(evt)
+
+  def timestamp(self, event_name):
+    if LOG_TIMESTAMPS:
+      t = time.monotonic()
+      tstp = NiceOrderedDict()
+      tstp['timestamp'] = NiceOrderedDict()
+      tstp['timestamp']["event"] = event_name
+      tstp['timestamp']["time"] = t*1e9
+      self.debug(tstp)
+
+  def findCaller(self, stack_info=False, stacklevel=1):
+    """
+    Find the stack frame of the caller so that we can note the source
+    file name, line number and function name.
+    """
+    f = sys._getframe(3)
+    #On some versions of IronPython, currentframe() returns None if
+    #IronPython isn't run with -X:Frames.
+    if f is not None:
+      f = f.f_back
+    orig_f = f
+    while f and stacklevel > 1:
+      f = f.f_back
+      stacklevel -= 1
+    if not f:
+      f = orig_f
+    rv = "(unknown file)", 0, "(unknown function)", None
+    while hasattr(f, "f_code"):
+      co = f.f_code
+      filename = os.path.normcase(co.co_filename)
+
+      if filename == _srcfile:
+        f = f.f_back
+        continue
+      sinfo = None
+      if stack_info:
+        sio = io.StringIO()
+        sio.write('Stack (most recent call last):\n')
+        traceback.print_stack(f, file=sio)
+        sinfo = sio.getvalue()
+        if sinfo[-1] == '\n':
+          sinfo = sinfo[:-1]
+        sio.close()
+      rv = (co.co_filename, f.f_lineno, co.co_name, sinfo)
+      break
+    return rv
+
+if __name__ == "__main__":
+  log = SwagLogger()
+
+  stdout_handler = logging.StreamHandler(sys.stdout)
+  stdout_handler.setLevel(logging.INFO)
+  stdout_handler.addFilter(SwagErrorFilter())
+  log.addHandler(stdout_handler)
+
+  stderr_handler = logging.StreamHandler(sys.stderr)
+  stderr_handler.setLevel(logging.ERROR)
+  log.addHandler(stderr_handler)
+
+  log.info("asdasd %s", "a")
+  log.info({'wut': 1})
+  log.warning("warning")
+  log.error("error")
+  log.critical("critical")
+  log.event("test", x="y")
+
+  with log.ctx():
+    stdout_handler.setFormatter(SwagFormatter(log))
+    stderr_handler.setFormatter(SwagFormatter(log))
+    log.bind(user="some user")
+    log.info("in req")
+    print("")
+    log.warning("warning")
+    print("")
+    log.error("error")
+    print("")
+    log.critical("critical")
+    print("")
+    log.event("do_req", a=1, b="c")
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/realtime.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/realtime.py
@@ -0,0 +1,134 @@
+"""Utilities for reading real time clocks and keeping soft real time constraints."""
+import gc
+import os
+import sys
+import time
+
+from setproctitle import getproctitle
+
+from iqpilot.common.utils import MovingAverage
+from iqpilot.system.hardware import PC
+
+
+# time step for each process
+DT_CTRL = 0.01  # controlsd
+DT_MDL = 0.05  # model
+DT_HW = 0.5  # hardwared and manager
+DT_DMON = 0.05  # driver monitoring
+
+
+class Priority:
+  # CORE 2
+  # - modeld = 55
+  # - camerad = 54
+  CTRL_LOW = 51 # plannerd & radard
+
+  # CORE 3
+  # - pandad = 55
+  CTRL_HIGH = 53
+
+
+def set_core_affinity(cores: list[int]) -> None:
+  if sys.platform == 'linux' and not PC:
+    os.sched_setaffinity(0, cores)
+
+
+def config_realtime_process(cores: int | list[int], priority: int) -> None:
+  gc.disable()
+  if sys.platform == 'linux' and not PC:
+    os.sched_setscheduler(0, os.SCHED_FIFO, os.sched_param(priority))
+  c = cores if isinstance(cores, list) else [cores, ]
+  set_core_affinity(c)
+
+
+def config_background_thread() -> None:
+  if sys.platform == 'linux' and not PC:
+    os.sched_setscheduler(0, os.SCHED_OTHER, os.sched_param(0))
+    set_core_affinity(list(range(os.cpu_count() or 1)))
+
+
+def lock_memory() -> None:
+  """mlockall this process so memory reclaim/compaction can't stall it. RT control
+  procs only (locking ui/modeld would worsen pressure). Best-effort."""
+  if sys.platform != 'linux' or PC:
+    return
+  try:
+    import ctypes
+    import resource
+    resource.setrlimit(resource.RLIMIT_MEMLOCK, (resource.RLIM_INFINITY, resource.RLIM_INFINITY))
+    MCL_CURRENT, MCL_FUTURE = 0x1, 0x2
+    libc = ctypes.CDLL("libc.so.6", use_errno=True)
+    if libc.mlockall(MCL_CURRENT | MCL_FUTURE) != 0:
+      raise OSError(ctypes.get_errno(), os.strerror(ctypes.get_errno()))
+  except Exception as e:
+    try:
+      from iqpilot.common.swaglog import cloudlog
+      cloudlog.warning(f"lock_memory (mlockall) failed: {e}")
+    except Exception:
+      pass
+
+
+class Ratekeeper:
+  def __init__(self, rate: float, print_delay_threshold: float | None = 0.0) -> None:
+    """Rate in Hz for ratekeeping. print_delay_threshold must be nonnegative."""
+    self._interval = 1. / rate
+    self._print_delay_threshold = print_delay_threshold
+    self._frame = 0
+    self._remaining = 0.0
+    self._process_name = getproctitle()
+    self._last_monitor_time = -1.
+    self._next_frame_time = -1.
+
+    self.avg_dt = MovingAverage(100)
+    self.avg_dt.add_value(self._interval)
+
+  def reset(self) -> None:
+    self._remaining = 0.0
+    self._last_monitor_time = -1.
+    self._next_frame_time = -1.
+    self.avg_dt = MovingAverage(100)
+    self.avg_dt.add_value(self._interval)
+
+  @property
+  def frame(self) -> int:
+    return self._frame
+
+  @property
+  def remaining(self) -> float:
+    return self._remaining
+
+  @property
+  def lag(self) -> float:
+    return max(0., -self._remaining)
+
+  @property
+  def lagging(self) -> bool:
+    expected_dt = self._interval * (1 / 0.9)
+    return self.avg_dt.get_average() > expected_dt
+
+  # Maintain loop rate by calling this at the end of each loop
+  def keep_time(self) -> bool:
+    lagged = self.monitor_time()
+    if self._remaining > 0:
+      time.sleep(self._remaining)
+    return lagged
+
+  # Monitors the cumulative lag, but does not enforce a rate
+  def monitor_time(self) -> bool:
+    if self._last_monitor_time < 0:
+      self._next_frame_time = time.monotonic() + self._interval
+      self._last_monitor_time = time.monotonic()
+
+    prev = self._last_monitor_time
+    self._last_monitor_time = time.monotonic()
+    self.avg_dt.add_value(self._last_monitor_time - prev)
+
+    lagged = False
+    remaining = self._next_frame_time - time.monotonic()
+    self._next_frame_time += self._interval
+    if self._print_delay_threshold is not None and remaining < -self._print_delay_threshold:
+      print(f"{self._process_name} lagging by {-remaining * 1000:.2f} ms")
+      lagged = True
+    self._frame += 1
+    self._remaining = remaining
+    return lagged
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/swaglog.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/swaglog.py
@@ -0,0 +1,165 @@
+import logging
+import os
+import sys
+import time
+import warnings
+from pathlib import Path
+from logging.handlers import BaseRotatingHandler
+
+import zmq
+
+from iqpilot.common.logging_extra import SwagLogger, SwagFormatter, SwagLogFileFormatter
+from iqpilot.system.hardware.hw import Paths
+
+
+def get_file_handler():
+  Path(Paths.swaglog_root()).mkdir(parents=True, exist_ok=True)
+  base_filename = os.path.join(Paths.swaglog_root(), "swaglog")
+  handler = SwaglogRotatingFileHandler(base_filename)
+  return handler
+
+class SwaglogRotatingFileHandler(BaseRotatingHandler):
+  def __init__(self, base_filename, interval=60, max_bytes=1024*256, backup_count=2500, encoding=None):
+    super().__init__(base_filename, mode="a", encoding=encoding, delay=True)
+    self.base_filename = base_filename
+    self.interval = interval # seconds
+    self.max_bytes = max_bytes
+    self.backup_count = backup_count
+    self.log_files = self.get_existing_logfiles()
+    log_indexes = [f.split(".")[-1] for f in self.log_files]
+    self.last_file_idx = max([int(i) for i in log_indexes if i.isdigit()] or [-1])
+    self.last_rollover = None
+    self.doRollover()
+
+  def _open(self):
+    self.last_rollover = time.monotonic()
+    self.last_file_idx += 1
+    next_filename = f"{self.base_filename}.{self.last_file_idx:010}"
+    stream = open(next_filename, self.mode, encoding=self.encoding)
+    self.log_files.insert(0, next_filename)
+    return stream
+
+  def get_existing_logfiles(self):
+    log_files = list()
+    base_dir = os.path.dirname(self.base_filename)
+    for fn in os.listdir(base_dir):
+      fp = os.path.join(base_dir, fn)
+      if fp.startswith(self.base_filename) and os.path.isfile(fp):
+        log_files.append(fp)
+    return sorted(log_files)
+
+  def shouldRollover(self, record):
+    size_exceeded = self.max_bytes > 0 and self.stream.tell() >= self.max_bytes
+    time_exceeded = self.interval > 0 and self.last_rollover + self.interval <= time.monotonic()
+    return size_exceeded or time_exceeded
+
+  def doRollover(self):
+    if self.stream:
+      self.stream.close()
+    self.stream = self._open()
+
+    if self.backup_count > 0:
+      while len(self.log_files) > self.backup_count:
+        to_delete = self.log_files.pop()
+        if os.path.exists(to_delete): # just being safe, should always exist
+          os.remove(to_delete)
+
+class UnixDomainSocketHandler(logging.Handler):
+  def __init__(self, formatter):
+    logging.Handler.__init__(self)
+    self.setFormatter(formatter)
+    self.pid = None
+
+    self.zctx = None
+    self.sock = None
+
+  def __del__(self):
+    self.close()
+
+  def close(self):
+    if self.sock is not None:
+      self.sock.close()
+    if self.zctx is not None:
+      self.zctx.term()
+
+  def connect(self):
+    self.zctx = zmq.Context()
+    self.sock = self.zctx.socket(zmq.PUSH)
+    self.sock.setsockopt(zmq.LINGER, 10)
+    self.sock.connect(Paths.swaglog_ipc())
+    self.pid = os.getpid()
+
+  def emit(self, record):
+    if os.getpid() != self.pid:
+      # TODO suppresses warning about forking proc with zmq socket, fix root cause
+      warnings.filterwarnings("ignore", category=ResourceWarning, message="unclosed.*<zmq.*>")
+      self.connect()
+
+    msg = self.format(record).rstrip('\n')
+    # print("SEND".format(repr(msg)))
+    try:
+      s = chr(record.levelno)+msg
+      self.sock.send(s.encode('utf8'), zmq.NOBLOCK)
+    except zmq.error.Again:
+      # drop :/
+      pass
+
+
+class ForwardingHandler(logging.Handler):
+  def __init__(self, target_logger):
+    super().__init__()
+    self.target_logger = target_logger
+
+  def emit(self, record):
+    self.target_logger.handle(record)
+
+
+def add_file_handler(log):
+  """
+  Function to add the file log handler to swaglog.
+  This can be used to store logs when logmessaged is not running.
+  """
+  handler = get_file_handler()
+  handler.setFormatter(SwagLogFileFormatter(log))
+  log.addHandler(handler)
+
+
+cloudlog = log = SwagLogger()
+log.setLevel(logging.DEBUG)
+
+
+class PrettyConsoleFormatter(logging.Formatter):
+  # StreamHandler writes to stderr, so tty-gate on that
+  _COLOR = sys.stderr.isatty() and os.environ.get('NO_COLOR') is None
+
+  def format(self, record):
+    msg = record.getMessage()
+    if not self._COLOR:
+      return f"{record.filename}: {msg}"
+    lvl = record.levelno
+    if   lvl >= 50: lc, ln = "\033[1;38;5;196m", "CRIT"
+    elif lvl >= 40: lc, ln = "\033[1;38;5;203m", " ERR"
+    elif lvl >= 30: lc, ln = "\033[38;5;214m", "WARN"
+    elif lvl >= 20: lc, ln = "\033[38;5;110m", "info"
+    else:           lc, ln = "\033[38;5;244m", " dbg"
+    body = f"\033[1;38;5;210m{msg}\033[0m" if lvl >= 40 else msg
+    src = "" if record.filename == "(unknown file)" else f"\033[2m{record.filename}\033[0m  "
+    return f"{lc}{ln:>4}\033[0m  {src}{body}"
+
+
+outhandler = logging.StreamHandler()
+outhandler.setFormatter(PrettyConsoleFormatter())
+
+print_level = os.environ.get('LOGPRINT', 'warning')
+if print_level == 'debug':
+  outhandler.setLevel(logging.DEBUG)
+elif print_level == 'info':
+  outhandler.setLevel(logging.INFO)
+elif print_level == 'warning':
+  outhandler.setLevel(logging.WARNING)
+
+ipchandler = UnixDomainSocketHandler(SwagFormatter(log))
+
+log.addHandler(outhandler)
+# logs are sent through IPC before writing to disk to prevent disk I/O blocking
+log.addHandler(ipchandler)
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/time_helpers.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/time_helpers.py
@@ -0,0 +1,15 @@
+import datetime
+from pathlib import Path
+
+MIN_DATE = datetime.datetime(year=2025, month=2, day=21)
+
+def min_date():
+  # on systemd systems, the default time is the systemd build time
+  systemd_path = Path("/lib/systemd/systemd")
+  if systemd_path.exists():
+    d = datetime.datetime.fromtimestamp(systemd_path.stat().st_mtime)
+    return max(MIN_DATE, d + datetime.timedelta(days=1))
+  return MIN_DATE
+
+def system_time_valid():
+  return datetime.datetime.now() > min_date()
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/utils.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/common/utils.py
@@ -0,0 +1,271 @@
+import io
+import os
+import tempfile
+import contextlib
+import subprocess
+import time
+import functools
+from subprocess import Popen, PIPE, TimeoutExpired
+import zstandard as zstd
+
+LOG_COMPRESSION_LEVEL = 10  # little benefit up to level 15. level ~17 is a small step change
+
+class Timer:
+  """Simple lap timer for profiling sequential operations."""
