feat: 重构 memory 系统，支持 user memory 和 work memory 分离

backend/src/core/agentscope/runtime/runner.py

@@ -41,7 +41,7 @@ from schemas.agent.system_agent import (
     SystemAgentLLMConfig,
 )
 from schemas.automation import RuntimeConfig
-from schemas.memories import MemoryListResponse
+from schemas.memories.memory_content import UserMemoryContent, WorkProfileContent
 from schemas.user import UserContext
 from services.litellm.service import LiteLLMService
 from sqlalchemy import select
@@ -71,7 +71,8 @@ class AgentScopeRunner:
         pipeline: PipelineLike,
         run_input: RunAgentInput,
         runtime_config: RuntimeConfig,
-        memories: MemoryListResponse | None = None,
+        user_memory: UserMemoryContent | None = None,
+        work_memory: WorkProfileContent | None = None,
     ) -> dict[str, Any]:
         owner_id = UUID(user_context.id)
         runtime_client_time = self._resolve_runtime_client_time(run_input=run_input)
@@ -98,7 +99,7 @@ class AgentScopeRunner:
                 context_messages=context_messages,
                 stage_config=router_config,
                 runtime_client_time=runtime_client_time,
-                memories=memories,
+                user_memory=user_memory,
             )
             worker_output = await self._execute_worker_step(
                 pipeline=pipeline,
@@ -108,7 +109,7 @@ class AgentScopeRunner:
                 toolkit=worker_toolkit,
                 stage_config=worker_config,
                 runtime_client_time=runtime_client_time,
-                memories=memories,
+                work_memory=work_memory,
             )
             return {
                 "router": router_output.model_dump(mode="json", exclude_none=True),
@@ -166,7 +167,7 @@ class AgentScopeRunner:
         context_messages: list[Msg],
         stage_config: SystemAgentRuntimeConfig,
         runtime_client_time: ClientTimeContext | None,
-        memories: MemoryListResponse | None,
+        user_memory: UserMemoryContent | None,
     ) -> RouterAgentOutput:
         await self._emit_step_event(
             pipeline=pipeline,
@@ -179,7 +180,7 @@ class AgentScopeRunner:
             context_messages=context_messages,
             stage_config=stage_config,
             runtime_client_time=runtime_client_time,
-            memories=memories,
+            user_memory=user_memory,
             run_input=run_input,
         )
         router_output = RouterAgentOutput.model_validate(router_result.payload)
@@ -201,7 +202,7 @@ class AgentScopeRunner:
         toolkit: Any,
         stage_config: SystemAgentRuntimeConfig,
         runtime_client_time: ClientTimeContext | None,
-        memories: MemoryListResponse | None,
+        work_memory: WorkProfileContent | None,
     ) -> WorkerAgentOutputLite:
         worker_output_model = resolve_worker_output_model(router_output.ui.ui_mode)
         await self._emit_step_event(
@@ -221,7 +222,7 @@ class AgentScopeRunner:
             worker_output_model=worker_output_model,
             pipeline=pipeline,
             runtime_client_time=runtime_client_time,
-            memories=memories,
+            work_memory=work_memory,
         )
         worker_output = worker_output_model.model_validate(worker_result.payload)
         await self._emit_step_event(
@@ -239,7 +240,7 @@ class AgentScopeRunner:
         context_messages: list[Msg],
         stage_config: SystemAgentRuntimeConfig,
         runtime_client_time: ClientTimeContext | None,
-        memories: MemoryListResponse | None,
+        user_memory: UserMemoryContent | None,
         run_input: RunAgentInput,
     ) -> StageExecutionResult:
         messages_for_router = self._build_router_messages(
@@ -260,7 +261,7 @@ class AgentScopeRunner:
                         now_utc=datetime.now(timezone.utc),
                         runtime_client_time=runtime_client_time,
                         tools=None,
-                        memories=memories,
+                        user_memory=user_memory,
                     ),
                     "system",
                 ),
@@ -319,7 +320,7 @@ class AgentScopeRunner:
         worker_output_model: type[WorkerAgentOutputLite],
         pipeline: PipelineLike,
         runtime_client_time: ClientTimeContext | None,
-        memories: MemoryListResponse | None,
+        work_memory: WorkProfileContent | None,
     ) -> StageExecutionResult:
         tracking_model = self._build_model(stage_config=stage_config)
         emitter = PipelineStageEmitter(
@@ -340,7 +341,7 @@ class AgentScopeRunner:
                 runtime_client_time=runtime_client_time,
                 extra_context=stage_config.extra_context,
                 tools=None,
-                memories=memories,
+                work_memory=work_memory,
             ),
             toolkit=toolkit,
             model=tracking_model,