Version: 0.9.74.dev.260505

后端：
1.阶段 6 memory 服务化 CP1-CP3 落地
- 新增 cmd/memory 独立进程入口，落地 services/memory dao/rpc/sv 与 memory zrpc pb
- 将 memory.extract.requested outbox 消费与 memory worker 迁入 cmd/memory，单体 worker 不再消费 memory outbox
- 新增 gateway/client/memory、shared/contracts/memory 和 shared/ports memory port
- 将 /api/v1/memory/items* HTTP 管理面切到 memory zrpc，gateway 只保留鉴权、限流、幂等、参数绑定和响应透传
- 新增 memory Retrieve RPC，并将 agent 主链路 memory reader 切到 memory zrpc 读取
- 补充 agent memory RPC reader 适配器，保留注入侧 observer / metrics 观测能力
- 保留旧 backend/memory 核心实现作为迁移期复用与回退面，cmd/memory 内部继续复用既有 Module / ReadService 逻辑
- 补充 memory.rpc 示例配置，更新单体 outbox 发布边界与 memory handler 注释口径

backend/cmd/memory/main.go

@@ -0,0 +1,138 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+	"os"
+	"os/signal"
+	"syscall"
+
+	"github.com/LoveLosita/smartflow/backend/bootstrap"
+	kafkabus "github.com/LoveLosita/smartflow/backend/infra/kafka"
+	outboxinfra "github.com/LoveLosita/smartflow/backend/infra/outbox"
+	"github.com/LoveLosita/smartflow/backend/inits"
+	memorymodule "github.com/LoveLosita/smartflow/backend/memory"
+	memoryobserve "github.com/LoveLosita/smartflow/backend/memory/observe"
+	llmservice "github.com/LoveLosita/smartflow/backend/services/llm"
+	memorydao "github.com/LoveLosita/smartflow/backend/services/memory/dao"
+	memoryrpc "github.com/LoveLosita/smartflow/backend/services/memory/rpc"
+	memorysv "github.com/LoveLosita/smartflow/backend/services/memory/sv"
+	ragservice "github.com/LoveLosita/smartflow/backend/services/rag"
+	ragconfig "github.com/LoveLosita/smartflow/backend/services/rag/config"
+	"github.com/spf13/viper"
+)
+
+func main() {
+	if err := bootstrap.LoadConfig(); err != nil {
+		log.Fatalf("failed to load config: %v", err)
+	}
+
+	ctx, stop := signal.NotifyContext(context.Background(), os.Interrupt, syscall.SIGTERM)
+	defer stop()
+
+	db, err := memorydao.OpenDBFromConfig()
+	if err != nil {
+		log.Fatalf("failed to connect memory database: %v", err)
+	}
+
+	llmClient, err := buildMemoryLLMClient()
+	if err != nil {
+		log.Fatalf("failed to initialize memory LLM client: %v", err)
+	}
+
+	ragRuntime, err := buildMemoryRAGRuntime(ctx)
+	if err != nil {
+		log.Fatalf("failed to initialize memory RAG runtime: %v", err)
+	}
+
+	memoryCfg := memorymodule.LoadConfigFromViper()
+	memoryObserver := memoryobserve.NewLoggerObserver(log.Default())
+	memoryMetrics := memoryobserve.NewMetricsRegistry()
+	module := memorymodule.NewModuleWithObserve(
+		db,
+		llmClient,
+		ragRuntime,
+		memoryCfg,
+		memorymodule.ObserveDeps{
+			Observer: memoryObserver,
+			Metrics:  memoryMetrics,
+		},
+	)
+
+	outboxRepo := outboxinfra.NewRepository(db)
+	svc, err := memorysv.NewService(memorysv.Options{
+		Module:      module,
+		OutboxRepo:  outboxRepo,
+		KafkaConfig: kafkabus.LoadConfig(),
+	})
+	if err != nil {
+		log.Fatalf("failed to initialize memory service: %v", err)
+	}
+	defer svc.Close()
+
+	svc.StartWorkers(ctx)
+
+	server, listenOn, err := memoryrpc.NewServer(memoryrpc.ServerOptions{
+		ListenOn: viper.GetString("memory.rpc.listenOn"),
+		Timeout:  viper.GetDuration("memory.rpc.timeout"),
+		Service:  svc,
+	})
+	if err != nil {
+		log.Fatalf("failed to build memory zrpc server: %v", err)
+	}
+	defer server.Stop()
+
+	go func() {
+		log.Printf("memory zrpc service starting on %s", listenOn)
+		server.Start()
+	}()
+
+	<-ctx.Done()
+	log.Println("memory service stopping")
+}
+
+// buildMemoryLLMClient 初始化 memory 抽取链路使用的模型客户端。
+//
+// 说明：
+// 1. CP1 先复用既有 llm-service canonical 入口，不在 memory 服务里重建模型调用封装；
+// 2. 当前启动入口与 cmd/start.go / cmd/active-scheduler 都需要 Eino 初始化，后续若出现第三处重复装配，应抽公共 bootstrap；
+// 3. 返回 ProClient 是因为现有 memory.Module 只需要 llmservice.Client，不需要完整 Service。
+func buildMemoryLLMClient() (*llmservice.Client, error) {
+	aiHub, err := inits.InitEino()
+	if err != nil {
+		return nil, err
+	}
+	llmService := llmservice.New(llmservice.Options{
+		AIHub:             aiHub,
+		APIKey:            os.Getenv("ARK_API_KEY"),
+		BaseURL:           viper.GetString("agent.baseURL"),
+		CourseVisionModel: viper.GetString("courseImport.visionModel"),
+	})
+	return llmService.ProClient(), nil
+}
+
+// buildMemoryRAGRuntime 初始化 memory 检索与向量同步使用的 RAG Runtime。
+//
+// 暂不抽公共层原因：
+// 1. 本轮只迁 memory 一个能力域，避免同时调整 cmd/start.go 的既有装配路径；
+// 2. RAG 的 canonical 入口已在 services/rag 内，当前函数只做启动层配置读取与日志包装；
+// 3. 等 agent 服务也迁出后，再统一评估 llm/rag 启动装配的公共 bootstrap。
+func buildMemoryRAGRuntime(ctx context.Context) (ragservice.Runtime, error) {
+	ragCfg := ragconfig.LoadFromViper()
+	if !ragCfg.Enabled {
+		log.Println("RAG service is disabled for memory")
+		return nil, nil
+	}
+
+	ragLogger := log.Default()
+	ragService, err := ragservice.NewFromConfig(ctx, ragCfg, ragservice.FactoryDeps{
+		Logger:   ragLogger,
+		Observer: ragservice.NewLoggerObserver(ragLogger),
+	})
+	if err != nil {
+		return nil, fmt.Errorf("build memory RAG service failed: %w", err)
+	}
+	log.Printf("Memory RAG runtime initialized: store=%s embed=%s reranker=%s", ragCfg.Store, ragCfg.EmbedProvider, ragCfg.RerankerProvider)
+	return ragService.Runtime(), nil
+}

backend/cmd/start.go

@@ -16,6 +16,7 @@ import (
 	"github.com/LoveLosita/smartflow/backend/gateway/api"
 	gatewayactivescheduler "github.com/LoveLosita/smartflow/backend/gateway/client/activescheduler"
 	gatewaycourse "github.com/LoveLosita/smartflow/backend/gateway/client/course"
+	gatewaymemory "github.com/LoveLosita/smartflow/backend/gateway/client/memory"
 	gatewaynotification "github.com/LoveLosita/smartflow/backend/gateway/client/notification"
 	gatewayschedule "github.com/LoveLosita/smartflow/backend/gateway/client/schedule"
 	gatewaytask "github.com/LoveLosita/smartflow/backend/gateway/client/task"
@@ -114,7 +115,7 @@ func StartAPI() {
 }
 
 // StartWorker 只启动后台异步能力，不注册 Gin 路由。
-// 当前包含单体残留域 outbox relay / Kafka consumer / memory worker；主动调度扫描已迁到 cmd/active-scheduler。
+// 当前只包含单体残留域 agent outbox relay / Kafka consumer；memory worker 已迁到 cmd/memory。
 func StartWorker() {
 	ctx, stop := signal.NotifyContext(context.Background(), os.Interrupt, syscall.SIGTERM)
 	defer stop()
@@ -202,10 +203,11 @@ func buildRuntime(ctx context.Context) (*appRuntime, error) {
 	agentRepo := dao.NewAgentDAO(db)
 	outboxRepo := outboxinfra.NewRepository(db)
 
-	eventBus, err := buildEventBus(outboxRepo)
+	eventBus, err := buildAgentEventBus(outboxRepo)
 	if err != nil {
 		return nil, err
 	}
+	eventPublisher := buildCoreOutboxPublisher(outboxRepo)
 
