diff --git a/src/chat/emoji_system/emoji_manager.py b/src/chat/emoji_system/emoji_manager.py
index d17e6d643..b1a359d3c 100644
--- a/src/chat/emoji_system/emoji_manager.py
+++ b/src/chat/emoji_system/emoji_manager.py
@@ -1107,18 +1107,28 @@ class EmojiManager:
                 if emoji_base64 is None:  # 再次检查读取
                     logger.error(f"[注册失败] 无法读取图片以生成描述: {filename}")
                     return False
-                description, emotions = await self.build_emoji_description(emoji_base64)
-                if not description:  # 检查描述是否成功生成或审核通过
-                    logger.warning(f"[注册失败] 未能生成有效描述或审核未通过: {filename}")
-                    # 删除未能生成描述的文件
-                    try:
-                        os.remove(file_full_path)
-                        logger.info(f"[清理] 删除描述生成失败的文件: {filename}")
-                    except Exception as e:
-                        logger.error(f"[错误] 删除描述生成失败文件时出错: {e!s}")
-                    return False
-                new_emoji.description = description
-                new_emoji.emotion = emotions
+                task = asyncio.create_task(self.build_emoji_description(emoji_base64))
+                
+                def after_built_description(fut: asyncio.Future):
+                    if fut.cancelled():
+                        logger.error(f"[注册失败] 描述生成任务被取消: {filename}")
+                    elif fut.exception():
+                        logger.error(f"[注册失败] 描述生成任务出错 ({filename}): {fut.exception()}")
+                    else:
+                        description, emotions = fut.result()
+
+                        if not description:  # 检查描述是否成功生成或审核通过
+                            logger.warning(f"[注册失败] 未能生成有效描述或审核未通过: {filename}")
+                            # 删除未能生成描述的文件
+                            try:
+                                os.remove(file_full_path)
+                                logger.info(f"[清理] 删除描述生成失败的文件: {filename}")
+                            except Exception as e:
+                                logger.error(f"[错误] 删除描述生成失败文件时出错: {e!s}")
+                            return False
+                        new_emoji.description = description
+                        new_emoji.emotion = emotions
+                task.add_done_callback(after_built_description)
             except Exception as build_desc_error:
                 logger.error(f"[注册失败] 生成描述/情感时出错 ({filename}): {build_desc_error}")
                 # 同样考虑删除文件
diff --git a/src/memory_graph/storage/graph_store.py b/src/memory_graph/storage/graph_store.py
index bfc6ff306..eecfdeb2c 100644
--- a/src/memory_graph/storage/graph_store.py
+++ b/src/memory_graph/storage/graph_store.py
@@ -876,8 +876,6 @@ class GraphStore:
             logger.exception("同步图边到记忆.edges 失败")
 
         store._rebuild_node_edge_index()
-
-        logger.info(f"从字典加载图: {store.get_statistics()}")
         return store
 
     def _sync_memory_edges_from_graph(self) -> None:
@@ -942,8 +940,6 @@ class GraphStore:
 
                 mem.edges.append(mem_edge)
                 existing_edges.setdefault(mid, set()).add(mem_edge.id)
-
-        logger.info("已将图中的边同步到 Memory.edges（保证 graph 与 memory 对象一致）")
         self._rebuild_node_edge_index()
 
     def remove_memory(self, memory_id: str, cleanup_orphans: bool = True) -> bool:
diff --git a/src/plugins/built_in/affinity_flow_chatter/core/affinity_chatter.py b/src/plugins/built_in/affinity_flow_chatter/core/affinity_chatter.py
index 509b7889c..71ce45875 100644
--- a/src/plugins/built_in/affinity_flow_chatter/core/affinity_chatter.py
+++ b/src/plugins/built_in/affinity_flow_chatter/core/affinity_chatter.py
@@ -97,7 +97,7 @@ class AffinityChatter(BaseChatter):
                     **execution_result,
                 }
 
-                logger.info(
+                logger.debug(
                     f"聊天流 {self.stream_id} StreamContext处理成功: 动作数={result['actions_count']}, 未读消息={result['unread_messages_processed']}"
                 )