refactor(backend): 更新 agentscope 事件存储和编解码

backend/src/core/agentscope/events/agui_codec.py

@@ -131,7 +131,7 @@ def _build_tool_result(event: dict[str, Any]) -> ToolCallResultEvent:
     data = event.get("data", {})
     content = data.get("result")
     if not isinstance(content, str):
-        content = data.get("toolAgentOutput", "")
+        content = ""
     return ToolCallResultEvent(
         message_id=data.get("messageId", ""),
         tool_call_id=data.get("toolCallId", ""),

backend/src/core/agentscope/events/store.py

@@ -8,7 +8,7 @@ from core.agentscope.events.persistence import MessageRepository, SessionReposit
 from core.logging import get_logger
 from models.agent_chat_message import AgentChatMessageRole
 from models.agent_chat_session import AgentChatSessionStatus
-from schemas.agent.runtime_models import ToolAgentOutput, WorkerAgentOutputRich
+from schemas.agent.runtime_models import AgentOutput, ToolAgentOutput
 from schemas.agent.system_agent import AgentType
 from schemas.messages.chat_message import AgentChatMessageMetadata
 
@@ -136,11 +136,22 @@ class SqlAlchemyEventStore:
             return
 
         try:
-            worker_output = WorkerAgentOutputRich.model_validate(worker_output_payload)
+            worker_output = AgentOutput.model_validate(worker_output_payload)
+            raw_agent_type = self._event_value(event, "stage")
+            normalized_agent_type = (
+                str(raw_agent_type).strip().lower()
+                if isinstance(raw_agent_type, str)
+                else AgentType.WORKER.value
+            )
+            agent_type = (
+                AgentType.MEMORY
+                if normalized_agent_type == AgentType.MEMORY.value
+                else AgentType.WORKER
+            )
             metadata_model = AgentChatMessageMetadata(
                 run_id=run_id_value,
-                agent_type=AgentType.WORKER,
-                worker_agent_output=worker_output,
+                agent_type=agent_type,
+                agent_output=worker_output,
             )
         except Exception:
             self._logger.warning(