 	// Service 层初始化。
 	userAuthClient, err := gatewayuserauth.NewClient(gatewayuserauth.ClientConfig{
@@ -257,6 +259,14 @@ func buildRuntime(ctx context.Context) (*appRuntime, error) {
 	if err != nil {
 		return nil, fmt.Errorf("failed to initialize course zrpc client: %w", err)
 	}
+	memoryClient, err := gatewaymemory.NewClient(gatewaymemory.ClientConfig{
+		Endpoints: viper.GetStringSlice("memory.rpc.endpoints"),
+		Target:    viper.GetString("memory.rpc.target"),
+		Timeout:   viper.GetDuration("memory.rpc.timeout"),
+	})
+	if err != nil {
+		return nil, fmt.Errorf("failed to initialize memory zrpc client: %w", err)
+	}
 	activeSchedulerClient, err := gatewayactivescheduler.NewClient(gatewayactivescheduler.ClientConfig{
 		Endpoints: viper.GetStringSlice("activeScheduler.rpc.endpoints"),
 		Target:    viper.GetString("activeScheduler.rpc.target"),
@@ -280,7 +290,7 @@ func buildRuntime(ctx context.Context) (*appRuntime, error) {
 		agentCacheRepo,
 		manager.ActiveSchedule,
 		manager.ActiveScheduleSession,
-		eventBus,
+		eventPublisher,
 		scheduleService,
 		taskSv,
 	)
@@ -293,8 +303,10 @@ func buildRuntime(ctx context.Context) (*appRuntime, error) {
 		taskRepo,
 		taskClassRepo,
 		scheduleRepo,
-		memoryModule,
+		memoryClient,
 		memoryCfg,
+		memoryObserver,
+		memoryMetrics,
 	)
 
 	// 1. task_pool facts 已统一走 task RPC，避免聊天 rerun 继续直连 tasks 表；
@@ -333,7 +345,7 @@ func buildRuntime(ctx context.Context) (*appRuntime, error) {
 		return nil, err
 	}
 	agentService.SetActiveScheduleSessionRerunFunc(buildActiveScheduleSessionRerunFunc(manager.ActiveSchedule, activeScheduleGraphRunner, activeSchedulePreviewConfirm, activeScheduleFeedbackLocator))
-	handlers := buildAPIHandlers(taskClient, taskClassClient, courseClient, scheduleClient, agentService, memoryModule, activeSchedulerClient, notificationClient)
+	handlers := buildAPIHandlers(taskClient, taskClassClient, courseClient, scheduleClient, agentService, memoryClient, activeSchedulerClient, notificationClient)
 
 	runtime := &appRuntime{
 		db:          db,
@@ -380,21 +392,19 @@ func buildRAGService(ctx context.Context) (*ragservice.Service, error) {
 	return ragService, nil
 }
 
-func buildEventBus(outboxRepo *outboxinfra.Repository) (eventsvc.OutboxBus, error) {
+func buildAgentEventBus(outboxRepo *outboxinfra.Repository) (eventsvc.OutboxBus, error) {
-	// outbox 多 service 门面装配：
+	// agent outbox 消费边界装配：
-	// 1. 按 service 维度创建独立 engine，topic / group 由 service 名称推导；
+	// 1. 单体残留在 CP1 后只消费 agent 自己的 outbox；
-	// 2. 对外仍然只暴露一个 Publish / Start / Close 门面；
+	// 2. memory.extract.requested 仍可被发布到 memory_outbox_messages，但消费与 worker 已迁往 cmd/memory；
-	// 3. kafka.enabled=false 时返回 nil，业务按既有降级策略执行。
+	// 3. kafka.enabled=false 时返回 nil，业务按既有同步降级策略执行。
 	kafkaCfg := kafkabus.LoadConfig()
-	serviceBuses := make(map[string]eventsvc.OutboxBus, len(eventsvc.OutboxServiceNames()))
+	bus, err := eventsvc.NewServiceOutboxBus(outboxRepo, kafkaCfg, outboxinfra.ServiceAgent)
-	for _, serviceName := range eventsvc.OutboxServiceNames() {
+	if err != nil {
-		bus, err := eventsvc.NewServiceOutboxBus(outboxRepo, kafkaCfg, serviceName)
+		return nil, fmt.Errorf("failed to initialize outbox event bus for service %s: %w", outboxinfra.ServiceAgent, err)
-		if err != nil {
+	}
-			return nil, fmt.Errorf("failed to initialize outbox event bus for service %s: %w", serviceName, err)
+	serviceBuses := make(map[string]eventsvc.OutboxBus, 1)
-		}
+	if bus != nil {
-		if bus != nil {
+		serviceBuses[outboxinfra.ServiceAgent] = bus
-			serviceBuses[serviceName] = bus
-		}
 	}
 
 	eventBus := eventsvc.NewRoutedOutboxBus(serviceBuses)
@@ -404,6 +414,23 @@ func buildEventBus(outboxRepo *outboxinfra.Repository) (eventsvc.OutboxBus, erro
 	return eventBus, nil
 }
 
+// buildCoreOutboxPublisher 构造单体残留发布器。
+//
+// 职责边界：
+// 1. 只负责把 agent 主链路产生的跨服务事件写入对应服务 outbox 表；
+// 2. 不创建 memory consumer / relay，memory 消费边界已迁往 cmd/memory；
+// 3. kafka.enabled=false 时返回 nil，让聊天历史继续走同步 DB fallback。
+func buildCoreOutboxPublisher(outboxRepo *outboxinfra.Repository) outboxinfra.EventPublisher {
+	kafkaCfg := kafkabus.LoadConfig()
+	if !kafkaCfg.Enabled || outboxRepo == nil {
+		return nil
+	}
+	return &repositoryOutboxPublisher{
+		repo:     outboxRepo,
+		maxRetry: kafkaCfg.MaxRetry,
+	}
+}
+
 type repositoryOutboxPublisher struct {
 	repo     *outboxinfra.Repository
 	maxRetry int
@@ -429,12 +456,12 @@ func buildTaskOutboxPublisher(outboxRepo *outboxinfra.Repository) outboxinfra.Ev
 // Publish 以 publish-only 方式写入服务级 outbox。
 //
 // 说明：
-// 1. 这里不复用 outbox EventBus，是因为 EventBus 会创建并启动对应 service engine；
+// 1. 这里不复用 outbox EventBus，是因为 EventBus 会创建并可能启动对应 service engine；
-// 2. 单体残留只允许发布 task 事件，不允许启动 task consumer，否则会和 cmd/task 抢同一 consumer group；
+// 2. 单体残留在 task / memory 等迁移期只允许发布跨服务事件，不允许抢对应 consumer group；
-// 3. payload 仍包装成统一 OutboxEventPayload，确保 cmd/task relay / consumer 能按标准协议解析。
+// 3. payload 仍包装成统一 OutboxEventPayload，确保独立服务 relay / consumer 能按标准协议解析。
 func (p *repositoryOutboxPublisher) Publish(ctx context.Context, req outboxinfra.PublishRequest) error {
 	if p == nil || p.repo == nil {
-		return fmt.Errorf("task outbox publisher is not initialized")
+		return fmt.Errorf("outbox publisher is not initialized")
 	}
 
 	eventType := strings.TrimSpace(req.EventType)
@@ -746,8 +773,10 @@ func configureAgentService(
 	taskRepo *dao.TaskDAO,
 	taskClassRepo *dao.TaskClassDAO,
 	scheduleRepo *dao.ScheduleDAO,
-	memoryModule *memory.Module,
+	memoryReaderClient ports.MemoryReaderClient,
 	memoryCfg memorymodel.Config,
+	memoryObserver memoryobserve.Observer,
+	memoryMetrics memoryobserve.MetricsRecorder,
 ) {
 	if agentService == nil {
 		return
@@ -790,7 +819,11 @@ func configureAgentService(
 		CreateTask: buildQuickTaskCreateFunc(taskRepo),
 		QueryTasks: buildQuickTaskQueryFunc(agentService),
 	})
-	agentService.SetMemoryReader(memoryModule, memoryCfg)
+	// 1. agent 主链路读取记忆统一走 memory zrpc，避免 CP3 后继续直连本进程 memory.Module；
+	// 2. observer / metrics 继续复用启动期装配，保证注入侧观测在 RPC 切流后不丢；
+	// 3. 旧 memoryModule 仍保留在启动图中，作为迁移期依赖和后续回退面；
+	// 4. memory 服务暂不可用时，预取链路只记录警告并软降级，不阻断聊天主流程。
+	agentService.SetMemoryReader(agentsvcsvc.NewMemoryRPCReader(memoryReaderClient, memoryObserver, memoryMetrics), memoryCfg)
 }
 
 func buildTaskClassUpsertFunc(taskClassRepo *dao.TaskClassDAO) func(userID int, input newagenttools.TaskClassUpsertInput) (newagenttools.TaskClassUpsertPersistResult, error) {
@@ -926,7 +959,7 @@ func buildAPIHandlers(
 	courseClient ports.CourseCommandClient,
 	scheduleClient ports.ScheduleCommandClient,
 	agentService *service.AgentService,
-	memoryModule *memory.Module,
+	memoryClient ports.MemoryCommandClient,
 	activeSchedulerClient ports.ActiveSchedulerCommandClient,
 	notificationClient ports.NotificationCommandClient,
 ) *api.ApiHandlers {
@@ -936,7 +969,7 @@ func buildAPIHandlers(
 		CourseHandler:    api.NewCourseHandler(courseClient),
 		ScheduleHandler:  api.NewScheduleAPI(scheduleClient),
 		AgentHandler:     api.NewAgentHandler(agentService),
-		MemoryHandler:    api.NewMemoryHandler(memoryModule),
+		MemoryHandler:    api.NewMemoryHandler(memoryClient),
 		ActiveSchedule:   api.NewActiveScheduleAPI(activeSchedulerClient),
 		Notification:     api.NewNotificationAPI(notificationClient),
 	}
@@ -953,10 +986,7 @@ func (r *appRuntime) startWorkers(ctx context.Context) {
 	} else {
 		log.Println("Outbox event bus is disabled")
 	}
-
+	log.Println("Memory worker is managed by cmd/memory in phase 6 CP1")
-	if r.memoryModule != nil {
-		r.memoryModule.StartWorker(ctx)
-	}
 }
 
 func (r *appRuntime) registerEventHandlers() error {

backend/config.example.yaml

@@ -156,6 +156,11 @@ rag:
 
