diff --git a/src/memos/llms/openai.py b/src/memos/llms/openai.py
index 35a9c7117..1d180eebd 100644
--- a/src/memos/llms/openai.py
+++ b/src/memos/llms/openai.py
@@ -28,7 +28,12 @@ def __init__(self, config: OpenAILLMConfig):
         )
         logger.info("OpenAI LLM instance initialized")
 
-    @timed_with_status(log_prefix="OpenAI LLM", log_args=["model_name_or_path"])
+    @timed_with_status(
+        log_prefix="OpenAI LLM",
+        log_extra_args=lambda self, messages, **kwargs: {
+            "model_name_or_path": kwargs.get("model_name_or_path", self.config.model_name_or_path)
+        },
+    )
     def generate(self, messages: MessageList, **kwargs) -> str:
         """Generate a response from OpenAI LLM, optionally overriding generation params."""
         response = self.client.chat.completions.create(
@@ -55,7 +60,12 @@ def generate(self, messages: MessageList, **kwargs) -> str:
             return reasoning_content + response_content
         return response_content
 
-    @timed_with_status(log_prefix="OpenAI LLM", log_args=["model_name_or_path"])
+    @timed_with_status(
+        log_prefix="OpenAI LLM",
+        log_extra_args=lambda self, messages, **kwargs: {
+            "model_name_or_path": self.config.model_name_or_path
+        },
+    )
     def generate_stream(self, messages: MessageList, **kwargs) -> Generator[str, None, None]:
         """Stream response from OpenAI LLM with optional reasoning support."""
         if kwargs.get("tools"):
diff --git a/src/memos/utils.py b/src/memos/utils.py
index e4945b7d3..d787b7ae2 100644
--- a/src/memos/utils.py
+++ b/src/memos/utils.py
@@ -22,10 +22,10 @@ def timed_with_status(
     Parameters:
     - log: enable timing logs (default True)
     - log_prefix: prefix; falls back to function name
-    - log_args: names to include in logs (str or list/tuple of str).
-    - log_extra_args: extra arguments to include in logs (dict). If it contains
-      key "time_threshold", use its value (in seconds) as the logging threshold; otherwise
-      fall back to DEFAULT_TIME_BAR.
+    - log_args: names to include in logs (str or list/tuple of str), values are taken from kwargs by name.
+    - log_extra_args:
+        - can be a dict: fixed contextual fields that are always attached to logs;
+        - or a callable: like `fn(*args, **kwargs) -> dict`, used to dynamically generate contextual fields at runtime.
     """
 
     if isinstance(log_args, str):
@@ -56,12 +56,24 @@ def wrapper(*args, **kwargs):
                 elapsed_ms = (time.perf_counter() - start) * 1000.0
 
                 ctx_parts = []
+                # 1) Collect parameters from kwargs by name
                 for key in effective_log_args:
                     val = kwargs.get(key)
                     ctx_parts.append(f"{key}={val}")
 
-                if log_extra_args:
-                    ctx_parts.extend(f"{key}={val}" for key, val in log_extra_args.items())
+                # 2) Support log_extra_args as dict or callable, so we can dynamically
+                #    extract values from self or other runtime context
+                extra_items = {}
+                try:
+                    if callable(log_extra_args):
+                        extra_items = log_extra_args(*args, **kwargs) or {}
+                    elif isinstance(log_extra_args, dict):
+                        extra_items = log_extra_args
+                except Exception as e:
+                    logger.warning(f"[TIMER_WITH_STATUS] log_extra_args callback error: {e!r}")
+
+                if extra_items:
+                    ctx_parts.extend(f"{key}={val}" for key, val in extra_items.items())
 
                 ctx_str = f" [{', '.join(ctx_parts)}]" if ctx_parts else ""
 
@@ -75,15 +87,8 @@ def wrapper(*args, **kwargs):
                     f"[TIMER_WITH_STATUS] {log_prefix or fn.__name__} "
                     f"took {elapsed_ms:.0f} ms{status_info}, args: {ctx_str}"
                 )
-                threshold_ms = DEFAULT_TIME_BAR * 1000.0
-                if log_extra_args and "time_threshold" in log_extra_args:
-                    try:
-                        threshold_ms = float(log_extra_args["time_threshold"]) * 1000.0
-                    except Exception:
-                        threshold_ms = DEFAULT_TIME_BAR * 1000.0
 
-                if elapsed_ms >= threshold_ms:
-                    logger.info(msg)
+                logger.info(msg)
 
         return wrapper
 
@@ -92,7 +97,7 @@ def wrapper(*args, **kwargs):
     return decorator(func)
 
 
-def timed(func=None, *, log=True, log_prefix=""):
+def timed(func=None, *, log=False, log_prefix=""):
     def decorator(fn):
         def wrapper(*args, **kwargs):
             start = time.perf_counter()