diff --git a/apps/jingrow/jingrow/ai/pagetype/local_ai_agent/__init__.py b/apps/jingrow/jingrow/ai/pagetype/local_ai_agent/__init__.py
index 7518306..d072c84 100644
--- a/apps/jingrow/jingrow/ai/pagetype/local_ai_agent/__init__.py
+++ b/apps/jingrow/jingrow/ai/pagetype/local_ai_agent/__init__.py
@@ -40,10 +40,24 @@ def run_agent(pg=None, method=None, event=None, page=None, **kwargs):
 	- condition 支持 Jinja2 表达式
 	- 使用本地任务队列，避免链式重复触发
 	"""
-	# 兼容多种调用方式：
+	# 兼容多种调用方式
 	pg = pg or page
 	method = event or method or kwargs.get("event")
 
+	# 支持的事件
+	event_list = [
+		"on_update",
+		"after_insert",
+		"on_submit",
+		"on_cancel",
+		"on_trash",
+		"on_change",
+		"before_update_after_submit",
+	]
+	# 事件快速失败
+	if method not in event_list:
+		return
+
 	ai_agents = _get_all_local_ai_agents()
 
 	# pagetype 分组
@@ -58,42 +72,46 @@ def run_agent(pg=None, method=None, event=None, page=None, **kwargs):
 
 	agents_by_pagetype = ai_agents.get(pg_pagetype, []) or []
 
-	# module 分组
-	# 获取 pagetype 所属 module（通过 API 获取 module/app）
-	module_name = None
-	try:
-		ma = jingrow.get_module_app(pg_pagetype)
-		if isinstance(ma, dict) and ma.get("success"):
-			module_name = ma.get("module")
-	except Exception as _e:
-		jingrow.log_error("get_module_app failed", f"pagetype={pg_pagetype}", exc=_e)
-		module_name = None
+	# module 分组（仅在存在 module:* 分组时才解析所属模块）
 	agents_by_module = []
-	if module_name:
-		key = f"module:{module_name}"
-		agents_by_module = ai_agents.get(key, []) or []
+	if any(isinstance(k, str) and k.startswith("module:") for k in ai_agents.keys()):
+		module_name = None
+		try:
+			ma = jingrow.get_module_app(pg_pagetype)
+			if isinstance(ma, dict) and ma.get("success"):
+				module_name = ma.get("module")
+		except Exception as _e:
+			jingrow.log_error("get_module_app failed", f"pagetype={pg_pagetype}", exc=_e)
+			module_name = None
+		if module_name:
+			key = f"module:{module_name}"
+			agents_by_module = ai_agents.get(key, []) or []
 
-	# 合并去重
+	# 合并去重（以 name 为键，保持现有行为）
 	merged_agents = list({a.get("name"): a for a in agents_by_pagetype + agents_by_module}.values())
 
 	if not merged_agents:
 		jingrow.log_error("LocalAIAgent", "No Local Ai Agents matched for this page")
 		return
 
-	# 支持的事件
-	event_list = [
-		"on_update",
-		"after_insert",
-		"on_submit",
-		"on_cancel",
-		"on_trash",
-		"on_change",
-		"before_update_after_submit",
-	]
+	# 一次性准备渲染上下文（仅当至少一个 agent 有 condition 时才构建）
+	any_has_condition = any((a.get("condition") or "").strip() for a in merged_agents)
+	base_ctx = None
+	pg_ctx_full = None
+	if any_has_condition:
+		if isinstance(pg, dict):
+			base_ctx = pg
+		else:
+			base_ctx = pg.as_dict() if hasattr(pg, "as_dict") else getattr(pg, "__dict__", {})
+		_pt = (base_ctx or {}).get("pagetype") or (getattr(pg, "pagetype", None))
+		_nm = (base_ctx or {}).get("name") or (getattr(pg, "name", None))
+		if _pt and _nm:
+			res_pg = jingrow.get_pg(str(_pt), str(_nm))
+			if isinstance(res_pg, dict):
+				pg_ctx_full = res_pg
 
 	for agent in merged_agents:
-		event = method if method in event_list else None
-		if event and (agent.get("event_type") == event):
+		if agent.get("event_type") == method:
 
 			trigger = False
 			if not agent.get("condition"):
@@ -101,18 +119,10 @@ def run_agent(pg=None, method=None, event=None, page=None, **kwargs):
 			else:
 				try:
 					cond_tpl = str(agent.get("condition") or "").strip()
-					# 统一从触发记录的 pagetype/name 拉取完整记录，构建渲染上下文
-					if isinstance(pg, dict):
-						base_ctx = pg
-					else:
-						base_ctx = pg.as_dict() if hasattr(pg, "as_dict") else getattr(pg, "__dict__", {})
-					_pt = base_ctx.get("pagetype") or _get_pg_field(pg, "pagetype")
-					_nm = base_ctx.get("name") or _get_pg_field(pg, "name")
-					pg_ctx = base_ctx or {}
-					if _pt and _nm:
-						api_res = jingrow.get_pg(str(_pt), str(_nm))
-						if isinstance(api_res, dict):
-							pg_ctx = api_res
+					# 构建渲染上下文：优先复用已获取的完整记录
+					pg_ctx = (base_ctx or {})
+					if isinstance(pg_ctx_full, dict):
+						pg_ctx = pg_ctx_full
 					result = render_template(cond_tpl, {"pg": pg_ctx})
 					if str(result).strip().lower() in ("true", "1", "yes"):
 						trigger = True