 # 记忆模块配置。
 memory:
+  rpc:
+    listenOn: "0.0.0.0:9088"
+    endpoints:
+      - "127.0.0.1:9088"
+    timeout: 6s
   enabled: true
   rag:
     enabled: true

backend/gateway/api/memory.go

@@ -8,25 +8,30 @@ import (
 	"strings"
 	"time"
 
-	memorypkg "github.com/LoveLosita/smartflow/backend/memory"
-	memorymodel "github.com/LoveLosita/smartflow/backend/memory/model"
-	"github.com/LoveLosita/smartflow/backend/model"
 	"github.com/LoveLosita/smartflow/backend/respond"
+	memorycontracts "github.com/LoveLosita/smartflow/backend/shared/contracts/memory"
+	"github.com/LoveLosita/smartflow/backend/shared/ports"
 	"github.com/gin-gonic/gin"
 )
 
 type MemoryHandler struct {
-	module *memorypkg.Module
+	client ports.MemoryCommandClient
 }
 
 var errMemoryHandlerNotReady = errors.New("memory handler is not initialized")
 
-func NewMemoryHandler(module *memorypkg.Module) *MemoryHandler {
+// NewMemoryHandler 创建 memory HTTP 门面。
-	return &MemoryHandler{module: module}
+//
+// 职责边界：
+// 1. gateway 只负责鉴权后的参数绑定、超时和响应透传；
+// 2. 记忆管理业务、审计、向量同步和状态校验都交给 memory zrpc 服务；
+// 3. agent 的 memory reader 已在 CP3 切到 memory zrpc，HTTP 管理面这里只保留管理职责。
+func NewMemoryHandler(client ports.MemoryCommandClient) *MemoryHandler {
+	return &MemoryHandler{client: client}
 }
 
 func (h *MemoryHandler) ListItems(c *gin.Context) {
-	if h == nil || h.module == nil {
+	if h == nil || h.client == nil {
 		c.JSON(http.StatusInternalServerError, respond.InternalError(errMemoryHandlerNotReady))
 		return
 	}
@@ -48,7 +53,7 @@ func (h *MemoryHandler) ListItems(c *gin.Context) {
 	ctx, cancel := context.WithTimeout(c.Request.Context(), 2*time.Second)
 	defer cancel()
 
-	items, err := h.module.ListItems(ctx, memorymodel.ListItemsRequest{
+	resp, err := h.client.ListItems(ctx, memorycontracts.ListItemsRequest{
 		UserID:         c.GetInt("user_id"),
 		ConversationID: strings.TrimSpace(c.Query("conversation_id")),
 		Statuses:       splitCSV(statusesRaw),
@@ -60,11 +65,11 @@ func (h *MemoryHandler) ListItems(c *gin.Context) {
 		return
 	}
 
-	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, toMemoryItemViews(items)))
+	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, resp))
 }
 
 func (h *MemoryHandler) GetItem(c *gin.Context) {
-	if h == nil || h.module == nil {
+	if h == nil || h.client == nil {
 		c.JSON(http.StatusInternalServerError, respond.InternalError(errMemoryHandlerNotReady))
 		return
 	}
@@ -78,7 +83,7 @@ func (h *MemoryHandler) GetItem(c *gin.Context) {
 	ctx, cancel := context.WithTimeout(c.Request.Context(), 2*time.Second)
 	defer cancel()
 
-	item, err := h.module.GetItem(ctx, model.MemoryGetItemRequest{
+	resp, err := h.client.GetItem(ctx, memorycontracts.GetItemRequest{
 		UserID:   c.GetInt("user_id"),
 		MemoryID: memoryID,
 	})
@@ -86,16 +91,16 @@ func (h *MemoryHandler) GetItem(c *gin.Context) {
 		respond.DealWithError(c, err)
 		return
 	}
-	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, toMemoryItemView(item)))
+	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, resp))
 }
 
 func (h *MemoryHandler) CreateItem(c *gin.Context) {
-	if h == nil || h.module == nil {
+	if h == nil || h.client == nil {
 		c.JSON(http.StatusInternalServerError, respond.InternalError(errMemoryHandlerNotReady))
 		return
 	}
 
-	var req model.MemoryCreateItemRequest
+	var req memorycontracts.CreateItemRequest
 	if err := c.ShouldBindJSON(&req); err != nil {
 		c.JSON(http.StatusBadRequest, respond.WrongParamType)
 		return
@@ -106,16 +111,16 @@ func (h *MemoryHandler) CreateItem(c *gin.Context) {
 	ctx, cancel := context.WithTimeout(c.Request.Context(), 2*time.Second)
 	defer cancel()
 
-	item, err := h.module.CreateItem(ctx, req)
+	resp, err := h.client.CreateItem(ctx, req)
 	if err != nil {
 		respond.DealWithError(c, err)
 		return
 	}
-	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, toMemoryItemView(item)))
+	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, resp))
 }
 
 func (h *MemoryHandler) UpdateItem(c *gin.Context) {
-	if h == nil || h.module == nil {
+	if h == nil || h.client == nil {
 		c.JSON(http.StatusInternalServerError, respond.InternalError(errMemoryHandlerNotReady))
 		return
 	}
@@ -126,7 +131,7 @@ func (h *MemoryHandler) UpdateItem(c *gin.Context) {
 		return
 	}
 
-	var req model.MemoryUpdateItemRequest
+	var req memorycontracts.UpdateItemRequest
 	if err := c.ShouldBindJSON(&req); err != nil {
 		c.JSON(http.StatusBadRequest, respond.WrongParamType)
 		return
@@ -138,16 +143,16 @@ func (h *MemoryHandler) UpdateItem(c *gin.Context) {
 	ctx, cancel := context.WithTimeout(c.Request.Context(), 2*time.Second)
 	defer cancel()
 
-	item, err := h.module.UpdateItem(ctx, req)
+	resp, err := h.client.UpdateItem(ctx, req)
 	if err != nil {
 		respond.DealWithError(c, err)
 		return
 	}
-	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, toMemoryItemView(item)))
+	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, resp))
 }
 
 func (h *MemoryHandler) DeleteItem(c *gin.Context) {
-	if h == nil || h.module == nil {
+	if h == nil || h.client == nil {
 		c.JSON(http.StatusInternalServerError, respond.InternalError(errMemoryHandlerNotReady))
 		return
 	}
@@ -166,7 +171,7 @@ func (h *MemoryHandler) DeleteItem(c *gin.Context) {
 	ctx, cancel := context.WithTimeout(c.Request.Context(), 2*time.Second)
 	defer cancel()
 
-	item, err := h.module.DeleteItem(ctx, model.MemoryDeleteItemRequest{
+	resp, err := h.client.DeleteItem(ctx, memorycontracts.DeleteItemRequest{
 		UserID:       c.GetInt("user_id"),
 		MemoryID:     memoryID,
 		Reason:       strings.TrimSpace(body.Reason),
@@ -176,11 +181,11 @@ func (h *MemoryHandler) DeleteItem(c *gin.Context) {
 		respond.DealWithError(c, err)
 		return
 	}
-	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, toMemoryItemView(item)))
+	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, resp))
 }
 
 func (h *MemoryHandler) RestoreItem(c *gin.Context) {
-	if h == nil || h.module == nil {
+	if h == nil || h.client == nil {
 		c.JSON(http.StatusInternalServerError, respond.InternalError(errMemoryHandlerNotReady))
 		return
 	}
@@ -199,7 +204,7 @@ func (h *MemoryHandler) RestoreItem(c *gin.Context) {
 	ctx, cancel := context.WithTimeout(c.Request.Context(), 2*time.Second)
 	defer cancel()
 
-	item, err := h.module.RestoreItem(ctx, model.MemoryRestoreItemRequest{
+	resp, err := h.client.RestoreItem(ctx, memorycontracts.RestoreItemRequest{
 		UserID:       c.GetInt("user_id"),
 		MemoryID:     memoryID,
 		Reason:       strings.TrimSpace(body.Reason),
@@ -209,7 +214,7 @@ func (h *MemoryHandler) RestoreItem(c *gin.Context) {
 		respond.DealWithError(c, err)
 		return
 	}
-	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, toMemoryItemView(item)))
+	c.JSON(http.StatusOK, respond.RespWithData(respond.Ok, resp))
 }
 
 func parseMemoryIDParam(c *gin.Context) (int64, bool) {
@@ -252,39 +257,3 @@ func splitCSV(raw string) []string {
 	}
 	return result
 }
-
-func toMemoryItemViews(items []memorymodel.ItemDTO) []model.MemoryItemView {
-	if len(items) == 0 {
-		return nil
-	}
-	result := make([]model.MemoryItemView, 0, len(items))
-	for _, item := range items {
-		result = append(result, toMemoryItemView(&item))
-	}
-	return result
-}
-
-func toMemoryItemView(item *memorymodel.ItemDTO) model.MemoryItemView {
-	if item == nil {
-		return model.MemoryItemView{}
-	}
-	return model.MemoryItemView{
-		ID:               item.ID,
-		UserID:           item.UserID,
-		ConversationID:   item.ConversationID,
-		AssistantID:      item.AssistantID,
-		RunID:            item.RunID,
-		MemoryType:       item.MemoryType,
-		Title:            item.Title,
-		Content:          item.Content,
-		ContentHash:      item.ContentHash,
-		Confidence:       item.Confidence,
-		Importance:       item.Importance,
-		SensitivityLevel: item.SensitivityLevel,
-		IsExplicit:       item.IsExplicit,
-		Status:           item.Status,
-		TTLAt:            item.TTLAt,
-		CreatedAt:        item.CreatedAt,
-		UpdatedAt:        item.UpdatedAt,
-	}
-}