+
+  def __init__(self):
+    self._start = self._lap = time.monotonic()
+    self._sections = {}
+
+  def lap(self, name):
+    now = time.monotonic()
+    self._sections[name] = now - self._lap
+    self._lap = now
+
+  @property
+  def total(self):
+    return time.monotonic() - self._start
+
+  def fmt(self, duration):
+    parts = ", ".join(f"{k}={v:.2f}s" + (f" ({duration/v:.0f}x)" if k == 'render' and v > 0 else "") for k, v in self._sections.items())
+    total = self.total
+    realtime = f"{duration/total:.1f}x realtime" if total > 0 else "N/A"
+    return f"{duration}s in {total:.1f}s ({realtime}) | {parts}"
+
+def sudo_write(val: str, path: str) -> None:
+  try:
+    with open(path, 'w') as f:
+      f.write(str(val))
+  except PermissionError:
+    os.system(f"sudo chmod a+w {path}")
+    try:
+      with open(path, 'w') as f:
+        f.write(str(val))
+    except PermissionError:
+      # fallback for debugfs files
+      os.system(f"sudo su -c 'echo {val} > {path}'")
+
+
+def sudo_read(path: str) -> str:
+  try:
+    return subprocess.check_output(f"sudo cat {path}", shell=True, encoding='utf8').strip()
+  except Exception:
+    return ""
+
+
+class MovingAverage:
+  def __init__(self, window_size: int):
+    self.window_size: int = window_size
+    self.buffer: list[float] = [0.0] * window_size
+    self.index: int = 0
+    self.count: int = 0
+    self.sum: float = 0.0
+
+  def add_value(self, new_value: float):
+    # Update the sum: subtract the value being replaced and add the new value
+    self.sum -= self.buffer[self.index]
+    self.buffer[self.index] = new_value
+    self.sum += new_value
+
+    # Update the index in a circular manner
+    self.index = (self.index + 1) % self.window_size
+
+    # Track the number of added values (for partial windows)
+    self.count = min(self.count + 1, self.window_size)
+
+  def get_average(self) -> float:
+    if self.count == 0:
+      return float('nan')
+    return self.sum / self.count
+
+
+class CallbackReader:
+  """Wraps a file, but overrides the read method to also
+  call a callback function with the number of bytes read so far."""
+
+  def __init__(self, f, callback, *args):
+    self.f = f
+    self.callback = callback
+    self.cb_args = args
+    self.total_read = 0
+
+  def __getattr__(self, attr):
+    return getattr(self.f, attr)
+
+  def read(self, *args, **kwargs):
+    chunk = self.f.read(*args, **kwargs)
+    self.total_read += len(chunk)
+    self.callback(*self.cb_args, self.total_read)
+    return chunk
+
+
+@contextlib.contextmanager
+def atomic_write(path: str, mode: str = 'w', buffering: int = -1, encoding: str | None = None, newline: str | None = None,
+                 overwrite: bool = False):
+  """Write to a file atomically using a temporary file in the same directory as the destination file."""
+  dir_name = os.path.dirname(path)
+
+  if not overwrite and os.path.exists(path):
+    raise FileExistsError(f"File '{path}' already exists. To overwrite it, set 'overwrite' to True.")
+
+  with tempfile.NamedTemporaryFile(mode=mode, buffering=buffering, encoding=encoding, newline=newline, dir=dir_name, delete=False) as tmp_file:
+    yield tmp_file
+    tmp_file_name = tmp_file.name
+  os.replace(tmp_file_name, path)
+
+
+def get_upload_stream(filepath: str, should_compress: bool) -> tuple[io.BufferedIOBase, int]:
+  if not should_compress:
+    file_size = os.path.getsize(filepath)
+    file_stream = open(filepath, "rb")
+    return file_stream, file_size
+
+  # Compress the file on the fly
+  compressed_stream = io.BytesIO()
+  compressor = zstd.ZstdCompressor(level=LOG_COMPRESSION_LEVEL)
+
+  with open(filepath, "rb") as f:
+    compressor.copy_stream(f, compressed_stream)
+    compressed_size = compressed_stream.tell()
+    compressed_stream.seek(0)
+    return compressed_stream, compressed_size
+
+
+# remove all keys that end in DEPRECATED
+def strip_deprecated_keys(d):
+  for k in list(d.keys()):
+    if isinstance(k, str):
+      if k.endswith('DEPRECATED'):
+        d.pop(k)
+      elif isinstance(d[k], dict):
+        strip_deprecated_keys(d[k])
+  return d
+
+
+def run_cmd(cmd: list[str], cwd=None, env=None) -> str:
+  return subprocess.check_output(cmd, encoding='utf8', cwd=cwd, env=env).strip()
+
+
+def run_cmd_default(cmd: list[str], default: str = "", cwd=None, env=None) -> str:
+  try:
+    return run_cmd(cmd, cwd=cwd, env=env)
+  except subprocess.CalledProcessError:
+    return default
+
+
+@contextlib.contextmanager
+def managed_proc(cmd: list[str], env: dict[str, str]):
+  proc = Popen(cmd, env=env, stdout=PIPE, stderr=PIPE)
+  try:
+    yield proc
+  finally:
+    if proc.poll() is None:
+      proc.terminate()
+    try:
+      proc.wait(timeout=5)
+    except TimeoutExpired:
+      proc.kill()
+
+
+def tabulate(tabular_data, headers=(), tablefmt="simple", floatfmt="g", stralign="left", numalign=None):
+  rows = [list(row) for row in tabular_data]
+
+  def fmt(val):
+    if isinstance(val, str):
+      return val
+    if isinstance(val, (bool, int)):
+      return str(val)
+    try:
+      return format(val, floatfmt)
+    except (TypeError, ValueError):
+      return str(val)
+
+  formatted = [[fmt(c) for c in row] for row in rows]
+  hdrs = [str(h) for h in headers] if headers else None
+
+  ncols = max((len(r) for r in formatted), default=0)
+  if hdrs:
+    ncols = max(ncols, len(hdrs))
+  if ncols == 0:
+    return ""
+
+  for r in formatted:
+    r.extend([""] * (ncols - len(r)))
+  if hdrs:
+    hdrs.extend([""] * (ncols - len(hdrs)))
+
+  widths = [0] * ncols
+  if hdrs:
+    for i in range(ncols):
+      widths[i] = len(hdrs[i])
+  for row in formatted:
+    for i in range(ncols):
+      widths[i] = max(widths[i], max(len(ln) for ln in row[i].split('\n')))
+
+  def _align(s, w):
+    if stralign == "center":
+      return s.center(w)
+    return s.ljust(w)
+
+  if tablefmt == "html":
+    parts = ["<table>"]
+    if hdrs:
+      parts.append("<thead>")
+      parts.append("<tr>" + "".join(f"<th>{h}</th>" for h in hdrs) + "</tr>")
+      parts.append("</thead>")
+    parts.append("<tbody>")
+    for row in formatted:
+      parts.append("<tr>" + "".join(f"<td>{c}</td>" for c in row) + "</tr>")
+    parts.append("</tbody>")
+    parts.append("</table>")
+    return "\n".join(parts)
+
+  if tablefmt == "simple_grid":
+    def _sep(left, mid, right):
+      return left + mid.join("─" * (w + 2) for w in widths) + right
+
+    top, mid_sep, bot = _sep("┌", "┬", "┐"), _sep("├", "┼", "┤"), _sep("└", "┴", "┘")
+
+    def _fmt_row(cells):
+      split = [c.split('\n') for c in cells]
+      nlines = max(len(s) for s in split)
+      for s in split:
+        s.extend([""] * (nlines - len(s)))
+      return ["│" + "│".join(f" {_align(split[i][li], widths[i])} " for i in range(ncols)) + "│" for li in range(nlines)]
+
+    lines = [top]
+    if hdrs:
+      lines.extend(_fmt_row(hdrs))
+      lines.append(mid_sep)
+    for ri, row in enumerate(formatted):
+      lines.extend(_fmt_row(row))
+      lines.append(mid_sep if ri < len(formatted) - 1 else bot)
+    return "\n".join(lines)
+
+  gap = "  "
+  lines = []
+  if hdrs:
+    lines.append(gap.join(h.ljust(w) for h, w in zip(hdrs, widths, strict=True)))
+    lines.append(gap.join("-" * w for w in widths))
+  for row in formatted:
+    lines.append(gap.join(_align(row[i], widths[i]) for i in range(ncols)))
+  return "\n".join(lines)
+
+
+def retry(attempts=3, delay=1.0, ignore_failure=False):
+  def decorator(func):
+    @functools.wraps(func)
+    def wrapper(*args, **kwargs):
+      for _ in range(attempts):
+        try:
+          return func(*args, **kwargs)
+        except Exception:
+          print(f"{func.__name__} failed, trying again")
+          time.sleep(delay)
+
+      if ignore_failure:
+        print(f"{func.__name__} failed after retry")
+      else:
+        raise Exception(f"{func.__name__} failed after retry")
+    return wrapper
+  return decorator
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/konn3kt/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/konn3kt/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/konn3kt/cloud_client.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/konn3kt/cloud_client.py
@@ -0,0 +1,17 @@
+"""
+Copyright ©️ IQ.Lvbs, apart of Project Teal Lvbs, All Rights Reserved, licensed under https://konn3kt.com/tos
+"""
+
+
+import os
+from iqpilot.common.api.base import BaseApi
+API_HOST = os.getenv('KONN3KT_API_HOST', 'https://api-iqlabs.konn3kt.com')
+
+class Konn3ktApi(BaseApi):
+
+  def __init__(self, dongle_id):
+    super().__init__(dongle_id, API_HOST)
+    self.user_agent = "konn3kt-device-"
+
+  def get_token(self, expiry_hours=1):
+    return super()._get_token(expiry_hours=expiry_hours)
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/config.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/config.py
@@ -0,0 +1,133 @@
+"""
+Copyright © IQ.Lvbs, apart of Project Teal Lvbs, All Rights Reserved, licensed under https://konn3kt.com/tos/
+"""
+from __future__ import annotations
+
+import numpy as np
+
+
+def index_function(index: int, max_val: float = 192, max_idx: int = 32) -> float:
+  return max_val * ((index / max_idx) ** 2)
+
+
+def _quadratic_series(limit: float, steps: int) -> list[float]:
+  return [index_function(index, max_val=limit, max_idx=steps - 1) for index in range(steps)]
+
+
+def _probability_window(*values: float) -> np.ndarray:
+  return np.asarray(values, dtype=np.float32)
+
+
+def _field_group(start: int, stop: int, stride: int) -> slice:
+  return slice(start, stop, stride)
+
+
+_IDX_COUNT = 33
+_T_AXIS = _quadratic_series(10.0, _IDX_COUNT)
+_X_AXIS = _quadratic_series(192.0, _IDX_COUNT)
+
+
+class ModelConstants:
+  IDX_N = _IDX_COUNT
+  T_IDXS = _T_AXIS
+  X_IDXS = _X_AXIS
+  LEAD_T_IDXS = [0.0, 2.0, 4.0, 6.0, 8.0, 10.0]
+  LEAD_T_OFFSETS = [0.0, 2.0, 4.0]
+  META_T_IDXS = [2.0, 4.0, 6.0, 8.0, 10.0]
+
+  MODEL_FREQ = 20
+  FEATURE_LEN = 512
+  FULL_HISTORY_BUFFER_LEN = 99
+  HISTORY_BUFFER_LEN = FULL_HISTORY_BUFFER_LEN
+  DESIRE_LEN = 8
+  TRAFFIC_CONVENTION_LEN = 2
+  NAV_FEATURE_LEN = 256
+  NAV_INSTRUCTION_LEN = 150
+  LAT_PLANNER_STATE_LEN = 4
+  LATERAL_CONTROL_PARAMS_LEN = 2
+  PREV_DESIRED_CURV_LEN = 1
+
+  FCW_THRESHOLDS_5MS2 = _probability_window(0.05, 0.05, 0.15, 0.15, 0.15)
+  FCW_THRESHOLDS_3MS2 = _probability_window(0.7, 0.7)
+  FCW_5MS2_PROBS_WIDTH = 5
+  FCW_3MS2_PROBS_WIDTH = 2
+
+  DISENGAGE_WIDTH = 5
+  POSE_WIDTH = 6
+  WIDE_FROM_DEVICE_WIDTH = 3
+  SIM_POSE_WIDTH = 6
+  LEAD_WIDTH = 4
+  LANE_LINES_WIDTH = 2
+  ROAD_EDGES_WIDTH = 2
+  PLAN_WIDTH = 15
+  DESIRE_PRED_WIDTH = 8
+  LAT_PLANNER_SOLUTION_WIDTH = 4
+  DESIRED_CURV_WIDTH = 1
+
+  NUM_LANE_LINES = 4
+  NUM_ROAD_EDGES = 2
+  LEAD_TRAJ_LEN = 6
+  DESIRE_PRED_LEN = 4
+
+  PLAN_MHP_N = 5
+  LEAD_MHP_N = 2
+  PLAN_MHP_SELECTION = 1
+  LEAD_MHP_SELECTION = 3
+
+  FCW_THRESHOLD_5MS2_HIGH = 0.15
+  FCW_THRESHOLD_5MS2_LOW = 0.05
+  FCW_THRESHOLD_3MS2 = 0.7
+
+  CONFIDENCE_BUFFER_LEN = 5
+  RYG_GREEN = 0.01165
+  RYG_YELLOW = 0.06157
+  POLY_PATH_DEGREE = 4
+
+
+class Plan:
+  POSITION = slice(0, 3)
+  VELOCITY = slice(3, 6)
+  ACCELERATION = slice(6, 9)
