diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py
index c7751c2af..3295603b4 100644
--- a/metagpt/utils/common.py
+++ b/metagpt/utils/common.py
@@ -501,7 +501,7 @@ def role_raise_decorator(func):
                 self.rc.memory.delete(self.latest_observed_msg)
             # raise again to make it captured outside
             raise Exception(format_trackback_info(limit=None))
-        except Exception:
+        except Exception as e:
             if self.latest_observed_msg:
                 logger.warning(
                     "There is a exception in role's execution, in order to resume, "
@@ -510,6 +510,11 @@ def role_raise_decorator(func):
                 # remove role newest observed msg to make it observed again
                 self.rc.memory.delete(self.latest_observed_msg)
             # raise again to make it captured outside
+            last_error = e.last_attempt._exception
+            name = any_to_str(last_error)
+            if re.match(r"^openai\.", name) or re.match(r"^httpx\.", name):
+                raise last_error
+
             raise Exception(format_trackback_info(limit=None))
 
     return wrapper