backend/gateway/client/memory/client.go

@@ -0,0 +1,155 @@
+package memory
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"strings"
+	"time"
+
+	memorypb "github.com/LoveLosita/smartflow/backend/services/memory/rpc/pb"
+	memorycontracts "github.com/LoveLosita/smartflow/backend/shared/contracts/memory"
+	"github.com/zeromicro/go-zero/zrpc"
+	"google.golang.org/grpc"
+)
+
+const (
+	defaultEndpoint = "127.0.0.1:9088"
+	defaultTimeout  = 6 * time.Second
+)
+
+type ClientConfig struct {
+	Endpoints []string
+	Target    string
+	Timeout   time.Duration
+}
+
+// Client 是 gateway 访问 memory zrpc 的最小适配层。
+//
+// 职责边界：
+// 1. 只负责跨进程 gRPC 调用和 JSON 透传，不触碰 memory repo、worker 或 outbox；
+// 2. HTTP 入参仍由 gateway/api 做基础绑定，业务校验交给 memory 服务；
+// 3. 复杂响应不在 gateway 重建模型，避免 DTO 复制扩散。
+type Client struct {
+	rpc memorypb.MemoryClient
+}
+
+func NewClient(cfg ClientConfig) (*Client, error) {
+	timeout := cfg.Timeout
+	if timeout <= 0 {
+		timeout = defaultTimeout
+	}
+	endpoints := normalizeEndpoints(cfg.Endpoints)
+	target := strings.TrimSpace(cfg.Target)
+	if len(endpoints) == 0 && target == "" {
+		endpoints = []string{defaultEndpoint}
+	}
+
+	zclient, err := zrpc.NewClient(zrpc.RpcClientConf{
+		Endpoints: endpoints,
+		Target:    target,
+		NonBlock:  true,
+		Timeout:   int64(timeout / time.Millisecond),
+	})
+	if err != nil {
+		return nil, err
+	}
+	// 1. 这里不在构造期 Ping memory 服务，避免 cmd/memory 短暂不可用时拖垮整个 gateway/worker 启动。
+	// 2. 真正的可用性检查延迟到各个 RPC 调用，由 `/api/v1/memory/*` 自己返回局部错误。
+	client := &Client{rpc: memorypb.NewMemoryClient(zclient.Conn())}
+	return client, nil
+}
+
+// Retrieve 调用 memory 服务完成 agent 记忆读取。
+//
+// 职责边界：
+// 1. 只负责跨进程 JSON 编解码和 gRPC 错误还原；
+// 2. 不在 gateway 侧重做召回、过滤或 prompt 渲染；
+// 3. 返回 ItemDTO 给 agent 适配器继续转换为内部模型。
+func (c *Client) Retrieve(ctx context.Context, req memorycontracts.RetrieveRequest) ([]memorycontracts.ItemDTO, error) {
+	resp, err := c.callJSON(ctx, c.rpc.Retrieve, req)
+	raw, err := jsonFromResponse(resp, err)
+	if err != nil {
+		return nil, err
+	}
+	if len(raw) == 0 || string(raw) == "null" {
+		return nil, nil
+	}
+	var items []memorycontracts.ItemDTO
+	if err := json.Unmarshal(raw, &items); err != nil {
+		return nil, err
+	}
+	return items, nil
+}
+
+func (c *Client) ListItems(ctx context.Context, req memorycontracts.ListItemsRequest) (json.RawMessage, error) {
+	resp, err := c.callJSON(ctx, c.rpc.ListItems, req)
+	return jsonFromResponse(resp, err)
+}
+
+func (c *Client) GetItem(ctx context.Context, req memorycontracts.GetItemRequest) (json.RawMessage, error) {
+	resp, err := c.callJSON(ctx, c.rpc.GetItem, req)
+	return jsonFromResponse(resp, err)
+}
+
+func (c *Client) CreateItem(ctx context.Context, req memorycontracts.CreateItemRequest) (json.RawMessage, error) {
+	resp, err := c.callJSON(ctx, c.rpc.CreateItem, req)
+	return jsonFromResponse(resp, err)
+}
+
+func (c *Client) UpdateItem(ctx context.Context, req memorycontracts.UpdateItemRequest) (json.RawMessage, error) {
+	resp, err := c.callJSON(ctx, c.rpc.UpdateItem, req)
+	return jsonFromResponse(resp, err)
+}
+
+func (c *Client) DeleteItem(ctx context.Context, req memorycontracts.DeleteItemRequest) (json.RawMessage, error) {
+	resp, err := c.callJSON(ctx, c.rpc.DeleteItem, req)
+	return jsonFromResponse(resp, err)
+}
+
+func (c *Client) RestoreItem(ctx context.Context, req memorycontracts.RestoreItemRequest) (json.RawMessage, error) {
+	resp, err := c.callJSON(ctx, c.rpc.RestoreItem, req)
+	return jsonFromResponse(resp, err)
+}
+
+func (c *Client) ensureReady() error {
+	if c == nil || c.rpc == nil {
+		return errors.New("memory zrpc client is not initialized")
+	}
+	return nil
+}
+
+func (c *Client) callJSON(ctx context.Context, fn func(context.Context, *memorypb.JSONRequest, ...grpc.CallOption) (*memorypb.JSONResponse, error), payload any) (*memorypb.JSONResponse, error) {
+	if err := c.ensureReady(); err != nil {
+		return nil, err
+	}
+	raw, err := json.Marshal(payload)
+	if err != nil {
+		return nil, err
+	}
+	return fn(ctx, &memorypb.JSONRequest{PayloadJson: raw})
+}
+
+func jsonFromResponse(resp *memorypb.JSONResponse, rpcErr error) (json.RawMessage, error) {
+	if rpcErr != nil {
+		return nil, responseFromRPCError(rpcErr)
+	}
+	if resp == nil {
+		return nil, errors.New("memory zrpc service returned empty JSON response")
+	}
+	if len(resp.DataJson) == 0 {
+		return json.RawMessage("null"), nil
+	}
+	return json.RawMessage(resp.DataJson), nil
+}
+
+func normalizeEndpoints(values []string) []string {
+	endpoints := make([]string, 0, len(values))
+	for _, value := range values {
+		trimmed := strings.TrimSpace(value)
+		if trimmed != "" {
+			endpoints = append(endpoints, trimmed)
+		}
+	}
+	return endpoints
+}

backend/gateway/client/memory/errors.go

@@ -0,0 +1,94 @@
+package memory
+
+import (
+	"errors"
+	"fmt"
+	"strings"
+
+	"github.com/LoveLosita/smartflow/backend/respond"
+	"google.golang.org/genproto/googleapis/rpc/errdetails"
+	"google.golang.org/grpc/codes"
+	"google.golang.org/grpc/status"
+)
+
+// responseFromRPCError 负责把 memory 的 gRPC 错误反解回项目内错误。
+//
+// 职责边界：
+// 1. 只在 gateway 边缘层使用；
+// 2. 业务错误尽量恢复成 respond.Response，方便 API 层复用 DealWithError；
+// 3. 服务不可用或未知内部错误包装成普通 error，避免误报成用户可修正的参数问题。
+func responseFromRPCError(err error) error {
+	if err == nil {
+		return nil
+	}
+
+	st, ok := status.FromError(err)
+	if !ok {
+		return wrapRPCError(err)
+	}
+	if resp, ok := responseFromStatus(st); ok {
+		return resp
+	}
+
+	switch st.Code() {
+	case codes.Internal, codes.Unknown, codes.Unavailable, codes.DeadlineExceeded, codes.DataLoss, codes.Unimplemented:
+		msg := strings.TrimSpace(st.Message())
+		if msg == "" {
+			msg = "memory zrpc service internal error"
+		}
+		return wrapRPCError(errors.New(msg))
+	}
+
+	msg := strings.TrimSpace(st.Message())
+	if msg == "" {
+		msg = "memory zrpc service rejected request"
+	}
+	return respond.Response{Status: grpcCodeToRespondStatus(st.Code()), Info: msg}
+}
+
+func responseFromStatus(st *status.Status) (respond.Response, bool) {
+	if st == nil {
+		return respond.Response{}, false
+	}
+	for _, detail := range st.Details() {
+		info, ok := detail.(*errdetails.ErrorInfo)
+		if !ok {
+			continue
+		}
+		statusValue := strings.TrimSpace(info.Reason)
+		if statusValue == "" {
+			statusValue = grpcCodeToRespondStatus(st.Code())
+		}
+		message := strings.TrimSpace(st.Message())
+		if message == "" && info.Metadata != nil {
+			message = strings.TrimSpace(info.Metadata["info"])
+		}
+		if message == "" {
+			message = statusValue
+		}
+		return respond.Response{Status: statusValue, Info: message}, true
+	}
+	return respond.Response{}, false
+}
+
+func grpcCodeToRespondStatus(code codes.Code) string {
+	switch code {
+	case codes.Unauthenticated:
+		return respond.ErrUnauthorized.Status
+	case codes.InvalidArgument:
+		return respond.MissingParam.Status
+	case codes.NotFound:
+		return respond.MemoryItemNotFound.Status
+	case codes.Internal, codes.Unknown, codes.DataLoss:
+		return "500"
+	default:
+		return "400"
+	}
+}
+
+func wrapRPCError(err error) error {
+	if err == nil {
+		return nil
+	}
+	return fmt.Errorf("调用 memory zrpc 服务失败: %w", err)
+}

