feat(agentscope): add memory system and automation job support

- Add consumer_registry and pipeline_registry for runtime orchestration
- Add Visibility schema for message filtering
- Add PipelineSpec for agent pipeline configuration
- Add automation job models and configuration
- Remove memory_prompt.py (consolidated into memory system)
- Update runtime components: context_loader, context_service, orchestrator, runner, tasks
- Update toolkit: tool_config, tool_middleware, custom tools (calendar, user_lookup)
- Add auth_helpers and calendar_domain utilities
- Add system_agents.yaml configuration

backend/tests/unit/core/agentscope/events/test_agui_codec.py

@@ -189,3 +189,56 @@ def test_step_started_internal_event_keeps_step_name() -> None:
 
     assert result["type"] == "STEP_STARTED"
     assert result["stepName"] == "worker"
+
+
+def test_run_error_prefers_top_level_message_and_code() -> None:
+    internal = {
+        "type": "run.error",
+        "threadId": "thread-1",
+        "runId": "run-1",
+        "message": "runtime failed",
+        "code": "RUNTIME_ERROR",
+        "data": {
+            "message": "nested message",
+            "code": "NESTED_ERROR",
+        },
+    }
+
+    result = to_agui_wire_event(internal)
+
+    assert result["type"] == "RUN_ERROR"
+    assert result["message"] == "runtime failed"
+    assert result["code"] == "RUNTIME_ERROR"
+
+
+def test_run_error_falls_back_to_data_when_top_level_missing() -> None:
+    internal = {
+        "type": "run.error",
+        "threadId": "thread-1",
+        "runId": "run-1",
+        "data": {
+            "message": "nested message",
+            "code": "NESTED_ERROR",
+        },
+    }
+
+    result = to_agui_wire_event(internal)
+
+    assert result["type"] == "RUN_ERROR"
+    assert result["message"] == "nested message"
+    assert result["code"] == "NESTED_ERROR"
+
+
+def test_run_error_uses_default_message_when_payload_invalid() -> None:
+    internal = {
+        "type": "run.error",
+        "threadId": "thread-1",
+        "runId": "run-1",
+        "data": "invalid",
+    }
+
+    result = to_agui_wire_event(internal)
+
+    assert result["type"] == "RUN_ERROR"
+    assert result["message"] == "Unknown error"
+    assert "code" not in result

backend/tests/unit/core/agentscope/events/test_store.py

@@ -59,6 +59,16 @@ def _patch_repositories(
     monkeypatch.setattr(store_module, "MessageRepository", _FakeMessageRepository)
     monkeypatch.setattr(store_module, "AgentChatSessionStatus", _SessionStatus)
 
+    async def _fake_stage_bit_map(self, *, session: object) -> dict[str, int]:
+        del self, session
+        return {"router": 16, "worker": 17, "memory": 18}
+
+    monkeypatch.setattr(
+        store_module.SqlAlchemyEventStore,
+        "_load_stage_visibility_bit_map",
+        _fake_stage_bit_map,
+    )
+
 
 @pytest.mark.asyncio
 async def test_store_persists_worker_output_with_answer_as_content(
@@ -103,6 +113,7 @@ async def test_store_persists_worker_output_with_answer_as_content(
     assert metadata["agent_output"]["answer"] == "worker-answer"
     assert metadata["agent_output"]["ui_hints"]["intent"] == "message"
     assert append_kwargs["cost"] == Decimal("0.123")
+    assert append_kwargs["visibility_mask"] == ((1 << 0) | (1 << 17))
     assert captured["message_delta"] == 1
     assert captured["token_delta"] == 8
 
@@ -141,3 +152,4 @@ async def test_store_persists_tool_output_with_summary_as_content(
         metadata["tool_agent_output"]["result"]
         == "status=success batch=1 success=1 failed=0 ids=[event-1]"
     )
+    assert append_kwargs["visibility_mask"] == (1 << 0)