+  T_FROM_CURRENT_EULER = slice(9, 12)
+  ORIENTATION_RATE = slice(12, 15)
+
+
+class Meta:
+  ENGAGED = _field_group(0, 1, 1)
+  GAS_DISENGAGE = _field_group(1, 31, 6)
+  BRAKE_DISENGAGE = _field_group(2, 31, 6)
+  STEER_OVERRIDE = _field_group(3, 31, 6)
+  HARD_BRAKE_3 = _field_group(4, 31, 6)
+  HARD_BRAKE_4 = _field_group(5, 31, 6)
+  HARD_BRAKE_5 = _field_group(6, 31, 6)
+  GAS_PRESS = _field_group(31, 55, 4)
+  BRAKE_PRESS = _field_group(32, 55, 4)
+  LEFT_BLINKER = _field_group(33, 55, 4)
+  RIGHT_BLINKER = _field_group(34, 55, 4)
+
+
+class MetaTombRaider:
+  ENGAGED = _field_group(0, 1, 1)
+  GAS_DISENGAGE = _field_group(1, 41, 8)
+  BRAKE_DISENGAGE = _field_group(2, 41, 8)
+  STEER_OVERRIDE = _field_group(3, 41, 8)
+  HARD_BRAKE_3 = _field_group(4, 41, 8)
+  HARD_BRAKE_4 = _field_group(5, 41, 8)
+  HARD_BRAKE_5 = _field_group(6, 41, 8)
+  GAS_PRESS = _field_group(7, 41, 8)
+  BRAKE_PRESS = _field_group(8, 41, 8)
+  LEFT_BLINKER = _field_group(41, 53, 2)
+  RIGHT_BLINKER = _field_group(42, 53, 2)
+
+
+class MetaSimPose:
+  ENGAGED = _field_group(0, 1, 1)
+  GAS_DISENGAGE = _field_group(1, 36, 7)
+  BRAKE_DISENGAGE = _field_group(2, 36, 7)
+  STEER_OVERRIDE = _field_group(3, 36, 7)
+  HARD_BRAKE_3 = _field_group(4, 36, 7)
+  HARD_BRAKE_4 = _field_group(5, 36, 7)
+  HARD_BRAKE_5 = _field_group(6, 36, 7)
+  GAS_PRESS = _field_group(7, 36, 7)
+  LEFT_BLINKER = _field_group(36, 48, 2)
+  RIGHT_BLINKER = _field_group(37, 48, 2)
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/models/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/models/init.py
@@ -0,0 +1,3 @@
+"""
+Copyright © IQ.Lvbs, apart of Project Teal Lvbs, All Rights Reserved, licensed under https://konn3kt.com/tos/
+"""
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/models/fetcher.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/models/fetcher.py
@@ -0,0 +1,11 @@
+#!/usr/bin/env python3
+"""
+Copyright © IQ.Lvbs, apart of Project Teal Lvbs, All Rights Reserved, licensed under https://konn3kt.com/tos/
+"""
+
+from iqpilot._proprietary_loader import ProprietaryModuleMissing, load_private_module
+
+try:
+  load_private_module(__name__, "iqpilot_private.models.fetcher")
+except ProprietaryModuleMissing:
+  from iqpilot.models_private_src.fetcher import *  # noqa: F403
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/models/helpers.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/selfdrive/iqmodeld/models/helpers.py
@@ -0,0 +1,313 @@
+#!/usr/bin/env python3
+"""
+Copyright (c) IQ.Lvbs, apart of Project Teal Lvbs, All Rights Reserved, licensed under https://konn3kt.com/tos
+"""
+import json
+import os
+import shutil
+from pathlib import Path
+
+from iqpilot.cereal import custom
+from iqpilot.common.params import Params
+from iqpilot.common.swaglog import cloudlog
+from iqpilot._proprietary_loader import ProprietaryModuleMissing, load_private_module
+from iqpilot.system.hardware.hw import Paths
+
+try:
+  load_private_module(__name__, "iqpilot_private.models.helpers")
+except ProprietaryModuleMissing:
+  try:
+    from iqpilot.models_private_src.helpers import *  # noqa: F403
+  except ImportError:
+    pass
+
+
+ModelBundle = custom.IQModelManager.ModelBundle
+Runner = custom.IQModelManager.Runner
+_MODEL_ROOT = Path(Paths.model_root())
+_ACTIVE_BUNDLE_KEY = "ModelManager_ActiveBundle"
+_MODELS_CACHE_KEY = "ModelManager_ModelsCache"
+_RUNNER_CACHE_KEY = "ModelRunnerTypeCache"
+_DOWNLOAD_INDEX_KEY = "ModelManager_DownloadIndex"
+_PENDING_INDEX_KEY = "ModelManager_PendingIndex"
+_PENDING_MODEL_RESTORE_FILE = "/data/k3_pending_model_restore"
+_STOCK_RUNNER = int(Runner.stock)
+_TINYGRAD_RUNNER = int(Runner.tinygrad)
+_SNPE_RUNNER = int(Runner.snpe)
+
+_DEFAULT_MODEL_DIR = Path(__file__).resolve().parents[1] / "default_model"
+_DEFAULT_BUNDLE_JSON = _DEFAULT_MODEL_DIR / "bundle.json"
+_DEFAULT_BUNDLE_REF = "default"
+
+
+def get_default_model_bundle(_bundles):
+  return None
+
+
+def _coerce_runner_value(value) -> int | None:
+  raw = getattr(value, "raw", value)
+  try:
+    return int(raw)
+  except (TypeError, ValueError):
+    return None
+
+
+def _bundle_models(bundle) -> list:
+  models = getattr(bundle, "models", None)
+  return list(models) if models is not None else []
+
+
+def _bundle_needs_runtime_upgrade(bundle) -> bool:
+  if bundle is None:
+    return False
+
+  if _coerce_runner_value(getattr(bundle, "runner", None)) == _SNPE_RUNNER:
+    return True
+
+  for model in _bundle_models(bundle):
+    file_name = getattr(getattr(model, "artifact", None), "fileName", "") or ""
+    if file_name.endswith(".thneed"):
+      return True
+
+  return False
+
+
+def _load_cached_manifest_bundles(params: Params):
+  cached = params.get(_MODELS_CACHE_KEY) or {}
+  bundles = []
+  for raw_bundle in cached.get("bundles", []):
+    try:
+      min_selector_version = int(raw_bundle.get("minimumSelectorVersion", raw_bundle.get("minimum_selector_version", 0)))
+      compatibility_view = dict(raw_bundle)
+      compatibility_view["minimumSelectorVersion"] = min_selector_version
+      is_compatible = globals().get("is_bundle_version_compatible")
+      if is_compatible is not None and not is_compatible(compatibility_view):
+        continue
+
+      if "short_name" in raw_bundle:
+        from iqpilot.selfdrive.iqmodeld.models.fetcher import ManifestDecoder
+        bundles.append(ManifestDecoder._decode_bundle(raw_bundle))
+        continue
+
+      if "internalName" in raw_bundle:
+        bundles.append(ModelBundle(**raw_bundle))
+        continue
+
+      bundle = ModelBundle()
+      bundle.index = int(raw_bundle["index"])
+      bundle.internalName = raw_bundle.get("short_name")
+      bundle.displayName = raw_bundle.get("display_name")
+      bundle.status = 0
+      bundle.generation = int(raw_bundle["generation"])
+      bundle.environment = raw_bundle["environment"]
+      bundle.runner = raw_bundle.get("runner", Runner.tinygrad)
+      bundle.is20hz = raw_bundle.get("is_20hz", False)
+      bundle.minimumSelectorVersion = int(min_selector_version)
+      bundle.ref = raw_bundle.get("ref")
+      bundle.overrides = []
+      for key, value in raw_bundle.get("overrides", {}).items():
+        override = custom.IQModelManager.Override()
+        override.key = key
+        override.value = value
+        bundle.overrides.append(override)
+
+      bundle.models = []
+      for raw_model in raw_bundle.get("models", []):
+        model = custom.IQModelManager.Model()
+        model.type = raw_model.get("type")
+        for attr_name in ("artifact", "metadata"):
+          raw_artifact = raw_model.get(attr_name)
+          if not raw_artifact:
+            continue
+          artifact = custom.IQModelManager.Artifact()
+          artifact.fileName = raw_artifact.get("file_name")
+          download_uri = custom.IQModelManager.DownloadUri()
+          download_uri.uri = raw_artifact.get("download_uri", {}).get("url")
+          download_uri.sha256 = raw_artifact.get("download_uri", {}).get("sha256")
+          artifact.downloadUri = download_uri
+          setattr(model, attr_name, artifact)
+        bundle.models.append(model)
+
+      bundles.append(bundle)
+    except Exception:
+      continue
+  return bundles
+
+
+def _bundle_match_key(bundle) -> tuple[str | None, str | None, str | None]:
+  return (
+    getattr(bundle, "ref", None),
+    getattr(bundle, "internalName", None),
+    getattr(bundle, "displayName", None),
+  )
+
+
+def _find_runtime_upgrade(bundle, params: Params, available_bundles=None):
+  if not _bundle_needs_runtime_upgrade(bundle):
+    return bundle
+
+  candidate_bundles = available_bundles if available_bundles is not None else _load_cached_manifest_bundles(params)
+  ref, internal_name, display_name = _bundle_match_key(bundle)
+
+  for candidate in candidate_bundles:
+    if getattr(candidate, "ref", None) and getattr(candidate, "ref", None) == ref:
+      return candidate
+
+  for candidate in candidate_bundles:
+    if getattr(candidate, "internalName", None) == internal_name:
+      return candidate
+
+  for candidate in candidate_bundles:
+    if getattr(candidate, "displayName", None) == display_name:
+      return candidate
+
+  return None
+
+
+def bundle_files_ready(bundle) -> bool:
+  if bundle is None:
+    return False
+
+  for model in _bundle_models(bundle):
+    artifact = getattr(model, "artifact", None)
+    metadata = getattr(model, "metadata", None)
+    for file_name in (getattr(metadata, "fileName", None), getattr(artifact, "fileName", None)):
+      if file_name and not (_MODEL_ROOT / file_name).is_file():
+        return False
+  return True
+
+
+def persist_active_bundle(params: Params, bundle) -> None:
+  params.put(_ACTIVE_BUNDLE_KEY, bundle.to_dict())
+  params.remove(_RUNNER_CACHE_KEY)
+
+
+def _load_default_bundle_dict() -> dict:
+  return json.loads(_DEFAULT_BUNDLE_JSON.read_text())
+
+
+def _default_bundle_filenames(bundle_dict: dict) -> list[str]:
+  names = []
+  for model in bundle_dict.get("models", []):
+    for artifact in (model.get("metadata"), model.get("artifact")):
+      file_name = artifact.get("fileName", "") if isinstance(artifact, dict) else ""
+      if file_name:
+        names.append(file_name)
+  return names
+
+
+def is_default_bundle(bundle) -> bool:
+  return bool(bundle is not None and getattr(bundle, "ref", None) == _DEFAULT_BUNDLE_REF)
+
+
+def ensure_default_model_files(bundle_dict: dict = None) -> None:
+  bundle_dict = bundle_dict if bundle_dict is not None else _load_default_bundle_dict()
+  try:
+    _MODEL_ROOT.mkdir(parents=True, exist_ok=True)
+  except OSError as e:
+    cloudlog.exception(f"default_model: cannot create model root: {e}")
+    return
+  for file_name in _default_bundle_filenames(bundle_dict):
+    src = _DEFAULT_MODEL_DIR / file_name
+    dst = _MODEL_ROOT / file_name
+    if not src.is_file():
+      cloudlog.error(f"default_model: shipped asset missing {src}")
+      continue
+    if dst.is_file() and dst.stat().st_size == src.stat().st_size:
+      continue
+    try:
+      shutil.copy2(src, dst)
+      cloudlog.warning(f"default_model: staged {file_name} into model root")
+    except OSError as e:
+      cloudlog.exception(f"default_model: failed staging {file_name}: {e}")
+
+
+def select_default_model(params: Params = None) -> None:
+  params = Params() if params is None else params
+  bundle_dict = _load_default_bundle_dict()
+  ensure_default_model_files(bundle_dict)
+  params.remove(_DOWNLOAD_INDEX_KEY)
+  params.remove(_PENDING_INDEX_KEY)
+  params.put(_ACTIVE_BUNDLE_KEY, bundle_dict)
+  params.remove(_RUNNER_CACHE_KEY)
+  params.put(_RUNNER_CACHE_KEY, _TINYGRAD_RUNNER)
+  try:
+    if os.path.isfile(_PENDING_MODEL_RESTORE_FILE):
+      os.remove(_PENDING_MODEL_RESTORE_FILE)
+  except OSError:
+    pass
+
+
+def seed_default_bundle_if_unset(params: Params = None) -> None:
+  params = Params() if params is None else params
+  if params.get(_ACTIVE_BUNDLE_KEY):
+    return
+  queued_download = params.get(_DOWNLOAD_INDEX_KEY)
+  try:
+    select_default_model(params)
+    if queued_download is not None:
+      params.put(_DOWNLOAD_INDEX_KEY, queued_download)