backend/service/agentsvc/memory_rpc_reader.go

@@ -0,0 +1,121 @@
+package agentsvc
+
+import (
+	"context"
+	"errors"
+
+	memorymodel "github.com/LoveLosita/smartflow/backend/memory/model"
+	memoryobserve "github.com/LoveLosita/smartflow/backend/memory/observe"
+	memorycontracts "github.com/LoveLosita/smartflow/backend/shared/contracts/memory"
+)
+
+// MemoryRPCReaderClient 描述 agent 读取 memory zrpc 所需的最小能力。
+//
+// 职责边界：
+// 1. 只读取候选记忆，不暴露管理写接口；
+// 2. 不要求调用方知道 gateway/client/memory 的具体实现；
+// 3. 错误原样返回给预取链路，由 agent 侧负责软降级和观测记录。
+type MemoryRPCReaderClient interface {
+	Retrieve(ctx context.Context, req memorycontracts.RetrieveRequest) ([]memorycontracts.ItemDTO, error)
+}
+
+type memoryRPCReader struct {
+	client   MemoryRPCReaderClient
+	observer memoryobserve.Observer
+	metrics  memoryobserve.MetricsRecorder
+}
+
+// NewMemoryRPCReader 创建跨进程 memory reader 适配器。
+//
+// 职责边界：
+// 1. 只把 agent 内部的 memorymodel.RetrieveRequest 转成共享契约；
+// 2. 不持有 memory.Module，避免 CP3 后 agent 主链路继续直连本进程记忆服务；
+// 3. observer / metrics 只用于 agent 注入观测，不参与 retrieve 业务调用；
+// 4. client 为空时返回 nil，让 SetMemoryReader 保持既有“无 reader 则不注入”的降级语义。
+func NewMemoryRPCReader(
+	client MemoryRPCReaderClient,
+	observer memoryobserve.Observer,
+	metrics memoryobserve.MetricsRecorder,
+) MemoryReader {
+	if client == nil {
+		return nil
+	}
+	if observer == nil {
+		observer = memoryobserve.NewNopObserver()
+	}
+	if metrics == nil {
+		metrics = memoryobserve.NewNopMetrics()
+	}
+	return &memoryRPCReader{
+		client:   client,
+		observer: observer,
+		metrics:  metrics,
+	}
+}
+
+// Retrieve 通过 memory zrpc 读取候选记忆并转换回 agent 内部 DTO。
+func (r *memoryRPCReader) Retrieve(ctx context.Context, req memorymodel.RetrieveRequest) ([]memorymodel.ItemDTO, error) {
+	if r == nil || r.client == nil {
+		return nil, errors.New("memory rpc reader client is nil")
+	}
+	items, err := r.client.Retrieve(ctx, memorycontracts.RetrieveRequest{
+		Query:          req.Query,
+		UserID:         req.UserID,
+		ConversationID: req.ConversationID,
+		AssistantID:    req.AssistantID,
+		RunID:          req.RunID,
+		MemoryTypes:    append([]string(nil), req.MemoryTypes...),
+		Limit:          req.Limit,
+		Now:            req.Now,
+	})
+	if err != nil {
+		return nil, err
+	}
+	return toMemoryModelItems(items), nil
+}
+
+// MemoryObserver 暴露 agent 注入链路使用的 observer，保持 CP3 切流前后的注入观测连续。
+func (r *memoryRPCReader) MemoryObserver() memoryobserve.Observer {
+	if r == nil || r.observer == nil {
+		return memoryobserve.NewNopObserver()
+	}
+	return r.observer
+}
+
+// MemoryMetrics 暴露 agent 注入链路使用的 metrics，避免 RPC reader 切流后指标静默丢失。
+func (r *memoryRPCReader) MemoryMetrics() memoryobserve.MetricsRecorder {
+	if r == nil || r.metrics == nil {
+		return memoryobserve.NewNopMetrics()
+	}
+	return r.metrics
+}
+
+// toMemoryModelItems 只做跨层 DTO 字段搬运，不改变排序、过滤和记忆内容。
+func toMemoryModelItems(items []memorycontracts.ItemDTO) []memorymodel.ItemDTO {
+	if len(items) == 0 {
+		return nil
+	}
+	result := make([]memorymodel.ItemDTO, 0, len(items))
+	for _, item := range items {
+		result = append(result, memorymodel.ItemDTO{
+			ID:               item.ID,
+			UserID:           item.UserID,
+			ConversationID:   item.ConversationID,
+			AssistantID:      item.AssistantID,
+			RunID:            item.RunID,
+			MemoryType:       item.MemoryType,
+			Title:            item.Title,
+			Content:          item.Content,
+			ContentHash:      item.ContentHash,
+			Confidence:       item.Confidence,
+			Importance:       item.Importance,
+			SensitivityLevel: item.SensitivityLevel,
+			IsExplicit:       item.IsExplicit,
+			Status:           item.Status,
+			TTLAt:            item.TTLAt,
+			CreatedAt:        item.CreatedAt,
+			UpdatedAt:        item.UpdatedAt,
+		})
+	}
+	return result
+}

backend/service/events/core_outbox_handlers.go

@@ -10,13 +10,13 @@ import (
 	"github.com/LoveLosita/smartflow/backend/shared/ports"
 )
 
-// RegisterCoreOutboxHandlers 注册核心业务 outbox handler。
+// RegisterCoreOutboxHandlers 注册单体残留内仍由 agent 边界消费的 outbox handler。
 //
 // 职责边界：
-// 1. 只负责聚合注册当前核心业务 handler，便于 start / worker/all 等启动入口复用同一套接线顺序。
+// 1. 只负责聚合注册当前单体残留内仍归 agent 进程消费的 handler；
-// 2. 不负责创建 eventBus/outboxRepo/DAO/memoryModule，也不负责启动或关闭事件总线。
+// 2. 不负责创建 eventBus/outboxRepo/DAO，也不负责启动或关闭事件总线。
 // 3. 不改变单个 Register* 函数的职责；具体 payload 解析、幂等消费和业务落库仍由各自 handler 负责。
-// 4. 这里以显式 route table 的方式列出“事件类型 -> 服务归属 -> handler”，避免后续新增事件时只改启动入口不改接线表。
+// 4. memory.extract.requested 已在阶段 6 CP1 迁往 cmd/memory，这里只登记其路由，不再注册消费 handler。
 func RegisterCoreOutboxHandlers(
 	eventBus OutboxBus,
 	outboxRepo *outboxinfra.Repository,
@@ -26,7 +26,10 @@ func RegisterCoreOutboxHandlers(
 	memoryModule *memory.Module,
 	adjuster ports.TokenUsageAdjuster,
 ) error {
-	if err := validateCoreOutboxHandlerDeps(eventBus, outboxRepo, repoManager, agentRepo, cacheRepo, memoryModule); err != nil {
+	if err := validateCoreOutboxHandlerDeps(eventBus, outboxRepo, repoManager, agentRepo, cacheRepo); err != nil {
+		return err
+	}
+	if err := RegisterMemoryExtractRoute(); err != nil {
 		return err
 	}
 
@@ -77,7 +80,6 @@ func validateCoreOutboxHandlerDeps(
 	repoManager *dao.RepoManager,
 	agentRepo *dao.AgentDAO,
 	cacheRepo *dao.CacheDAO,
-	memoryModule *memory.Module,
 ) error {
 	if eventBus == nil {
 		return errors.New("event bus is nil")
@@ -94,9 +96,6 @@ func validateCoreOutboxHandlerDeps(
 	if cacheRepo == nil {
 		return errors.New("cache repo is nil")
 	}
-	if memoryModule == nil {
-		return errors.New("memory module is nil")
-	}
 	return nil
 }
 
@@ -110,7 +109,7 @@ func validateAllOutboxHandlerDeps(
 	memoryModule *memory.Module,
 	activeTriggerWorkflow ActiveScheduleTriggeredProcessor,
 ) error {
-	if err := validateCoreOutboxHandlerDeps(eventBus, outboxRepo, repoManager, agentRepo, cacheRepo, memoryModule); err != nil {
+	if err := validateCoreOutboxHandlerDeps(eventBus, outboxRepo, repoManager, agentRepo, cacheRepo); err != nil {
 		return err
 	}
 	if activeTriggerWorkflow == nil {
@@ -158,13 +157,6 @@ func coreOutboxHandlerRoutes(
 				return RegisterAgentTimelinePersistHandler(eventBus, outboxRepo, agentRepo, cacheRepo)
 			},
 		},
-		{
-			EventType: EventTypeMemoryExtractRequested,
-			Service:   outboxHandlerServiceMemory,
-			Register: func() error {
-				return RegisterMemoryExtractRequestedHandler(eventBus, outboxRepo, memoryModule)
-			},
-		},
 	}
 }
 

backend/service/events/memory_extract_requested.go

@@ -26,6 +26,16 @@ const (
 	maxMemorySourceTextLength       = 1500
 )
 
