diff --git a/main.py b/main.py
index e6605e9..49ae154 100644
--- a/main.py
+++ b/main.py
@@ -97,7 +97,9 @@ class QQGroupDailyAnalysis(Star):
         """解析报告模板目录（兼容新旧目录结构）"""
         plugin_root = os.path.dirname(__file__)
         candidate_dirs = [
-            os.path.join(plugin_root, "src", "infrastructure", "reporting", "templates"),
+            os.path.join(
+                plugin_root, "src", "infrastructure", "reporting", "templates"
+            ),
             os.path.join(plugin_root, "src", "reports", "templates"),
         ]
         for candidate in candidate_dirs:
@@ -112,7 +114,9 @@ class QQGroupDailyAnalysis(Star):
         candidate_paths = [
             os.path.join(plugin_root, "assets", f"{template_name}-demo.jpg"),
             os.path.join(plugin_root, "assets", f"{template_name}.jpg"),
-            os.path.join(plugin_root, "assets", "templates", f"{template_name}-demo.jpg"),
+            os.path.join(
+                plugin_root, "assets", "templates", f"{template_name}-demo.jpg"
+            ),
             os.path.join(plugin_root, "assets", "templates", f"{template_name}.jpg"),
             os.path.join(template_base_dir, template_name, "demo.jpg"),
             os.path.join(template_base_dir, template_name, "preview.jpg"),
@@ -428,14 +432,18 @@ class QQGroupDailyAnalysis(Star):
                 platform_map = platforms.get(str(platform_id).strip(), {})
                 if isinstance(platform_map, dict):
                     groups.update(
-                        str(gid).strip() for gid in platform_map.keys() if str(gid).strip()
+                        str(gid).strip()
+                        for gid in platform_map.keys()
+                        if str(gid).strip()
                     )
             else:
                 for platform_map in platforms.values():
                     if not isinstance(platform_map, dict):
                         continue
                     groups.update(
-                        str(gid).strip() for gid in platform_map.keys() if str(gid).strip()
+                        str(gid).strip()
+                        for gid in platform_map.keys()
+                        if str(gid).strip()
                     )
 
             sorted_groups = sorted(groups)
diff --git a/src/infrastructure/config/config_manager.py b/src/infrastructure/config/config_manager.py
index c0da683..2afc39b 100644
--- a/src/infrastructure/config/config_manager.py
+++ b/src/infrastructure/config/config_manager.py
@@ -68,15 +68,37 @@ class ConfigManager:
             else target_simple_id
         )
 
-        def _is_match(item: str, target: str, target_simple_id: str) -> bool:
+        def _is_match(
+            item: str,
+            target: str,
+            target_simple_id: str,
+            target_parent_id: str,
+        ) -> bool:
             if ":" in item:
-                return item == target
+                if item == target:
+                    return True
+
+                # 允许 Telegram 话题会话通过“父 UMO”命中，
+                # 例如: item=telegram2:GroupMessage:-1001
+                #      target=telegram2:GroupMessage:-1001#2264
+                if "#" in target_simple_id:
+                    if ":" not in target:
+                        return False
+                    item_prefix, item_tail = item.rsplit(":", 1)
+                    target_prefix, _ = target.rsplit(":", 1)
+                    return (
+                        item_prefix == target_prefix and item_tail == target_parent_id
+                    )
+                return False
             if item == target_simple_id:
                 return True
             # 允许 Telegram 话题会话通过父群 ID 命中简单群号白/黑名单
             return "#" in target_simple_id and item == target_parent_id
 
-        is_in_list = any(_is_match(item, target, target_simple_id) for item in glist)
+        is_in_list = any(
+            _is_match(item, target, target_simple_id, target_parent_id)
+            for item in glist
+        )
 
         if mode == "whitelist":
             return is_in_list
diff --git a/src/infrastructure/platform/adapters/telegram_adapter.py b/src/infrastructure/platform/adapters/telegram_adapter.py
index 907b88a..d1cae10 100644
--- a/src/infrastructure/platform/adapters/telegram_adapter.py
+++ b/src/infrastructure/platform/adapters/telegram_adapter.py
@@ -218,8 +218,10 @@ class TelegramAdapter(PlatformAdapter):
                         group_id, msg, sender_name_cache
                     )
                     messages.append(msg)
-                    if len(messages) >= target_count:
-                        break
+
+                # 当前页完整处理后已足够，停止继续翻更旧页面。
+                if len(messages) >= target_count:
+                    break
 
                 # 下一页一定更旧，若当前页最旧记录已越过时间窗口则可提前停止
                 if oldest_record_time and oldest_record_time < cutoff_time:
@@ -813,7 +815,7 @@ class TelegramAdapter(PlatformAdapter):
                     return uid, None
 
         pairs = await asyncio.gather(*(_fetch_avatar(uid) for uid in user_ids))
-        return {uid: avatar_url for uid, avatar_url in pairs}
+        return dict(pairs)
 
     # ==================== 辅助方法 ====================