diff --git a/selfdrive/ui/layouts/settings/starpilot/panel.py b/selfdrive/ui/layouts/settings/starpilot/panel.py
index ecfbdf970..4804b4b6e 100644
--- a/selfdrive/ui/layouts/settings/starpilot/panel.py
+++ b/selfdrive/ui/layouts/settings/starpilot/panel.py
@@ -17,14 +17,9 @@ import time
 
 
 class SettingsParamsWrapper:
-  """
-  Proxy for ui_state.params. Relies on CachedParams for global TTL caching.
-  Intercepts UI writes (put/remove) to trigger system migrations automatically.
-  """
   def __init__(self):
     self._params = ui_state.params
 
-  # --- Read Operations (Forwarded directly to global TTL cache) ---
   def get(self, key, **kwargs):
     return self._params.get(key, **kwargs)
 
@@ -38,10 +33,8 @@ class SettingsParamsWrapper:
     return self._params.get_float(key, **kwargs)
 
   def _notify_changed(self):
-    # Triggers backend state sync when UI settings are modified
     update_starpilot_toggles()
 
-  # --- Write Operations (Triggers side-effects) ---
   def put(self, key, val, **kwargs):
     self._params.put(key, val, **kwargs)
     self._notify_changed()
@@ -62,7 +55,6 @@ class SettingsParamsWrapper:
     self._params.remove(key)
     self._notify_changed()
 
-  # Safety net for any newly added parameter methods
   def __getattr__(self, name):
     return getattr(self._params, name)
 
diff --git a/selfdrive/ui/ui_state.py b/selfdrive/ui/ui_state.py
index 08d45b9c9..e7098c67c 100644
--- a/selfdrive/ui/ui_state.py
+++ b/selfdrive/ui/ui_state.py
@@ -17,10 +17,6 @@ from openpilot.system.hardware import HARDWARE, PC
 BACKLIGHT_OFFROAD = 65 if HARDWARE.get_device_type() == "mici" else 50
 USBGPU_POLL_INTERVAL = 1.0
 class CachedParams:
-  """
-  Global TTL-based cache for Params() to prevent excessive disk/IPC reads.
-  Dynamically wraps read methods (get*) to cache values and write methods (put*) to invalidate stale cache.
-  """
   def __init__(self, ttl: float = 1.0):
     self._params = Params()
     self._cache = {}
@@ -28,7 +24,6 @@ class CachedParams:
     self._ttl = ttl
 
   def _invalidate(self, key=None):
-    # Clears specific key or entire cache to guarantee fresh reads after writes
     if key is None:
       self._cache.clear()
     else:
@@ -44,7 +39,6 @@ class CachedParams:
       return attr
 
     if name.startswith("get"):
-      # Intercept reads to serve from RAM if TTL is valid
       def get_wrapper(key, *args, **kwargs):
         now = time.monotonic()
         k_str = key.decode("utf-8") if isinstance(key, bytes) else str(key)
@@ -59,7 +53,6 @@ class CachedParams:
       return get_wrapper
 
     if name.startswith("put") or name.startswith("remove") or name.startswith("clear"):
-      # Intercept writes to immediately invalidate stale data
       def put_wrapper(key=None, *args, **kwargs):
         res = attr(key, *args, **kwargs) if key is not None else attr(*args, **kwargs)
         self._invalidate(key)