+// RegisterMemoryExtractRoute 只登记 memory.extract.requested 的服务归属。
+//
+// 职责边界：
+// 1. 只保证发布侧能把事件写入 memory_outbox_messages；
+// 2. 不注册消费 handler，消费边界在阶段 6 CP1 起归 cmd/memory；
+// 3. 重复调用按 outbox 路由注册的幂等语义处理。
+func RegisterMemoryExtractRoute() error {
+	return outboxinfra.RegisterEventService(EventTypeMemoryExtractRequested, outboxinfra.ServiceMemory)
+}
+
 // RegisterMemoryExtractRequestedHandler 注册“记忆抽取请求”消费者。
 //
 // 职责边界：

backend/services/memory/dao/connect.go

@@ -0,0 +1,89 @@
+package dao
+
+import (
+	"context"
+	"fmt"
+
+	outboxinfra "github.com/LoveLosita/smartflow/backend/infra/outbox"
+	coremodel "github.com/LoveLosita/smartflow/backend/model"
+	"github.com/go-redis/redis/v8"
+	"github.com/spf13/viper"
+	"gorm.io/driver/mysql"
+	"gorm.io/gorm"
+)
+
+// OpenDBFromConfig 创建 memory 服务自己的数据库句柄。
+//
+// 职责边界：
+// 1. 只迁移 memory_items / memory_jobs / memory_audit_logs / memory_user_settings 以及 memory 服务自己的 outbox 表；
+// 2. 不迁移 agent、task、schedule、active-scheduler、notification 等跨域表，避免独立进程越权管理别的领域；
+// 3. 返回的 *gorm.DB 供 memory 服务内部 repo、worker 和 outbox consumer 复用。
+func OpenDBFromConfig() (*gorm.DB, error) {
+	host := viper.GetString("database.host")
+	port := viper.GetString("database.port")
+	user := viper.GetString("database.user")
+	password := viper.GetString("database.password")
+	dbname := viper.GetString("database.dbname")
+
+	dsn := fmt.Sprintf(
+		"%s:%s@tcp(%s:%s)/%s?charset=utf8mb4&parseTime=True&loc=Local",
+		user, password, host, port, dbname,
+	)
+
+	// 1. 先按统一配置建立 MySQL 连接；若连接失败，独立 memory 进程直接 fail fast。
+	db, err := gorm.Open(mysql.Open(dsn), &gorm.Config{})
+	if err != nil {
+		return nil, err
+	}
+
+	// 2. 只迁移 memory 自有表，明确与 agent/task/schedule 等跨域模型隔离。
+	if err = db.AutoMigrate(
+		&coremodel.MemoryItem{},
+		&coremodel.MemoryJob{},
+		&coremodel.MemoryAuditLog{},
+		&coremodel.MemoryUserSetting{},
+	); err != nil {
+		return nil, fmt.Errorf("auto migrate memory tables failed: %w", err)
+	}
+
+	// 3. 再迁移 memory 服务自己的 outbox 物理表，让独立服务可以单独发布与消费 memory 事件。
+	if err = autoMigrateMemoryOutboxTable(db); err != nil {
+		return nil, err
+	}
+	return db, nil
+}
+
+// OpenRedisFromConfig 创建 memory 服务自己的 Redis 句柄。
+//
+// 职责边界：
+// 1. 只负责初始化 memory 独立进程所需的 Redis client；
+// 2. 不创建、不预热、不清理任何 memory 业务 key；
+// 3. Ping 失败直接返回 error，让入口在缓存、锁或幂等依赖异常时尽早暴露问题。
+func OpenRedisFromConfig() (*redis.Client, error) {
+	client := redis.NewClient(&redis.Options{
+		Addr:     viper.GetString("redis.host") + ":" + viper.GetString("redis.port"),
+		Password: viper.GetString("redis.password"),
+		DB:       0,
+	})
+	if _, err := client.Ping(context.Background()).Result(); err != nil {
+		return nil, err
+	}
+	return client, nil
+}
+
+// autoMigrateMemoryOutboxTable 只迁移 memory 服务自己的 outbox 物理表。
+//
+// 职责边界：
+// 1. 只负责 service catalog 中 memory 对应的 outbox 表，不硬编码别的服务表名；
+// 2. 共享 AgentOutboxMessage 结构作为表结构模板，但物理表仍归 memory 服务所有；
+// 3. 若后续 outbox 表名调整，只改 service catalog，不在这里散落配置。
+func autoMigrateMemoryOutboxTable(db *gorm.DB) error {
+	cfg, ok := outboxinfra.ResolveServiceConfig(outboxinfra.ServiceMemory)
+	if !ok {
+		return fmt.Errorf("resolve memory outbox config failed")
+	}
+	if err := db.Table(cfg.TableName).AutoMigrate(&coremodel.AgentOutboxMessage{}); err != nil {
+		return fmt.Errorf("auto migrate memory outbox table failed for %s (%s): %w", cfg.Name, cfg.TableName, err)
+	}
+	return nil
+}

backend/services/memory/rpc/errors.go

@@ -0,0 +1,74 @@
+package rpc
+
+import (
+	"errors"
+	"log"
+	"strings"
+
+	"github.com/LoveLosita/smartflow/backend/respond"
+	"google.golang.org/genproto/googleapis/rpc/errdetails"
+	"google.golang.org/grpc/codes"
+	"google.golang.org/grpc/status"
+)
+
+var (
+	errMemoryServiceNotReady = errors.New("memory service dependency not initialized")
+)
+
+const memoryErrorDomain = "smartflow.memory"
+
+// grpcErrorFromServiceError 负责把 memory 内部错误转换为 gRPC status。
+//
+// 职责边界：
+// 1. respond.Response 保留项目内部 status/info，供 gateway 反解；
+// 2. 未分类错误只暴露通用内部错误，详细信息留在服务日志；
+// 3. 不在 RPC 层重判业务规则，业务语义仍由 memory.Module 决定。
+func grpcErrorFromServiceError(err error) error {
+	if err == nil {
+		return nil
+	}
+	var resp respond.Response
+	if errors.As(err, &resp) {
+		return grpcErrorFromResponse(resp)
+	}
+	log.Printf("memory rpc internal error: %v", err)
+	return status.Error(codes.Internal, "memory service internal error")
+}
+
+func grpcErrorFromResponse(resp respond.Response) error {
+	code := grpcCodeFromRespondStatus(resp.Status)
+	message := strings.TrimSpace(resp.Info)
+	if message == "" {
+		message = strings.TrimSpace(resp.Status)
+	}
+	st := status.New(code, message)
+	detail := &errdetails.ErrorInfo{
+		Domain: memoryErrorDomain,
+		Reason: resp.Status,
+		Metadata: map[string]string{
+			"info": resp.Info,
+		},
+	}
+	withDetails, err := st.WithDetails(detail)
+	if err != nil {
+		return st.Err()
+	}
+	return withDetails.Err()
+}
+
+func grpcCodeFromRespondStatus(statusValue string) codes.Code {
+	switch strings.TrimSpace(statusValue) {
+	case respond.MissingToken.Status, respond.InvalidToken.Status, respond.InvalidClaims.Status,
+		respond.ErrUnauthorized.Status, respond.WrongTokenType.Status, respond.UserLoggedOut.Status:
+		return codes.Unauthenticated
+	case respond.MemoryItemNotFound.Status:
+		return codes.NotFound
+	case respond.MissingParam.Status, respond.WrongParamType.Status, respond.ParamTooLong.Status,
+		respond.WrongUserID.Status, respond.MemoryInvalidType.Status, respond.MemoryInvalidContent.Status:
+		return codes.InvalidArgument
+	}
+	if strings.HasPrefix(strings.TrimSpace(statusValue), "5") {
+		return codes.Internal
+	}
+	return codes.InvalidArgument
+}