+    cloudlog.warning("default_model: seeded Default (CD210) as active bundle")
+  except Exception as e:
+    cloudlog.exception(f"default_model: failed to seed default bundle: {e}")
+
+
+def get_runtime_bundle_upgrade(bundle, params: Params = None, available_bundles=None):
+  params = Params() if params is None else params
+  return _find_runtime_upgrade(bundle, params, available_bundles)
+
+
+def get_active_bundle(params: Params = None):
+  params = Params() if params is None else params
+
+  try:
+    active_bundle = params.get(_ACTIVE_BUNDLE_KEY) or {}
+    if not active_bundle:
+      return None
+    is_compatible = globals().get("is_bundle_version_compatible")
+    if is_compatible is not None and not is_compatible(active_bundle):
+      return None
+    bundle = ModelBundle(**active_bundle)
+  except Exception:
+    return None
+
+  replacement = _find_runtime_upgrade(bundle, params)
+  if replacement is not None and replacement is not bundle and bundle_files_ready(replacement):
+    persist_active_bundle(params, replacement)
+    return replacement
+
+  return bundle
+
+
+def get_active_model_runner(params: Params = None, force_check=False):
+  params = Params() if params is None else params
+
+  active_bundle = get_active_bundle(params)
+  if not active_bundle:
+    seed_default_bundle_if_unset(params)
+    active_bundle = get_active_bundle(params)
+    if not active_bundle:
+      if params.get(_RUNNER_CACHE_KEY) != str(_TINYGRAD_RUNNER):
+        params.put(_RUNNER_CACHE_KEY, _TINYGRAD_RUNNER)
+      return _TINYGRAD_RUNNER
+
+  cached_runner_type = params.get(_RUNNER_CACHE_KEY)
+  if cached_runner_type and not force_check and isinstance(cached_runner_type, str) and cached_runner_type.isdigit():
+    return int(cached_runner_type)
+
+  runner_type = _coerce_runner_value(active_bundle.runner)
+  if runner_type == _SNPE_RUNNER:
+    replacement = _find_runtime_upgrade(active_bundle, params)
+    if replacement is not None and replacement is not active_bundle and bundle_files_ready(replacement):
+      persist_active_bundle(params, replacement)
+      runner_type = _coerce_runner_value(replacement.runner)
+    else:
+      if replacement is not None and getattr(replacement, "index", None) is not None and params.get(_DOWNLOAD_INDEX_KEY) is None:
+        params.put(_DOWNLOAD_INDEX_KEY, int(replacement.index))
+        cloudlog.warning(f"Queued tinygrad migration for retired bundle {getattr(active_bundle, 'internalName', '<unknown>')}")
+      runner_type = _TINYGRAD_RUNNER
+
+  if cached_runner_type != runner_type:
+    params.put(_RUNNER_CACHE_KEY, int(runner_type))
+
+  return runner_type
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/init.py
@@ -0,0 +1,22 @@
+import os
+from typing import cast
+
+from iqpilot.system.hardware.base import HardwareBase
+from iqpilot.system.hardware.tici.hardware import Tici
+from iqpilot.system.hardware.pc.hardware import Pc
+
+TICI = os.path.isfile('/TICI')
+AGNOS = os.path.isfile('/AGNOS')
+PC = not TICI
+
+
+if TICI:
+  HARDWARE = cast(HardwareBase, Tici())
+else:
+  HARDWARE = cast(HardwareBase, Pc())
+
+# Only comma 3/3X expose the DMA-BUF EGL extensions used by the zero-copy
+# camera renderer and the direct EGL frame-pacing calls. /TICI is also present
+# on comma 4, so it identifies the AGNOS hardware family rather than this GPU
+# capability.
+EGL_DMA_BUF_SUPPORTED = TICI and HARDWARE.get_device_type() in ("tici", "tizi")
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/base.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/base.py
@@ -0,0 +1,228 @@
+import os
+from abc import abstractmethod, ABC
+from dataclasses import dataclass, fields
+
+from iqpilot.cereal import log
+
+NetworkType = log.DeviceState.NetworkType
+NetworkStrength = log.DeviceState.NetworkStrength
+
+class LPAError(RuntimeError):
+  pass
+
+class LPAProfileNotFoundError(LPAError):
+  pass
+
+@dataclass
+class Profile:
+  iccid: str
+  nickname: str
+  enabled: bool
+  provider: str
+
+@dataclass
+class ThermalZone:
+  # a zone from /sys/class/thermal/thermal_zone*
+  name: str             # a.k.a type
+  scale: float = 1000.  # scale to get degrees in C
+  zone_number = -1
+
+  def read(self) -> float:
+    if self.zone_number < 0:
+      for n in os.listdir("/sys/devices/virtual/thermal"):
+        if not n.startswith("thermal_zone"):
+          continue
+        with open(os.path.join("/sys/devices/virtual/thermal", n, "type")) as f:
+          if f.read().strip() == self.name:
+            self.zone_number = int(n.removeprefix("thermal_zone"))
+            break
+
+    try:
+      with open(f"/sys/devices/virtual/thermal/thermal_zone{self.zone_number}/temp") as f:
+        return int(f.read()) / self.scale
+    except FileNotFoundError:
+      return 0
+
+@dataclass
+class ThermalConfig:
+  cpu: list[ThermalZone] | None = None
+  gpu: list[ThermalZone] | None = None
+  dsp: ThermalZone | None = None
+  pmic: list[ThermalZone] | None = None
+  memory: ThermalZone | None = None
+  intake: ThermalZone | None = None
+  exhaust: ThermalZone | None = None
+  case: ThermalZone | None = None
+
+  def get_msg(self):
+    ret = {}
+    for f in fields(ThermalConfig):
+      v = getattr(self, f.name)
+      if v is not None:
+        if isinstance(v, list):
+          ret[f.name + "TempC"] = [x.read() for x in v]
+        else:
+          ret[f.name + "TempC"] = v.read()
+    return ret
+
+class LPABase(ABC):
+  @abstractmethod
+  def list_profiles(self) -> list[Profile]:
+    pass
+
+  @abstractmethod
+  def get_active_profile(self) -> Profile | None:
+    pass
+
+  @abstractmethod
+  def delete_profile(self, iccid: str) -> None:
+    pass
+
+  @abstractmethod
+  def bootstrap(self) -> None:
+    pass
+
+  @abstractmethod
+  def download_profile(self, qr: str, nickname: str | None = None) -> None:
+    pass
+
+  @abstractmethod
+  def nickname_profile(self, iccid: str, nickname: str) -> None:
+    pass
+
+  @abstractmethod
+  def switch_profile(self, iccid: str) -> None:
+    pass
+
+  def is_comma_profile(self, iccid: str) -> bool:
+    return any(iccid.startswith(prefix) for prefix in ('8985235',))
+
+class HardwareBase(ABC):
+  @staticmethod
+  def get_cmdline() -> dict[str, str]:
+    with open('/proc/cmdline') as f:
+      cmdline = f.read()
+    return {kv[0]: kv[1] for kv in [s.split('=') for s in cmdline.split(' ')] if len(kv) == 2}
+
+  @staticmethod
+  def read_param_file(path, parser, default=0):
+    try:
+      with open(path) as f:
+        return parser(f.read())
+    except Exception:
+      return default
+
+  def booted(self) -> bool:
+    return True
+
+  def reboot(self, reason=None):
+    print("REBOOT!")
+
+  def uninstall(self):
+    print("uninstall")
+
+  def get_os_version(self):
+    return None
+
+  @abstractmethod
+  def get_device_type(self):
+    pass
+
+  def get_imei(self, slot) -> str:
+    return ""
+
+  def get_serial(self):
+    return ""
+
+  def get_network_info(self):
+    return None
+
+  def get_network_type(self):
+    return NetworkType.none
+
+  def get_sim_info(self):
+    return {
+      'sim_id': '',
+      'mcc_mnc': None,
+      'network_type': ["Unknown"],
+      'sim_state': ["ABSENT"],
+      'data_connected': False
+    }
+
+  def get_sim_lpa(self) -> LPABase:
+    raise NotImplementedError("SIM LPA not available")
+
+  def get_network_strength(self, network_type):
+    return NetworkStrength.unknown
+
+  def get_network_metered(self, network_type) -> bool:
+    return network_type not in (NetworkType.none, NetworkType.wifi, NetworkType.ethernet)
+
+  def get_current_power_draw(self):
+    return 0
+
+  def get_som_power_draw(self):
+    return 0
+
+  def shutdown(self):
+    print("SHUTDOWN!")
+
+  def get_thermal_config(self):
+    return ThermalConfig()
+
+  def set_display_power(self, on: bool):
+    pass
+
+  def set_screen_brightness(self, percentage):
+    pass
+
+  def get_screen_brightness(self):
+    return 0
+
+  def set_power_save(self, powersave_enabled):
+    pass
+
+  def get_gpu_usage_percent(self):
+    return 0
+
+  def get_modem_version(self):
+    return None
+
+  def get_modem_temperatures(self):
+    return []
+
+  def initialize_hardware(self):
+    pass
+
+  def configure_modem(self):
+    pass
+
+  def reboot_modem(self):
+    pass
+
+  def recover_sim_detection(self) -> bool:
+    return False
+
+  def get_networks(self):
+    return None
+
+  def has_internal_panda(self) -> bool:
+    return False
+
+  def reset_internal_panda(self):
+    pass
+
+  def recover_internal_panda(self):
+    pass
+
+  def get_modem_data_usage(self):
+    return -1, -1
+
+  def get_voltage(self) -> float:
+    return 0.
+
+  def get_current(self) -> float:
+    return 0.
+
+  def set_ir_power(self, percent: int):
+    pass
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/hw.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/hw.py
@@ -0,0 +1,137 @@
+import os
+import platform
+from pathlib import Path
+
+from iqpilot.system.hardware import PC
+
+DEFAULT_DOWNLOAD_CACHE_ROOT = "/tmp/comma_download_cache"
+
+class Paths:
+  _persist_root_cache: str | None = None
+
+  @staticmethod
+  def _is_writable_persist_root(path: str) -> bool:
+    try:
+      os.makedirs(path, exist_ok=True)
+      comma_dir = os.path.join(path, "comma")
+      os.makedirs(comma_dir, exist_ok=True)
+
+      probe_path = os.path.join(comma_dir, ".rw_probe")
+      with open(probe_path, "w") as f:
+        f.write("1")
+      os.remove(probe_path)
+      return True
+    except OSError:
+      return False
+
+  @staticmethod
+  def comma_home() -> str:
+    return os.path.join(str(Path.home()), ".comma" + os.environ.get("OPENPILOT_PREFIX", ""))
+
+  @staticmethod
+  def params() -> str:
+    if os.environ.get("PARAMS_ROOT"):
+      return os.environ["PARAMS_ROOT"]
+    return os.path.join(Paths.comma_home(), "params") if PC else "/data/params"
+
+  @staticmethod
+  def log_root() -> str:
+    if os.environ.get('LOG_ROOT', False):
+      return os.environ['LOG_ROOT']
+    elif PC:
+      return str(Path(Paths.comma_home()) / "media" / "0" / "realdata")
+    else:
+      return '/data/media/0/realdata/'
+
+  @staticmethod
+  def log_root_external() -> str:
+    return '/mnt/external_realdata/'
+
+  @staticmethod
+  def swaglog_root() -> str:
+    if PC:
+      return os.path.join(Paths.comma_home(), "log")
+    else:
+      return "/data/log/"
+
+  @staticmethod
+  def swaglog_ipc() -> str:
+    return "ipc:///tmp/logmessage" + os.environ.get("OPENPILOT_PREFIX", "")
+
+  @staticmethod
+  def download_cache_root() -> str:
+    if os.environ.get('COMMA_CACHE', False):
+      return os.environ['COMMA_CACHE'] + "/"
+    return DEFAULT_DOWNLOAD_CACHE_ROOT + os.environ.get("OPENPILOT_PREFIX", "") + "/"
+
+  @staticmethod
+  def persist_root() -> str:
+    if PC:
+      return os.path.join(Paths.comma_home(), "persist")
+
+    if Paths._persist_root_cache is not None:
+      return Paths._persist_root_cache
+
+    for candidate in ("/persist", "/data/persist"):
+      if Paths._is_writable_persist_root(candidate):
+        Paths._persist_root_cache = candidate
+        return candidate
+
+    # Keep previous behavior as a last resort.