backend/services/memory/rpc/handler.go

@@ -0,0 +1,136 @@
+package rpc
+
+import (
+	"context"
+	"encoding/json"
+
+	"github.com/LoveLosita/smartflow/backend/respond"
+	"github.com/LoveLosita/smartflow/backend/services/memory/rpc/pb"
+	memorysv "github.com/LoveLosita/smartflow/backend/services/memory/sv"
+	memorycontracts "github.com/LoveLosita/smartflow/backend/shared/contracts/memory"
+)
+
+type Handler struct {
+	pb.UnimplementedMemoryServer
+	svc *memorysv.Service
+}
+
+func NewHandler(svc *memorysv.Service) *Handler {
+	return &Handler{svc: svc}
+}
+
+// Ping 供调用方在启动期确认 memory zrpc 已可用。
+func (h *Handler) Ping(ctx context.Context, req *pb.StatusResponse) (*pb.StatusResponse, error) {
+	if err := h.ensureReady(req); err != nil {
+		return nil, err
+	}
+	if err := h.svc.Ping(ctx); err != nil {
+		return nil, grpcErrorFromServiceError(err)
+	}
+	return &pb.StatusResponse{}, nil
+}
+
+func (h *Handler) Retrieve(ctx context.Context, req *pb.JSONRequest) (*pb.JSONResponse, error) {
+	if err := h.ensureReady(req); err != nil {
+		return nil, err
+	}
+	var contractReq memorycontracts.RetrieveRequest
+	if err := json.Unmarshal(req.PayloadJson, &contractReq); err != nil {
+		return nil, grpcErrorFromServiceError(respond.WrongParamType)
+	}
+	data, err := h.svc.Retrieve(ctx, contractReq)
+	return jsonResponse(data, err)
+}
+
+func (h *Handler) ListItems(ctx context.Context, req *pb.JSONRequest) (*pb.JSONResponse, error) {
+	if err := h.ensureReady(req); err != nil {
+		return nil, err
+	}
+	var contractReq memorycontracts.ListItemsRequest
+	if err := json.Unmarshal(req.PayloadJson, &contractReq); err != nil {
+		return nil, grpcErrorFromServiceError(respond.WrongParamType)
+	}
+	data, err := h.svc.ListItems(ctx, contractReq)
+	return jsonResponse(data, err)
+}
+
+func (h *Handler) GetItem(ctx context.Context, req *pb.JSONRequest) (*pb.JSONResponse, error) {
+	if err := h.ensureReady(req); err != nil {
+		return nil, err
+	}
+	var contractReq memorycontracts.GetItemRequest
+	if err := json.Unmarshal(req.PayloadJson, &contractReq); err != nil {
+		return nil, grpcErrorFromServiceError(respond.WrongParamType)
+	}
+	data, err := h.svc.GetItem(ctx, contractReq)
+	return jsonResponse(data, err)
+}
+
+func (h *Handler) CreateItem(ctx context.Context, req *pb.JSONRequest) (*pb.JSONResponse, error) {
+	if err := h.ensureReady(req); err != nil {
+		return nil, err
+	}
+	var contractReq memorycontracts.CreateItemRequest
+	if err := json.Unmarshal(req.PayloadJson, &contractReq); err != nil {
+		return nil, grpcErrorFromServiceError(respond.WrongParamType)
+	}
+	data, err := h.svc.CreateItem(ctx, contractReq)
+	return jsonResponse(data, err)
+}
+
+func (h *Handler) UpdateItem(ctx context.Context, req *pb.JSONRequest) (*pb.JSONResponse, error) {
+	if err := h.ensureReady(req); err != nil {
+		return nil, err
+	}
+	var contractReq memorycontracts.UpdateItemRequest
+	if err := json.Unmarshal(req.PayloadJson, &contractReq); err != nil {
+		return nil, grpcErrorFromServiceError(respond.WrongParamType)
+	}
+	data, err := h.svc.UpdateItem(ctx, contractReq)
+	return jsonResponse(data, err)
+}
+
+func (h *Handler) DeleteItem(ctx context.Context, req *pb.JSONRequest) (*pb.JSONResponse, error) {
+	if err := h.ensureReady(req); err != nil {
+		return nil, err
+	}
+	var contractReq memorycontracts.DeleteItemRequest
+	if err := json.Unmarshal(req.PayloadJson, &contractReq); err != nil {
+		return nil, grpcErrorFromServiceError(respond.WrongParamType)
+	}
+	data, err := h.svc.DeleteItem(ctx, contractReq)
+	return jsonResponse(data, err)
+}
+
+func (h *Handler) RestoreItem(ctx context.Context, req *pb.JSONRequest) (*pb.JSONResponse, error) {
+	if err := h.ensureReady(req); err != nil {
+		return nil, err
+	}
+	var contractReq memorycontracts.RestoreItemRequest
+	if err := json.Unmarshal(req.PayloadJson, &contractReq); err != nil {
+		return nil, grpcErrorFromServiceError(respond.WrongParamType)
+	}
+	data, err := h.svc.RestoreItem(ctx, contractReq)
+	return jsonResponse(data, err)
+}
+
+func (h *Handler) ensureReady(req any) error {
+	if h == nil || h.svc == nil {
+		return grpcErrorFromServiceError(errMemoryServiceNotReady)
+	}
+	if req == nil {
+		return grpcErrorFromServiceError(respond.MissingParam)
+	}
+	return nil
+}
+
+func jsonResponse(value any, err error) (*pb.JSONResponse, error) {
+	if err != nil {
+		return nil, grpcErrorFromServiceError(err)
+	}
+	raw, err := json.Marshal(value)
+	if err != nil {
+		return nil, grpcErrorFromServiceError(err)
+	}
+	return &pb.JSONResponse{DataJson: raw}, nil
+}

backend/services/memory/rpc/memory.proto

@@ -0,0 +1,27 @@
+syntax = "proto3";
+
+package smartflow.memory;
+
+option go_package = "github.com/LoveLosita/smartflow/backend/services/memory/rpc/pb";
+
+service Memory {
+  rpc Ping(StatusResponse) returns (StatusResponse);
+  rpc Retrieve(JSONRequest) returns (JSONResponse);
+  rpc ListItems(JSONRequest) returns (JSONResponse);
+  rpc GetItem(JSONRequest) returns (JSONResponse);
+  rpc CreateItem(JSONRequest) returns (JSONResponse);
+  rpc UpdateItem(JSONRequest) returns (JSONResponse);
+  rpc DeleteItem(JSONRequest) returns (JSONResponse);
+  rpc RestoreItem(JSONRequest) returns (JSONResponse);
+}
+
+message JSONRequest {
+  bytes payload_json = 1;
+}
+
+message JSONResponse {
+  bytes data_json = 1;
+}
+
+message StatusResponse {
+}

backend/services/memory/rpc/pb/memory.pb.go

@@ -0,0 +1,39 @@
+package pb
+
+import proto "github.com/golang/protobuf/proto"
+
+var _ = proto.Marshal
+
+const _ = proto.ProtoPackageIsVersion3
+
+type JSONRequest struct {
+	PayloadJson          []byte   `protobuf:"bytes,1,opt,name=payload_json,json=payloadJson,proto3" json:"payload_json,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
+}
+
+func (m *JSONRequest) Reset()         { *m = JSONRequest{} }
+func (m *JSONRequest) String() string { return proto.CompactTextString(m) }
+func (*JSONRequest) ProtoMessage()    {}
+
+type JSONResponse struct {
+	DataJson             []byte   `protobuf:"bytes,1,opt,name=data_json,json=dataJson,proto3" json:"data_json,omitempty"`
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
+}
+
+func (m *JSONResponse) Reset()         { *m = JSONResponse{} }
+func (m *JSONResponse) String() string { return proto.CompactTextString(m) }
+func (*JSONResponse) ProtoMessage()    {}
+
+type StatusResponse struct {
+	XXX_NoUnkeyedLiteral struct{} `json:"-"`
+	XXX_unrecognized     []byte   `json:"-"`
+	XXX_sizecache        int32    `json:"-"`
+}
+
+func (m *StatusResponse) Reset()         { *m = StatusResponse{} }
+func (m *StatusResponse) String() string { return proto.CompactTextString(m) }
+func (*StatusResponse) ProtoMessage()    {}