+    Paths._persist_root_cache = "/persist"
+    return Paths._persist_root_cache
+
+  @staticmethod
+  def stats_root() -> str:
+    if PC:
+      return str(Path(Paths.comma_home()) / "stats")
+    else:
+      return "/data/stats/"
+
+  @staticmethod
+  def stats_iq_root() -> str:
+    if PC:
+      return str(Path(Paths.comma_home()) / "stats")
+    else:
+      return "/data/stats_iq/"
+
+  @staticmethod
+  def config_root() -> str:
+    if PC:
+      return Paths.comma_home()
+    else:
+      return "/tmp/.comma"
+
+  @staticmethod
+  def shm_path() -> str:
+    if PC and platform.system() == "Darwin":
+      return "/tmp"  # This is not really shared memory on macOS, but it's the closest we can get
+    return "/dev/shm"
+
+  @staticmethod
+  def model_root() -> str:
+    if PC:
+      return str(Path(Paths.comma_home()) / "media" / "0" / "models")
+    else:
+      return "/data/media/0/models"
+
+  @staticmethod
+  def crash_log_root() -> str:
+    if PC:
+      return str(Path(Paths.comma_home()) / "community" / "crashes")
+    else:
+      return "/data/community/crashes"
+
+  @staticmethod
+  def mapd_root() -> str:
+    if PC:
+      return str(Path(Paths.comma_home()) / "media" / "0" / "osm")
+    else:
+      return "/data/media/0/osm"
+
+  @staticmethod
+  def screen_recordings_root() -> str:
+    if PC:
+      return str(Path(Paths.comma_home()) / "media" / "0" / "screen_recordings")
+    else:
+      return "/data/media/0/screen_recordings"
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/pc/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/pc/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/pc/hardware.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/pc/hardware.py
@@ -0,0 +1,12 @@
+from iqpilot.cereal import log
+from iqpilot.system.hardware.base import HardwareBase
+
+NetworkType = log.DeviceState.NetworkType
+
+
+class Pc(HardwareBase):
+  def get_device_type(self):
+    return "pc"
+
+  def get_network_type(self):
+    return NetworkType.wifi
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/init.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/amplifier.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/amplifier.py
@@ -0,0 +1,159 @@
+#!/usr/bin/env python3
+import time
+from collections import namedtuple
+
+from iqpilot.common.i2c import SMBus
+
+# https://datasheets.maximintegrated.com/en/ds/MAX98089.pdf
+
+AmpConfig = namedtuple('AmpConfig', ['name', 'value', 'register', 'offset', 'mask'])
+EQParams = namedtuple('EQParams', ['K', 'k1', 'k2', 'c1', 'c2'])
+
+
+def configs_from_eq_params(base, eq_params):
+  return [
+    AmpConfig("K (high)", (eq_params.K >> 8), base, 0, 0xFF),
+    AmpConfig("K (low)", (eq_params.K & 0xFF), base + 1, 0, 0xFF),
+    AmpConfig("k1 (high)", (eq_params.k1 >> 8), base + 2, 0, 0xFF),
+    AmpConfig("k1 (low)", (eq_params.k1 & 0xFF), base + 3, 0, 0xFF),
+    AmpConfig("k2 (high)", (eq_params.k2 >> 8), base + 4, 0, 0xFF),
+    AmpConfig("k2 (low)", (eq_params.k2 & 0xFF), base + 5, 0, 0xFF),
+    AmpConfig("c1 (high)", (eq_params.c1 >> 8), base + 6, 0, 0xFF),
+    AmpConfig("c1 (low)", (eq_params.c1 & 0xFF), base + 7, 0, 0xFF),
+    AmpConfig("c2 (high)", (eq_params.c2 >> 8), base + 8, 0, 0xFF),
+    AmpConfig("c2 (low)", (eq_params.c2 & 0xFF), base + 9, 0, 0xFF),
+  ]
+
+
+BASE_CONFIG = [
+  AmpConfig("MCLK prescaler", 0b01, 0x10, 4, 0b00110000),
+  AmpConfig("PM: enable speakers", 0b11, 0x4D, 4, 0b00110000),
+  AmpConfig("PM: enable DACs", 0b11, 0x4D, 0, 0b00000011),
+  AmpConfig("Enable PLL1", 0b1, 0x12, 7, 0b10000000),
+  AmpConfig("Enable PLL2", 0b1, 0x1A, 7, 0b10000000),
+  AmpConfig("DAI1: I2S mode", 0b00100, 0x14, 2, 0b01111100),
+  AmpConfig("DAI2: I2S mode", 0b00100, 0x1C, 2, 0b01111100),
+  AmpConfig("DAI1 Passband filtering: music mode", 0b1, 0x18, 7, 0b10000000),
+  AmpConfig("DAI1 voice mode gain (DV1G)", 0b00, 0x2F, 4, 0b00110000),
+  AmpConfig("DAI1 attenuation (DV1)", 0x0, 0x2F, 0, 0b00001111),
+  AmpConfig("DAI2 attenuation (DV2)", 0x0, 0x31, 0, 0b00001111),
+  AmpConfig("DAI2: DC blocking", 0b1, 0x20, 0, 0b00000001),
+  AmpConfig("DAI2: High sample rate", 0b0, 0x20, 3, 0b00001000),
+  AmpConfig("ALC enable", 0b1, 0x43, 7, 0b10000000),
+  AmpConfig("ALC/excursion limiter release time", 0b101, 0x43, 4, 0b01110000),
+  AmpConfig("ALC multiband enable", 0b1, 0x43, 3, 0b00001000),
+  AmpConfig("DAI1 EQ enable", 0b0, 0x49, 0, 0b00000001),
+  AmpConfig("DAI2 EQ clip detection disabled", 0b1, 0x32, 4, 0b00010000),
+  AmpConfig("DAI2 EQ attenuation", 0x5, 0x32, 0, 0b00001111),
+  AmpConfig("Excursion limiter upper corner freq", 0b100, 0x41, 4, 0b01110000),
+  AmpConfig("Excursion limiter lower corner freq", 0b00, 0x41, 0, 0b00000011),
+  AmpConfig("Excursion limiter threshold", 0b000, 0x42, 0, 0b00001111),
+  AmpConfig("Distortion limit (THDCLP)", 0x6, 0x46, 4, 0b11110000),
+  AmpConfig("Distortion limiter release time constant", 0b0, 0x46, 0, 0b00000001),
+  AmpConfig("Right DAC input mixer: DAI1 left", 0b0, 0x22, 3, 0b00001000),
+  AmpConfig("Right DAC input mixer: DAI1 right", 0b0, 0x22, 2, 0b00000100),
+  AmpConfig("Right DAC input mixer: DAI2 left", 0b1, 0x22, 1, 0b00000010),
+  AmpConfig("Right DAC input mixer: DAI2 right", 0b0, 0x22, 0, 0b00000001),
+  AmpConfig("DAI1 audio port selector", 0b10, 0x16, 6, 0b11000000),
+  AmpConfig("DAI2 audio port selector", 0b01, 0x1E, 6, 0b11000000),
+  AmpConfig("Enable left digital microphone", 0b1, 0x48, 5, 0b00100000),
+  AmpConfig("Enable right digital microphone", 0b1, 0x48, 4, 0b00010000),
+  AmpConfig("Enhanced volume smoothing disabled", 0b0, 0x49, 7, 0b10000000),
+  AmpConfig("Volume adjustment smoothing disabled", 0b0, 0x49, 6, 0b01000000),
+  AmpConfig("Zero-crossing detection disabled", 0b0, 0x49, 5, 0b00100000),
+]
+
+CONFIGS = {
+  "tici": [
+    AmpConfig("Right speaker output from right DAC", 0b1, 0x2C, 0, 0b11111111),
+    AmpConfig("Right Speaker Mixer Gain", 0b00, 0x2D, 2, 0b00001100),
+    AmpConfig("Right speaker output volume", 0x1c, 0x3E, 0, 0b00011111),
+    AmpConfig("DAI2 EQ enable", 0b1, 0x49, 1, 0b00000010),
+    *configs_from_eq_params(0x84, EQParams(0x274F, 0xC0FF, 0x3BF9, 0x0B3C, 0x1656)),
+    *configs_from_eq_params(0x8E, EQParams(0x1009, 0xC6BF, 0x2952, 0x1C97, 0x30DF)),
+    *configs_from_eq_params(0x98, EQParams(0x0F75, 0xCBE5, 0x0ED2, 0x2528, 0x3E42)),
+    *configs_from_eq_params(0xA2, EQParams(0x091F, 0x3D4C, 0xCE11, 0x1266, 0x2807)),
+    *configs_from_eq_params(0xAC, EQParams(0x0A9E, 0x3F20, 0xE573, 0x0A8B, 0x3A3B)),
+  ],
+  "tizi": [
+    AmpConfig("Left speaker output from left DAC", 0b1, 0x2B, 0, 0b11111111),
+    AmpConfig("Right speaker output from right DAC", 0b1, 0x2C, 0, 0b11111111),
+    AmpConfig("Left Speaker Mixer Gain", 0b00, 0x2D, 0, 0b00000011),
+    AmpConfig("Right Speaker Mixer Gain", 0b00, 0x2D, 2, 0b00001100),
+    AmpConfig("Left speaker output volume", 0x17, 0x3D, 0, 0b00011111),
+    AmpConfig("Right speaker output volume", 0x17, 0x3E, 0, 0b00011111),
+    AmpConfig("DAI2 EQ enable", 0b0, 0x49, 1, 0b00000010),
+    AmpConfig("DAI2: DC blocking", 0b0, 0x20, 0, 0b00000001),
+    AmpConfig("ALC enable", 0b0, 0x43, 7, 0b10000000),
+    AmpConfig("DAI2 EQ attenuation", 0x2, 0x32, 0, 0b00001111),
+    AmpConfig("Excursion limiter upper corner freq", 0b001, 0x41, 4, 0b01110000),
+    AmpConfig("Excursion limiter threshold", 0b100, 0x42, 0, 0b00001111),
+    AmpConfig("Distortion limit (THDCLP)", 0x0, 0x46, 4, 0b11110000),
+    AmpConfig("Distortion limiter release time constant", 0b1, 0x46, 0, 0b00000001),
+    AmpConfig("Left DAC input mixer: DAI1 left", 0b0, 0x22, 7, 0b10000000),
+    AmpConfig("Left DAC input mixer: DAI1 right", 0b0, 0x22, 6, 0b01000000),
+    AmpConfig("Left DAC input mixer: DAI2 left", 0b1, 0x22, 5, 0b00100000),
+    AmpConfig("Left DAC input mixer: DAI2 right", 0b0, 0x22, 4, 0b00010000),
+    AmpConfig("Right DAC input mixer: DAI2 left", 0b0, 0x22, 1, 0b00000010),
+    AmpConfig("Right DAC input mixer: DAI2 right", 0b1, 0x22, 0, 0b00000001),
+    AmpConfig("Volume adjustment smoothing disabled", 0b1, 0x49, 6, 0b01000000),
+  ],
+}
+
+
+class Amplifier:
+  AMP_I2C_BUS = 0
+  AMP_ADDRESS = 0x10
+
+  def __init__(self, debug=False):
+    self.debug = debug
+
+  def _get_shutdown_config(self, amp_disabled: bool) -> AmpConfig:
+    return AmpConfig("Global shutdown", 0b0 if amp_disabled else 0b1, 0x51, 7, 0b10000000)
+
+  def _set_configs(self, configs: list[AmpConfig]) -> None:
+    with SMBus(self.AMP_I2C_BUS) as bus:
+      for config in configs:
+        if self.debug:
+          print(f"Setting \"{config.name}\" to {config.value}:")
+
+        old_value = bus.read_byte_data(self.AMP_ADDRESS, config.register, force=True)
+        new_value = (old_value & (~config.mask)) | ((config.value << config.offset) & config.mask)
+        bus.write_byte_data(self.AMP_ADDRESS, config.register, new_value, force=True)
+
+        if self.debug:
+          print(f"  Changed {hex(config.register)}: {hex(old_value)} -> {hex(new_value)}")
+
+  def set_configs(self, configs: list[AmpConfig]) -> bool:
+    tries = 15
+    backoff = 0.
+    for i in range(tries):
+      try:
+        self._set_configs(configs)
+        return True
+      except OSError:
+        backoff += 0.1
+        time.sleep(backoff)
+        print(f"Failed to set amp config, {tries - i - 1} retries left")
+    return False
+
+  def set_global_shutdown(self, amp_disabled: bool) -> bool:
+    return self.set_configs([self._get_shutdown_config(amp_disabled), ])
+
+  def initialize_configuration(self, model: str) -> bool:
+    cfgs = [
+      self._get_shutdown_config(True),
+      *BASE_CONFIG,
+      *CONFIGS[model],
+      self._get_shutdown_config(False),
+    ]
+    return self.set_configs(cfgs)
+
+
+if __name__ == "__main__":
+  with open("/sys/firmware/devicetree/base/model") as f:
+    model = f.read().strip('\x00')
+  model = model.split('comma ')[-1]
+
+  amp = Amplifier()
+  amp.initialize_configuration(model)
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/hardware.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/hardware.py
@@ -0,0 +1,740 @@
+import math
+import os
+import sys
+import subprocess
+import time
+import tempfile
+from enum import IntEnum
+from functools import cached_property, lru_cache
+from pathlib import Path
+
+from iqpilot.cereal import log
+from iqpilot.common.utils import sudo_read, sudo_write
+from iqpilot.common.gpio import gpio_set, gpio_init, get_irqs_for_action
+from iqpilot.system.hardware.base import HardwareBase, LPABase, ThermalConfig, ThermalZone
+from iqpilot.system.hardware.tici import iwlist
+from iqpilot.system.hardware.tici.lpa import TiciLPA
+from iqpilot.system.hardware.tici.pins import GPIO
+from iqpilot.system.hardware.tici.amplifier import Amplifier
+
+NM = 'org.freedesktop.NetworkManager'
+NM_CON_ACT = NM + '.Connection.Active'
+NM_DEV = NM + '.Device'
+NM_DEV_WL = NM + '.Device.Wireless'
+NM_DEV_STATS = NM + '.Device.Statistics'
+NM_AP = NM + '.AccessPoint'
+DBUS_PROPS = 'org.freedesktop.DBus.Properties'
+
+MM = 'org.freedesktop.ModemManager1'
+MM_MODEM = MM + ".Modem"
+MM_MODEM_SIMPLE = MM + ".Modem.Simple"
+MM_SIM = MM + ".Sim"
+
+class MM_MODEM_STATE(IntEnum):
+  FAILED        = -1
+  UNKNOWN       = 0
+  INITIALIZING  = 1
+  LOCKED        = 2
+  DISABLED      = 3
+  DISABLING     = 4
+  ENABLING      = 5
+  ENABLED       = 6
+  SEARCHING     = 7
+  REGISTERED    = 8
+  DISCONNECTING = 9
+  CONNECTING    = 10
+  CONNECTED     = 11
+
+class NMActiveConnectionState(IntEnum):
+  UNKNOWN = 0
+  ACTIVATING = 1
+  ACTIVATED = 2
+  DEACTIVATING = 3
+  DEACTIVATED = 4
+
+class NMMetered(IntEnum):
+  NM_METERED_UNKNOWN = 0
+  NM_METERED_YES = 1
+  NM_METERED_NO = 2
+  NM_METERED_GUESS_YES = 3
+  NM_METERED_GUESS_NO = 4
+
+TIMEOUT = 0.1
+REFRESH_RATE_MS = 1000
+
+NetworkType = log.DeviceState.NetworkType
+NetworkStrength = log.DeviceState.NetworkStrength
+
+# https://developer.gnome.org/ModemManager/unstable/ModemManager-Flags-and-Enumerations.html#MMModemAccessTechnology
+MM_MODEM_ACCESS_TECHNOLOGY_UMTS = 1 << 5
+MM_MODEM_ACCESS_TECHNOLOGY_LTE = 1 << 14
+
+# MMModemStateFailedReason
+MM_MODEM_STATE_FAILED_REASON_SIM_MISSING = 2
+
+
+def affine_irq(val, action):
+  irqs = get_irqs_for_action(action)
+  if len(irqs) == 0:
+    return
+
+  for i in irqs:
+    sudo_write(str(val), f"/proc/irq/{i}/smp_affinity_list")
+
+@lru_cache
+def get_device_type():
+  # lru_cache and cache can cause memory leaks when used in classes
+  try:
+    with open("/sys/firmware/devicetree/base/model") as f:
+      model = f.read().strip('\x00')
+  except FileNotFoundError:
+    # off-device (e.g. the prebuilt build container fakes /TICI but has no
+    # devicetree); import must not crash. Not a real device type.
+    return "unknown"
+  return model.split('comma ')[-1]
+
+class Tici(HardwareBase):
+  @staticmethod
+  def _ensure_system_python_path() -> None:
+    system_site = "/usr/lib/python3/dist-packages"
+    if system_site not in sys.path and os.path.isdir(system_site):
+      sys.path.append(system_site)
+
+  @staticmethod
+  def _run_direct_modem_command(command: str) -> None:
+    import serial
+
+    last_error: Exception | None = None
+    for device in ("/dev/ttyUSB2", "/dev/ttyUSB3"):
+      if not os.path.exists(device):
+        continue
+
+      try:
+        with serial.Serial(device, baudrate=9600, timeout=2) as modem:
+          modem.reset_input_buffer()
+          modem.write((command + "\r").encode("ascii"))
+
+          deadline = time.monotonic() + 3.0
+          while time.monotonic() < deadline:
+            line = modem.readline().decode(errors="ignore").strip()
+            if not line:
+              continue
+            if line == "OK":
+              return
+            if line == "ERROR" or "ERROR" in line:
+              raise RuntimeError(f"{device}: {line}")
+          raise TimeoutError(f"{device}: timed out waiting for modem response")
+      except Exception as e:
+        last_error = e
+
+    if last_error is not None:
+      raise last_error
+    raise RuntimeError("No modem AT port available")
+
+  @cached_property
+  def bus(self):
+    try:
+      import dbus
+    except ModuleNotFoundError:
+      self._ensure_system_python_path()
+      import dbus
+    return dbus.SystemBus()
+
+  @cached_property
+  def nm(self):
+    return self.bus.get_object(NM, '/org/freedesktop/NetworkManager')
+
+  @property # this should not be cached, in case the modemmanager restarts
+  def mm(self):
+    return self.bus.get_object(MM, '/org/freedesktop/ModemManager1')
+
+  @cached_property
+  def amplifier(self):
+    if self.get_device_type() == "mici":
+      return None
+    if os.path.exists('/tmp/lite_hw') or os.environ.get('LITE') == '1':
+      return None
+    return Amplifier()
+
+  def get_os_version(self):
+    with open("/VERSION") as f:
+      return f.read().strip()
+
+  def get_device_type(self):
+    return get_device_type()
+
+  def reboot(self, reason=None):
+    subprocess.check_output(["sudo", "reboot"])
+
+  def uninstall(self):
+    Path("/data/__system_reset__").touch()
+    os.sync()
+    self.reboot()
+
+  def get_serial(self):
+    return self.get_cmdline()['androidboot.serialno']
+
+  def get_voltage(self):
+    with open("/sys/class/hwmon/hwmon1/in1_input") as f:
+      return int(f.read())
+
+  def get_current(self):
+    with open("/sys/class/hwmon/hwmon1/curr1_input") as f:
+      return int(f.read())
+
+  def set_ir_power(self, percent: int):
+    if self.get_device_type() in ("tici", "tizi"):
+      return
+
+    value = int((percent / 100) * 300)
+    with open("/sys/class/leds/led:switch_2/brightness", "w") as f:
+      f.write("0\n")
+    with open("/sys/class/leds/led:torch_2/brightness", "w") as f:
+      f.write(f"{value}\n")
+    with open("/sys/class/leds/led:switch_2/brightness", "w") as f:
+      f.write(f"{value}\n")
+
+  def get_network_type(self):
+    try:
+      primary_connection = self.nm.Get(NM, 'PrimaryConnection', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+      primary_connection = self.bus.get_object(NM, primary_connection)
+      primary_type = primary_connection.Get(NM_CON_ACT, 'Type', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+
+      if primary_type == '802-3-ethernet':
+        return NetworkType.ethernet
+      elif primary_type == '802-11-wireless':
+        return NetworkType.wifi
+      else:
+        active_connections = self.nm.Get(NM, 'ActiveConnections', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+        for conn in active_connections:
+          c = self.bus.get_object(NM, conn)
+          tp = c.Get(NM_CON_ACT, 'Type', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+          if tp == 'gsm':
+            modem = self.get_modem()
+            modem_state = modem.Get(MM_MODEM, 'State', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+            if modem_state < MM_MODEM_STATE.REGISTERED:
+              return NetworkType.none
+            access_t = modem.Get(MM_MODEM, 'AccessTechnologies', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+            if access_t >= MM_MODEM_ACCESS_TECHNOLOGY_LTE:
+              return NetworkType.cell4G
+            elif access_t >= MM_MODEM_ACCESS_TECHNOLOGY_UMTS:
+              return NetworkType.cell3G
+            else:
+              return NetworkType.cell2G
+    except Exception:
+      pass
+
+    return NetworkType.none
+
+  def get_modem(self):
+    objects = self.mm.GetManagedObjects(dbus_interface="org.freedesktop.DBus.ObjectManager", timeout=TIMEOUT)
+    if not objects:
+      raise RuntimeError("ModemManager returned no modems")
+    modem_path = next(iter(objects))
+    return self.bus.get_object(MM, modem_path)
+
+  def get_wlan(self):
+    wlan_path = self.nm.GetDeviceByIpIface('wlan0', dbus_interface=NM, timeout=TIMEOUT)
+    return self.bus.get_object(NM, wlan_path)
+
+  def get_wwan(self):
+    wwan_path = self.nm.GetDeviceByIpIface('wwan0', dbus_interface=NM, timeout=TIMEOUT)
+    return self.bus.get_object(NM, wwan_path)
+
+  def get_sim_info(self):
+    modem = self.get_modem()
+    sim_path = modem.Get(MM_MODEM, 'Sim', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+
+    if sim_path == "/":
+      return {
+        'sim_id': '',
+        'mcc_mnc': None,
+        'network_type': ["Unknown"],
+        'sim_state': ["ABSENT"],
+        'data_connected': False
+      }
+    else:
+      sim = self.bus.get_object(MM, sim_path)
+      return {
+        'sim_id': str(sim.Get(MM_SIM, 'SimIdentifier', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)),
+        'mcc_mnc': str(sim.Get(MM_SIM, 'OperatorIdentifier', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)),
+        'network_type': ["Unknown"],
+        'sim_state': ["READY"],
+        'data_connected': modem.Get(MM_MODEM, 'State', dbus_interface=DBUS_PROPS, timeout=TIMEOUT) == MM_MODEM_STATE.CONNECTED,
+      }
+
+  def get_sim_lpa(self) -> LPABase:
+    return TiciLPA()
+
+  def get_imei(self, slot):
+    if slot != 0:
+      return ""
+
+    return str(self.get_modem().Get(MM_MODEM, 'EquipmentIdentifier', dbus_interface=DBUS_PROPS, timeout=TIMEOUT))
+
+  def get_network_info(self):
+    if self.get_device_type() == "mici":
+      return None
+    try:
+      modem = self.get_modem()
+      info = modem.Command("AT+QNWINFO", math.ceil(TIMEOUT), dbus_interface=MM_MODEM, timeout=TIMEOUT)
+      extra = modem.Command('AT+QENG="servingcell"', math.ceil(TIMEOUT), dbus_interface=MM_MODEM, timeout=TIMEOUT)
+      state = modem.Get(MM_MODEM, 'State', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+    except Exception:
+      return None
+
+    if info and info.startswith('+QNWINFO: '):
+      info = info.replace('+QNWINFO: ', '').replace('"', '').split(',')
+      extra = "" if extra is None else extra.replace('+QENG: "servingcell",', '').replace('"', '')
+      state = "" if state is None else MM_MODEM_STATE(state).name
+
+      if len(info) != 4:
+        return None
+
+      technology, operator, band, channel = info
+
+      return({
+        'technology': technology,
+        'operator': operator,
+        'band': band,
+        'channel': int(channel),
+        'extra': extra,
+        'state': state,
+      })
+    else:
+      return None
+
+  def parse_strength(self, percentage):
+    if percentage < 25:
+      return NetworkStrength.poor
+    elif percentage < 50:
+      return NetworkStrength.moderate
+    elif percentage < 75:
+      return NetworkStrength.good
+    else:
+      return NetworkStrength.great
+
+  def get_network_strength(self, network_type):
+    network_strength = NetworkStrength.unknown
+
+    try:
+      if network_type == NetworkType.none:
+        pass
+      elif network_type == NetworkType.wifi:
+        wlan = self.get_wlan()
+        active_ap_path = wlan.Get(NM_DEV_WL, 'ActiveAccessPoint', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+        if active_ap_path != "/":
+          active_ap = self.bus.get_object(NM, active_ap_path)
+          strength = int(active_ap.Get(NM_AP, 'Strength', dbus_interface=DBUS_PROPS, timeout=TIMEOUT))
+          network_strength = self.parse_strength(strength)
+      else:  # Cellular
+        modem = self.get_modem()
+        strength = int(modem.Get(MM_MODEM, 'SignalQuality', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)[0])
+        network_strength = self.parse_strength(strength)
+    except Exception:
+      pass
+
+    return network_strength
+
+  def get_network_metered(self, network_type) -> bool:
+    try:
+      primary_connection = self.nm.Get(NM, 'PrimaryConnection', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+      primary_connection = self.bus.get_object(NM, primary_connection)
+      primary_devices = primary_connection.Get(NM_CON_ACT, 'Devices', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+
+      for dev in primary_devices:
+        dev_obj = self.bus.get_object(NM, str(dev))
+        metered_prop = dev_obj.Get(NM_DEV, 'Metered', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+
+        if network_type == NetworkType.wifi:
+          if metered_prop in [NMMetered.NM_METERED_YES, NMMetered.NM_METERED_GUESS_YES]:
+            return True
+        elif network_type in [NetworkType.cell2G, NetworkType.cell3G, NetworkType.cell4G, NetworkType.cell5G]:
+          if metered_prop == NMMetered.NM_METERED_NO:
+            return False
+    except Exception:
+      pass
+
+    return super().get_network_metered(network_type)
+
+  def get_modem_version(self):
+    try:
+      modem = self.get_modem()
+      return modem.Get(MM_MODEM, 'Revision', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+    except Exception:
+      return None
+
+  def get_modem_temperatures(self):
+    timeout = 0.2  # Default timeout is too short
+    try:
+      modem = self.get_modem()
+      temps = modem.Command("AT+QTEMP", math.ceil(timeout), dbus_interface=MM_MODEM, timeout=timeout)
+      return list(filter(lambda t: t != 255, map(int, temps.split(' ')[1].split(','))))
+    except Exception:
+      return []
+
+
+  def get_current_power_draw(self):
+    return (self.read_param_file("/sys/class/hwmon/hwmon1/power1_input", int) / 1e6)
+
+  def get_som_power_draw(self):
+    return (self.read_param_file("/sys/class/power_supply/bms/voltage_now", int) * self.read_param_file("/sys/class/power_supply/bms/current_now", int) / 1e12)
+
+  def shutdown(self):
+    os.system("sudo poweroff")
+
+  def get_thermal_config(self):
+    intake, exhaust, case = None, None, None
+    if self.get_device_type() == "mici":
+      case = ThermalZone("case")
+      intake = ThermalZone("intake")
+      exhaust = ThermalZone("exhaust")
+    return ThermalConfig(cpu=[ThermalZone(f"cpu{i}-silver-usr") for i in range(4)] +
+                             [ThermalZone(f"cpu{i}-gold-usr") for i in range(4)],
+                         gpu=[ThermalZone("gpu0-usr"), ThermalZone("gpu1-usr")],
+                         dsp=ThermalZone("compute-hvx-usr"),
+                         memory=ThermalZone("ddr-usr"),
+                         pmic=[ThermalZone("pm8998_tz"), ThermalZone("pm8005_tz")],
+                         intake=intake,
+                         exhaust=exhaust,
+                         case=case)
+
+  def set_display_power(self, on):
+    try:
+      with open("/sys/class/backlight/panel0-backlight/bl_power", "w") as f:
+        f.write("0" if on else "4")
+    except Exception:
+      pass
+
+  def set_screen_brightness(self, percentage):
+    try:
+      with open("/sys/class/backlight/panel0-backlight/max_brightness") as f:
+        max_brightness = float(f.read().strip())
+
+      val = int(percentage * (max_brightness / 100.))
+      with open("/sys/class/backlight/panel0-backlight/brightness", "w") as f:
+        f.write(str(val))
+    except Exception:
+      pass
+
+  def get_screen_brightness(self):
+    try:
+      with open("/sys/class/backlight/panel0-backlight/max_brightness") as f:
+        max_brightness = float(f.read().strip())
+
+      with open("/sys/class/backlight/panel0-backlight/brightness") as f:
+        return int(float(f.read()) / (max_brightness / 100.))
+    except Exception:
+      return 0
+
+  def set_power_save(self, powersave_enabled):
+    # amplifier, 100mW at idle
+    if self.amplifier is not None:
+      self.amplifier.set_global_shutdown(amp_disabled=powersave_enabled)
+      if not powersave_enabled:
+        self.amplifier.initialize_configuration(self.get_device_type())
+
+    # *** CPU config ***
+
+    # offline big cluster
+    for i in range(4, 8):
+      val = '0' if powersave_enabled else '1'
+      sudo_write(val, f'/sys/devices/system/cpu/cpu{i}/online')
+
+    for n in ('0', '4'):
+      if powersave_enabled and n == '4':
+        continue
+      gov = 'ondemand' if powersave_enabled else 'performance'
+      sudo_write(gov, f'/sys/devices/system/cpu/cpufreq/policy{n}/scaling_governor')
+
+    # *** IRQ config ***
+
+    # GPU, modeld core
+    affine_irq(7, "kgsl-3d0")
+
+    # camerad core
+    camera_irqs = ("a5", "cci", "cpas_camnoc", "cpas-cdm", "csid", "ife", "csid-lite", "ife-lite")
+    for n in camera_irqs:
+      affine_irq(6, n)
+
+  def get_gpu_usage_percent(self):
+    try:
+      with open('/sys/class/kgsl/kgsl-3d0/gpubusy') as f:
+        used, total = f.read().strip().split()
+      return 100.0 * int(used) / int(total)
+    except Exception:
+      return 0
+
+  def initialize_hardware(self):
+    if self.amplifier is not None:
+      self.amplifier.initialize_configuration(self.get_device_type())
+
+    # Allow hardwared to write engagement status to kmsg
+    os.system("sudo chmod a+w /dev/kmsg")
+
+    # Ensure fan gpio is enabled so fan runs until shutdown, also turned on at boot by the ABL
+    gpio_init(GPIO.SOM_ST_IO, True)
+    gpio_set(GPIO.SOM_ST_IO, 1)
+
+    # *** IRQ config ***
+
+    # mask off big cluster from default affinity
+    sudo_write("f", "/proc/irq/default_smp_affinity")
+
+    # move these off the default core
+    affine_irq(1, "msm_vidc")  # encoders
+    affine_irq(1, "i2c_geni")  # sensors
+
+    # *** GPU config ***
+    # https://github.com/commaai/agnos-kernel-sdm845/blob/master/arch/arm64/boot/dts/qcom/sdm845-gpu.dtsi#L216
+    affine_irq(5, "fts_ts")    # touch
+    affine_irq(5, "msm_drm")   # display
+    sudo_write("1", "/sys/class/kgsl/kgsl-3d0/min_pwrlevel")
+    sudo_write("1", "/sys/class/kgsl/kgsl-3d0/max_pwrlevel")
+    sudo_write("1", "/sys/class/kgsl/kgsl-3d0/force_bus_on")
+    sudo_write("1", "/sys/class/kgsl/kgsl-3d0/force_clk_on")
+    sudo_write("1", "/sys/class/kgsl/kgsl-3d0/force_rail_on")
+    sudo_write("1000", "/sys/class/kgsl/kgsl-3d0/idle_timer")
+    sudo_write("performance", "/sys/class/kgsl/kgsl-3d0/devfreq/governor")
+    sudo_write("710", "/sys/class/kgsl/kgsl-3d0/max_clock_mhz")
+
+    # setup governors
+    sudo_write("performance", "/sys/class/devfreq/soc:qcom,cpubw/governor")
+    sudo_write("performance", "/sys/class/devfreq/soc:qcom,memlat-cpu0/governor")
+    sudo_write("performance", "/sys/class/devfreq/soc:qcom,memlat-cpu4/governor")
+
+    # *** VIDC (encoder) config ***
+    sudo_write("N", "/sys/kernel/debug/msm_vidc/clock_scaling")
+    sudo_write("Y", "/sys/kernel/debug/msm_vidc/disable_thermal_mitigation")
+
+    # pandad core
+    affine_irq(3, "spi_geni")         # SPI
+    if "tici" in self.get_device_type():
+      affine_irq(3, "xhci-hcd:usb3")
+      affine_irq(3, "xhci-hcd:usb1")
+    try:
+      pid = subprocess.check_output(["pgrep", "-f", "spi0"], encoding='utf8').strip()
+      subprocess.call(["sudo", "chrt", "-f", "-p", "1", pid])
+      subprocess.call(["sudo", "taskset", "-pc", "3", pid], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)
+    except subprocess.CalledProcessException as e:
+      print(str(e))
+
+  def configure_modem(self):
+    from iqpilot.common.params import Params
+
+    sim_info = self.get_sim_info()
+    sim_id = sim_info.get('sim_id', '')
+    params = Params()
+    manual_apn = params.get("GsmApn", encoding="utf-8") or ""
+    metered_enabled = params.get_bool("GsmMetered")
+
+    modem = self.get_modem()
+    try:
+      manufacturer = str(modem.Get(MM_MODEM, 'Manufacturer', dbus_interface=DBUS_PROPS, timeout=TIMEOUT))
+    except Exception:
+      manufacturer = None
+
+    cmds = []
+    is_comma_profile = self.get_sim_lpa().is_comma_profile(sim_id)
+    roaming_enabled = params.get_bool("GsmRoaming")
+    initial_eps_apn = "" if is_comma_profile else manual_apn
+
+    if not is_comma_profile and params.get("GsmRoaming") is None:
+      params.put_bool("GsmRoaming", True)
+      roaming_enabled = True
+
+    subprocess.call([
+      "nmcli", "connection", "modify", "lte",
+      "gsm.auto-config", "no" if manual_apn else "yes",
+      "gsm.apn", manual_apn,
+      "gsm.home-only", "no" if roaming_enabled else "yes",
+      "gsm.network-id", "",
+      "gsm.initial-eps-bearer-configure", "yes" if initial_eps_apn else "no",
+      "gsm.initial-eps-bearer-apn", initial_eps_apn,
+      "connection.metered", "unknown" if metered_enabled else "no",
+    ], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)
+
+    if self.get_device_type() in ("tici", "tizi"):
+      if initial_eps_apn:
+        subprocess.call(["mmcli", "-m", "any", f'--3gpp-set-initial-eps-bearer-settings=apn={initial_eps_apn}'])
+      else:
+        subprocess.call(["mmcli", "-m", "any", '--3gpp-set-initial-eps-bearer-settings=apn='])
+
+      cmds += [
+        # configure modem as data-centric
+        'AT+QNVW=5280,0,"0102000000000000"',
+        'AT+QNVFW="/nv/item_files/ims/IMS_enable",00',
+        'AT+QNVFW="/nv/item_files/modem/mmode/ue_usage_setting",01',
+      ]
+      if self.get_device_type() == "tizi":
+        cmds += [
+          'AT+QSIMDET=1,0',
+          'AT+QSIMSTAT=1',
+        ]
+    elif manufacturer == 'Cavli Inc.':
+      cmds += [
+        'AT^SIMSWAP=1',     # use SIM slot, instead of internal eSIM
+        'AT$QCSIMSLEEP=0',  # disable SIM sleep
+        'AT$QCSIMCFG=SimPowerSave,0',  # more sleep disable
+
+        # ethernet config
+        'AT$QCPCFG=usbNet,0',
+        'AT$QCNETDEVCTL=3,1',
+      ]
+    else:
+      # this modem gets upset with too many AT commands
+      if sim_id is None or len(sim_id) == 0:
+        cmds += [
+          # SIM sleep disable
+          'AT$QCSIMSLEEP=0',
+          'AT$QCSIMCFG=SimPowerSave,0',
+
+          # ethernet config
+          'AT$QCPCFG=usbNet,1',
+        ]
+
+    for cmd in cmds:
+      try:
+        modem.Command(cmd, math.ceil(TIMEOUT), dbus_interface=MM_MODEM, timeout=TIMEOUT)
+      except Exception:
+        pass
+
+    # eSIM prime
+    dest = "/etc/NetworkManager/system-connections/esim.nmconnection"
+    if self.get_sim_lpa().is_comma_profile(sim_id) and not os.path.exists(dest):
+      with open(Path(__file__).parent/'esim.nmconnection') as f, tempfile.NamedTemporaryFile(mode='w') as tf:
+        dat = f.read()
+        dat = dat.replace("sim-id=", f"sim-id={sim_id}")
+        tf.write(dat)
+        tf.flush()
+
+        # needs to be root
+        os.system(f"sudo cp {tf.name} {dest}")
+      os.system(f"sudo nmcli con load {dest}")
+
+  def recover_sim_detection(self) -> bool:
+    # A worn SIM-tray presence switch can read "removed" while the SIM pads still make
+    # contact; with hot-swap detect armed (AT+QSIMDET=1) the modem never powers the SIM
+    # and lands in failed/sim-missing. Disabling detect and rebooting the modem makes it
+    # probe the SIM electrically. Safe to retry on failure: firing disarms the QSIMDET
+    # gate, so a genuinely SIM-less device gets at most one extra modem reboot per boot.
+    if self.get_device_type() not in ("tici", "tizi"):
+      return False
+
+    try:
+      modem = self.get_modem()
+      state = modem.Get(MM_MODEM, 'State', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+      if state != MM_MODEM_STATE.FAILED:
+        return False
+      reason = modem.Get(MM_MODEM, 'StateFailedReason', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+      if reason != MM_MODEM_STATE_FAILED_REASON_SIM_MISSING:
+        return False
+      detect = str(modem.Command('AT+QSIMDET?', math.ceil(TIMEOUT), dbus_interface=MM_MODEM, timeout=TIMEOUT)).strip()
+      if not detect.startswith('+QSIMDET: 1'):
+        return False
+      modem.Command('AT+QSIMDET=0,0', math.ceil(TIMEOUT), dbus_interface=MM_MODEM, timeout=TIMEOUT)
+      modem.Command('AT+CFUN=1,1', math.ceil(TIMEOUT), dbus_interface=MM_MODEM, timeout=TIMEOUT)
+      return True
+    except Exception:
+      return False
+
+  def reboot_modem(self):
+    modem = None
+    try:
+      modem = self.get_modem()
+    except Exception:
+      pass
+
+    if modem is not None:
+      for state in (0, 1):
+        try:
+          modem.Command(f'AT+CFUN={state}', math.ceil(TIMEOUT), dbus_interface=MM_MODEM, timeout=TIMEOUT)
+        except Exception:
+          pass
+      return
+
+    for state in (0, 1):
+      try:
+        self._run_direct_modem_command(f"AT+CFUN={state}")
+      except Exception:
+        pass
+
+  def get_networks(self):
+    r = {}
+
+    wlan = iwlist.scan()
+    if wlan is not None:
+      r['wlan'] = wlan
+
+    lte_info = self.get_network_info()
+    if lte_info is not None:
+      extra = lte_info['extra']
+
+      # <state>,"LTE",<is_tdd>,<mcc>,<mnc>,<cellid>,<pcid>,<earfcn>,<freq_band_ind>,
+      # <ul_bandwidth>,<dl_bandwidth>,<tac>,<rsrp>,<rsrq>,<rssi>,<sinr>,<srxlev>
+      if 'LTE' in extra:
+        extra = extra.split(',')
+        try:
+          r['lte'] = [{
+            "mcc": int(extra[3]),
+            "mnc": int(extra[4]),
+            "cid": int(extra[5], 16),
+            "nmr": [{"pci": int(extra[6]), "earfcn": int(extra[7])}],
+          }]
+        except (ValueError, IndexError):
+          pass
+
+    return r
+
+  def get_modem_data_usage(self):
+    try:
+      wwan = self.get_wwan()
+
+      # Ensure refresh rate is set so values don't go stale
+      refresh_rate = wwan.Get(NM_DEV_STATS, 'RefreshRateMs', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+      if refresh_rate != REFRESH_RATE_MS:
+        u = type(refresh_rate)
+        wwan.Set(NM_DEV_STATS, 'RefreshRateMs', u(REFRESH_RATE_MS), dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+
+      tx = wwan.Get(NM_DEV_STATS, 'TxBytes', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+      rx = wwan.Get(NM_DEV_STATS, 'RxBytes', dbus_interface=DBUS_PROPS, timeout=TIMEOUT)
+      return int(tx), int(rx)
+    except Exception:
+      return -1, -1
+
+  def has_internal_panda(self):
+    return True
+
+  def reset_internal_panda(self):
+    gpio_init(GPIO.STM_RST_N, True)
+    gpio_init(GPIO.STM_BOOT0, True)
+
+    gpio_set(GPIO.STM_RST_N, 1)
+    gpio_set(GPIO.STM_BOOT0, 0)
+    time.sleep(1)
+    gpio_set(GPIO.STM_RST_N, 0)
+
+  def recover_internal_panda(self):
+    gpio_init(GPIO.STM_RST_N, True)
+    gpio_init(GPIO.STM_BOOT0, True)
+
+    gpio_set(GPIO.STM_RST_N, 1)
+    gpio_set(GPIO.STM_BOOT0, 1)
+    time.sleep(0.5)
+    gpio_set(GPIO.STM_RST_N, 0)
+    time.sleep(0.5)
+    gpio_set(GPIO.STM_BOOT0, 0)
+
+  def booted(self):
+    # this normally boots within 8s, but on rare occasions takes 30+s
+    encoder_state = sudo_read("/sys/kernel/debug/msm_vidc/core0/info")
+    if "Core state: 0" in encoder_state and (time.monotonic() < 60*2):
+      return False
+    return True
+
+if __name__ == "__main__":
+  t = Tici()
+  t.configure_modem()
+  t.initialize_hardware()
+  t.set_power_save(False)
+  print(t.get_sim_info())
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/iwlist.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/iwlist.py
@@ -0,0 +1,35 @@
+import subprocess
+
+
+def scan(interface="wlan0"):
+  result = []
+  try:
+    r = subprocess.check_output(["iwlist", interface, "scan"], encoding='utf8')
+
+    mac = None
+    for line in r.split('\n'):
+      if "Address" in line:
+        # Based on the adapter eithere a percentage or dBm is returned
+        # Add previous network in case no dBm signal level was seen
+        if mac is not None:
+          result.append({"mac": mac})
+          mac = None
+
+        mac = line.split(' ')[-1]
+      elif "dBm" in line:
+        try:
+          level = line.split('Signal level=')[1]
+          rss = int(level.split(' ')[0])
+          result.append({"mac": mac, "rss": rss})
+          mac = None
+        except ValueError:
+          continue
+
+    # Add last network if no dBm was found
+    if mac is not None:
+      result.append({"mac": mac})
+
+    return result
+
+  except Exception:
+    return None
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/lpa.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/lpa.py
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/pins.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/hardware/tici/pins.py
@@ -0,0 +1,30 @@
+# GPIO pin definitions
+class GPIO:
+  # both GPIO_STM_RST_N and GPIO_LTE_RST_N are misnamed, they are high to reset
+  HUB_RST_N = 30
+  UBLOX_RST_N = 32
+  UBLOX_SAFEBOOT_N = 33
+  GNSS_PWR_EN = 34 # SCHEMATIC LABEL: GPIO_UBLOX_PWR_EN
+
+  STM_RST_N = 124
+  STM_BOOT0 = 134
+  STM_PWR_EN_N = 41 # because STM32H7 RST doesn't generate a full power-on-reset
+
+  SIREN = 42
+  SOM_ST_IO = 49
+
+  LTE_RST_N = 50
+  LTE_PWRKEY = 116
+  LTE_BOOT = 52
+
+  # GPIO_CAM0_DVDD_EN = /sys/kernel/debug/regulator/camera_rear_ldo
+  CAM0_AVDD_EN = 8
+  CAM0_RSTN = 9
+  CAM1_RSTN = 7
+  CAM2_RSTN = 12
+
+  # Sensor interrupts
+  BMX055_ACCEL_INT = 21
+  BMX055_GYRO_INT = 23
+  BMX055_MAGN_INT = 87
+  LSM_INT = 84
--- a/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/version.py
+++ b/artifacts/iqpilot_model_selector_private/python/_iqclosure/iqpilot/system/version.py
@@ -0,0 +1,200 @@
+#!/usr/bin/env python3
+from dataclasses import dataclass
+from functools import cache
+import json
+import os
+import pathlib
+import subprocess
+
+from iqpilot.common.basedir import BASEDIR
+from iqpilot.common.swaglog import cloudlog
+from iqpilot.common.git import get_commit, get_origin, get_branch, get_short_branch, get_commit_date
+
+RELEASE_IQ_BRANCHES = ['release', 'release-tici', 'release-new']
+TESTED_BRANCHES = RELEASE_IQ_BRANCHES
+IQ_BRANCH_MIGRATIONS: dict[tuple[str, str], str] = {}
+
+BUILD_METADATA_FILENAME = "build.json"
+
+training_version: str = "0.2.0"
+terms_version: str = "2"
+
+
+UNKNOWN_VERSION = "0.0.0"
+
+
+@cache
+def get_version(path: str = BASEDIR) -> str:
+  try:
+    with open(os.path.join(path, "iqpilot", "common", "version.h")) as _versionf:
+      return _versionf.read().split('"')[1]
+  except (OSError, IndexError):
+    return UNKNOWN_VERSION
+
+
+def get_release_notes(path: str = BASEDIR) -> str:
+  for rel in (("iqpilot", "docs", "CHANGELOG.md"), ("docs", "CHANGELOG.md")):
+    try:
+      with open(os.path.join(path, *rel)) as f:
+        return f.read().split('\n\n', 1)[0]
+    except OSError:
+      continue
+  return ""
+
+
+@cache
+def is_prebuilt(path: str = BASEDIR) -> bool:
+  return os.path.exists(os.path.join(path, 'prebuilt'))
+
+
+@cache
+def is_dirty(cwd: str = BASEDIR) -> bool:
+  if not get_origin() or not get_short_branch():
+    return True
+
+  dirty = False
+  try:
+    # Actually check dirty files
+    if not is_prebuilt(cwd):
+      # This is needed otherwise touched files might show up as modified
+      try:
+        subprocess.check_call(["git", "update-index", "--refresh"], cwd=cwd)
+      except subprocess.CalledProcessError:
+        pass
+
+      branch = get_branch()
+      if not branch:
+        return True
+      dirty = (subprocess.call(["git", "diff-index", "--quiet", branch, "--"], cwd=cwd)) != 0
+  except subprocess.CalledProcessError:
+    cloudlog.exception("git subprocess failed while checking dirty")
+    dirty = True
+
+  return dirty
+
+
+@dataclass
+class OpenpilotMetadata:
+  version: str
+  release_notes: str
+  git_commit: str
+  git_origin: str
+  git_commit_date: str
+  build_style: str
+  is_dirty: bool  # whether there are local changes
+
+  @property
+  def short_version(self) -> str:
+    return self.version.split('-')[0]
+
+  @property
+  def comma_remote(self) -> bool:
+    # note to fork maintainers, this is used for release metrics. please do not
+    # touch this to get rid of the orange startup alert. there's better ways to do that
+    return self.git_normalized_origin == "github.com/commaai/openpilot"
+
+  @property
+  def iqpilot_remote(self) -> bool:
+    return self.git_normalized_origin in ("github.com/iqpilot/iqpilot",
+                                          "github.com/iqpilot/openpilot")
+
+  @property
+  def git_normalized_origin(self) -> str:
+    return self.git_origin \
+      .replace("git@", "", 1) \
+      .replace(".git", "", 1) \
+      .replace("https://", "", 1) \
+      .replace(":", "/", 1)
+
+
+@dataclass
+class BuildMetadata:
+  channel: str
+  openpilot: OpenpilotMetadata
+
+  @property
+  def tested_channel(self) -> bool:
+    return self.channel in TESTED_BRANCHES
+
+  @property
+  def release_channel(self) -> bool:
+    return self.channel in RELEASE_IQ_BRANCHES
+
+  @property
+  def canonical(self) -> str:
+    return f"{self.openpilot.version}-{self.openpilot.git_commit}-{self.openpilot.build_style}"
+
+  @property
+  def ui_description(self) -> str:
+    return f"{self.openpilot.version} / {self.openpilot.git_commit[:6]} / {self.channel}"
+
+  @property
+  def master_channel(self) -> bool:
+    return self.channel in RELEASE_IQ_BRANCHES
+
+  @property
+  def development_channel(self) -> bool:
+    return self.channel == "dev" or self.channel.startswith("dev-") or self.channel.endswith("-prebuilt")
+
+  @property
+  def channel_type(self) -> str:
+    if "-tici" in self.channel or self.channel in ("release-new" or "master-mici"):
+      return "tici"
+    elif self.development_channel:
+      return "development"
+    elif self.tested_channel:
+      return "staging"
+    elif self.master_channel:
+      return "master"
+    elif self.release_channel:
+      return "release"
+    else:
+      return "feature"
+
+
+def build_metadata_from_dict(build_metadata: dict) -> BuildMetadata:
+  channel = build_metadata.get("channel", "unknown")
+  openpilot_metadata = build_metadata.get("openpilot", {})
+  version = openpilot_metadata.get("version", "unknown")
+  release_notes = openpilot_metadata.get("release_notes", "unknown")
+  git_commit = openpilot_metadata.get("git_commit", "unknown")
+  git_origin = openpilot_metadata.get("git_origin", "unknown")
+  git_commit_date = openpilot_metadata.get("git_commit_date", "unknown")
+  build_style = openpilot_metadata.get("build_style", "unknown")
+  return BuildMetadata(channel,
+            OpenpilotMetadata(
+              version=version,
+              release_notes=release_notes,
+              git_commit=git_commit,
+              git_origin=git_origin,
+              git_commit_date=git_commit_date,
+              build_style=build_style,
+              is_dirty=False))
+
+
+def get_build_metadata(path: str = BASEDIR) -> BuildMetadata:
+  build_metadata_path = pathlib.Path(path) / BUILD_METADATA_FILENAME
+
+  if build_metadata_path.exists():
+    build_metadata = json.loads(build_metadata_path.read_text())
+    return build_metadata_from_dict(build_metadata)
+
+  git_folder = pathlib.Path(path) / ".git"
+
+  if git_folder.exists():
+    return BuildMetadata(get_short_branch(path),
+                    OpenpilotMetadata(
+                      version=get_version(path),
+                      release_notes=get_release_notes(path),
+                      git_commit=get_commit(path),
+                      git_origin=get_origin(path),
+                      git_commit_date=get_commit_date(path),
+                      build_style="unknown",
+                      is_dirty=is_dirty(path)))
+
+  cloudlog.exception("unable to get build metadata")
+  raise Exception("invalid build metadata")
+
+
+if __name__ == "__main__":
+  print(get_build_metadata())
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/init.py
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/init.cpython-312-aarch64-linux-gnu.so
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/init.cpython-312-aarch64-linux-gnu.so
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/init.py
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/init.py
@@ -0,0 +1,3 @@
+"""
+Copyright © IQ.Lvbs, apart of Project Teal Lvbs, All Rights Reserved, licensed under https://konn3kt.com/tos
+"""
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/big_catalog.cpython-312-aarch64-linux-gnu.so
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/big_catalog.cpython-312-aarch64-linux-gnu.so
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/egpu_model.cpython-312-aarch64-linux-gnu.so
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/egpu_model.cpython-312-aarch64-linux-gnu.so
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/emac_model_meta.cpython-312-aarch64-linux-gnu.so
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/emac_model_meta.cpython-312-aarch64-linux-gnu.so
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/fetcher.cpython-312-aarch64-linux-gnu.so
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/fetcher.cpython-312-aarch64-linux-gnu.so
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/git_auth.cpython-312-aarch64-linux-gnu.so
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/git_auth.cpython-312-aarch64-linux-gnu.so
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/helpers.cpython-312-aarch64-linux-gnu.so
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/helpers.cpython-312-aarch64-linux-gnu.so
--- a/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/manager.cpython-312-aarch64-linux-gnu.so
+++ b/artifacts/iqpilot_model_selector_private/python/iqpilot_private/models/manager.cpython-312-aarch64-linux-gnu.so
				`@@ -0,0 +1 @@`
				`aZ2PpZxlTDJ1Nffu+hFtfKK0qyUkkllomgYgTX69J4YU4/aODiwBvJDwHZ6+1nlvv4fDA10s7SPNxwwP9j0OBA==`