backend/services/memory/rpc/pb/memory_grpc.pb.go

@@ -0,0 +1,181 @@
+package pb
+
+import (
+	context "context"
+
+	grpc "google.golang.org/grpc"
+	codes "google.golang.org/grpc/codes"
+	status "google.golang.org/grpc/status"
+)
+
+const (
+	Memory_Ping_FullMethodName        = "/smartflow.memory.Memory/Ping"
+	Memory_Retrieve_FullMethodName    = "/smartflow.memory.Memory/Retrieve"
+	Memory_ListItems_FullMethodName   = "/smartflow.memory.Memory/ListItems"
+	Memory_GetItem_FullMethodName     = "/smartflow.memory.Memory/GetItem"
+	Memory_CreateItem_FullMethodName  = "/smartflow.memory.Memory/CreateItem"
+	Memory_UpdateItem_FullMethodName  = "/smartflow.memory.Memory/UpdateItem"
+	Memory_DeleteItem_FullMethodName  = "/smartflow.memory.Memory/DeleteItem"
+	Memory_RestoreItem_FullMethodName = "/smartflow.memory.Memory/RestoreItem"
+)
+
+type MemoryClient interface {
+	Ping(ctx context.Context, in *StatusResponse, opts ...grpc.CallOption) (*StatusResponse, error)
+	Retrieve(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error)
+	ListItems(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error)
+	GetItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error)
+	CreateItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error)
+	UpdateItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error)
+	DeleteItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error)
+	RestoreItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error)
+}
+
+type memoryClient struct {
+	cc grpc.ClientConnInterface
+}
+
+func NewMemoryClient(cc grpc.ClientConnInterface) MemoryClient {
+	return &memoryClient{cc}
+}
+
+func (c *memoryClient) Ping(ctx context.Context, in *StatusResponse, opts ...grpc.CallOption) (*StatusResponse, error) {
+	out := new(StatusResponse)
+	err := c.cc.Invoke(ctx, Memory_Ping_FullMethodName, in, out, opts...)
+	return out, err
+}
+
+func (c *memoryClient) Retrieve(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error) {
+	out := new(JSONResponse)
+	err := c.cc.Invoke(ctx, Memory_Retrieve_FullMethodName, in, out, opts...)
+	return out, err
+}
+
+func (c *memoryClient) ListItems(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error) {
+	out := new(JSONResponse)
+	err := c.cc.Invoke(ctx, Memory_ListItems_FullMethodName, in, out, opts...)
+	return out, err
+}
+
+func (c *memoryClient) GetItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error) {
+	out := new(JSONResponse)
+	err := c.cc.Invoke(ctx, Memory_GetItem_FullMethodName, in, out, opts...)
+	return out, err
+}
+
+func (c *memoryClient) CreateItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error) {
+	out := new(JSONResponse)
+	err := c.cc.Invoke(ctx, Memory_CreateItem_FullMethodName, in, out, opts...)
+	return out, err
+}
+
+func (c *memoryClient) UpdateItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error) {
+	out := new(JSONResponse)
+	err := c.cc.Invoke(ctx, Memory_UpdateItem_FullMethodName, in, out, opts...)
+	return out, err
+}
+
+func (c *memoryClient) DeleteItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error) {
+	out := new(JSONResponse)
+	err := c.cc.Invoke(ctx, Memory_DeleteItem_FullMethodName, in, out, opts...)
+	return out, err
+}
+
+func (c *memoryClient) RestoreItem(ctx context.Context, in *JSONRequest, opts ...grpc.CallOption) (*JSONResponse, error) {
+	out := new(JSONResponse)
+	err := c.cc.Invoke(ctx, Memory_RestoreItem_FullMethodName, in, out, opts...)
+	return out, err
+}
+
+type MemoryServer interface {
+	Ping(context.Context, *StatusResponse) (*StatusResponse, error)
+	Retrieve(context.Context, *JSONRequest) (*JSONResponse, error)
+	ListItems(context.Context, *JSONRequest) (*JSONResponse, error)
+	GetItem(context.Context, *JSONRequest) (*JSONResponse, error)
+	CreateItem(context.Context, *JSONRequest) (*JSONResponse, error)
+	UpdateItem(context.Context, *JSONRequest) (*JSONResponse, error)
+	DeleteItem(context.Context, *JSONRequest) (*JSONResponse, error)
+	RestoreItem(context.Context, *JSONRequest) (*JSONResponse, error)
+}
+
+type UnimplementedMemoryServer struct{}
+
+func (UnimplementedMemoryServer) Ping(context.Context, *StatusResponse) (*StatusResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method Ping not implemented")
+}
+func (UnimplementedMemoryServer) Retrieve(context.Context, *JSONRequest) (*JSONResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method Retrieve not implemented")
+}
+func (UnimplementedMemoryServer) ListItems(context.Context, *JSONRequest) (*JSONResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method ListItems not implemented")
+}
+func (UnimplementedMemoryServer) GetItem(context.Context, *JSONRequest) (*JSONResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method GetItem not implemented")
+}
+func (UnimplementedMemoryServer) CreateItem(context.Context, *JSONRequest) (*JSONResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method CreateItem not implemented")
+}
+func (UnimplementedMemoryServer) UpdateItem(context.Context, *JSONRequest) (*JSONResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method UpdateItem not implemented")
+}
+func (UnimplementedMemoryServer) DeleteItem(context.Context, *JSONRequest) (*JSONResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method DeleteItem not implemented")
+}
+func (UnimplementedMemoryServer) RestoreItem(context.Context, *JSONRequest) (*JSONResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method RestoreItem not implemented")
+}
+
+func RegisterMemoryServer(s grpc.ServiceRegistrar, srv MemoryServer) {
+	s.RegisterService(&Memory_ServiceDesc, srv)
+}
+
+func _Memory_Ping_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
+	in := new(StatusResponse)
+	if err := dec(in); err != nil {
+		return nil, err
+	}
+	if interceptor == nil {
+		return srv.(MemoryServer).Ping(ctx, in)
+	}
+	info := &grpc.UnaryServerInfo{
+		Server:     srv,
+		FullMethod: Memory_Ping_FullMethodName,
+	}
+	handler := func(ctx context.Context, req interface{}) (interface{}, error) {
+		return srv.(MemoryServer).Ping(ctx, req.(*StatusResponse))
+	}
+	return interceptor(ctx, in, info, handler)
+}
+
+func _Memory_JSON_Handler(fullMethod string, invoke func(MemoryServer, context.Context, *JSONRequest) (*JSONResponse, error)) grpc.MethodHandler {
+	return func(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
+		in := new(JSONRequest)
+		if err := dec(in); err != nil {
+			return nil, err
+		}
+		if interceptor == nil {
+			return invoke(srv.(MemoryServer), ctx, in)
+		}
+		info := &grpc.UnaryServerInfo{Server: srv, FullMethod: fullMethod}
+		handler := func(ctx context.Context, req interface{}) (interface{}, error) {
+			return invoke(srv.(MemoryServer), ctx, req.(*JSONRequest))
+		}
+		return interceptor(ctx, in, info, handler)
+	}
+}
+
+var Memory_ServiceDesc = grpc.ServiceDesc{
+	ServiceName: "smartflow.memory.Memory",
+	HandlerType: (*MemoryServer)(nil),
+	Methods: []grpc.MethodDesc{
+		{MethodName: "Ping", Handler: _Memory_Ping_Handler},
+		{MethodName: "Retrieve", Handler: _Memory_JSON_Handler(Memory_Retrieve_FullMethodName, MemoryServer.Retrieve)},
+		{MethodName: "ListItems", Handler: _Memory_JSON_Handler(Memory_ListItems_FullMethodName, MemoryServer.ListItems)},
+		{MethodName: "GetItem", Handler: _Memory_JSON_Handler(Memory_GetItem_FullMethodName, MemoryServer.GetItem)},
+		{MethodName: "CreateItem", Handler: _Memory_JSON_Handler(Memory_CreateItem_FullMethodName, MemoryServer.CreateItem)},
+		{MethodName: "UpdateItem", Handler: _Memory_JSON_Handler(Memory_UpdateItem_FullMethodName, MemoryServer.UpdateItem)},
+		{MethodName: "DeleteItem", Handler: _Memory_JSON_Handler(Memory_DeleteItem_FullMethodName, MemoryServer.DeleteItem)},
+		{MethodName: "RestoreItem", Handler: _Memory_JSON_Handler(Memory_RestoreItem_FullMethodName, MemoryServer.RestoreItem)},
+	},
+	Streams:  []grpc.StreamDesc{},
+	Metadata: "services/memory/rpc/memory.proto",
+}

backend/services/memory/rpc/server.go

@@ -0,0 +1,60 @@
+package rpc
+
+import (
+	"errors"
+	"strings"
+	"time"
+
+	"github.com/LoveLosita/smartflow/backend/services/memory/rpc/pb"
+	memorysv "github.com/LoveLosita/smartflow/backend/services/memory/sv"
+	"github.com/zeromicro/go-zero/core/service"
+	"github.com/zeromicro/go-zero/zrpc"
+	"google.golang.org/grpc"
+)
+
+const (
+	defaultListenOn = "0.0.0.0:9088"
+	defaultTimeout  = 6 * time.Second
+)
+
+type ServerOptions struct {
+	ListenOn string
+	Timeout  time.Duration
+	Service  *memorysv.Service
+}
+
+// NewServer 创建 memory zrpc 服务端。
+//
+// 职责边界：
+// 1. 只负责 zrpc server 配置与 gRPC handler 注册；
+// 2. 不创建数据库、LLM、RAG、outbox 或 worker，它们由 cmd/memory 管理；
+// 3. 返回 listenOn 供进程入口打印启动日志。
+func NewServer(opts ServerOptions) (*zrpc.RpcServer, string, error) {
+	if opts.Service == nil {
+		return nil, "", errors.New("memory service dependency not initialized")
+	}
+
+	listenOn := strings.TrimSpace(opts.ListenOn)
+	if listenOn == "" {
+		listenOn = defaultListenOn
+	}
+	timeout := opts.Timeout
+	if timeout <= 0 {
+		timeout = defaultTimeout
+	}
+
+	server, err := zrpc.NewServer(zrpc.RpcServerConf{
+		ServiceConf: service.ServiceConf{
+			Name: "memory.rpc",
+			Mode: service.DevMode,
+		},
+		ListenOn: listenOn,
+		Timeout:  int64(timeout / time.Millisecond),
+	}, func(grpcServer *grpc.Server) {
+		pb.RegisterMemoryServer(grpcServer, NewHandler(opts.Service))
+	})
+	if err != nil {
+		return nil, "", err
+	}
+	return server, listenOn, nil
+}

backend/services/memory/sv/service.go

@@ -0,0 +1,297 @@
+package sv
+
+import (
+	"context"
+	"errors"
+	"log"
+
+	kafkabus "github.com/LoveLosita/smartflow/backend/infra/kafka"
+	outboxinfra "github.com/LoveLosita/smartflow/backend/infra/outbox"
+	memorymodule "github.com/LoveLosita/smartflow/backend/memory"
+	memorymodel "github.com/LoveLosita/smartflow/backend/memory/model"
+	coremodel "github.com/LoveLosita/smartflow/backend/model"
+	eventsvc "github.com/LoveLosita/smartflow/backend/service/events"
+	memorycontracts "github.com/LoveLosita/smartflow/backend/shared/contracts/memory"
+)
+
+// Service 是 memory 独立进程的服务门面。
+//
+// 职责边界：
+// 1. 负责持有现有 memory.Module，复用 repo / service / worker / orchestrator 核心逻辑；
+// 2. 负责把 memory.extract.requested 注册到 memory 服务自己的 outbox consumer；
+// 3. 负责承接 CP2 后 gateway memory 管理流量，但不负责 HTTP 参数绑定、鉴权或幂等。
+type Service struct {
+	module   *memorymodule.Module
+	eventBus *outboxinfra.EventBus
+}
+
+// Options 描述 memory 服务启动所需依赖。
+type Options struct {
+	Module      *memorymodule.Module
+	OutboxRepo  *outboxinfra.Repository
+	KafkaConfig kafkabus.Config
+}
+
+// NewService 组装 memory 独立服务。
+//
+// 步骤化说明：
+// 1. 先校验 Module，保证 memory repo / worker / orchestrator 已由启动层完成装配；
+// 2. 再登记 memory.extract.requested -> memory 的服务归属，避免 outbox 路由回落到 agent；
+// 3. 最后在 Kafka 开启时创建 memory 服务自己的 EventBus 并注册消费 handler。
+func NewService(opts Options) (*Service, error) {
+	if opts.Module == nil {
+		return nil, errors.New("memory module dependency not initialized")
+	}
+
+	if err := outboxinfra.RegisterEventService(eventsvc.EventTypeMemoryExtractRequested, outboxinfra.ServiceMemory); err != nil {
+		return nil, err
+	}
+
+	var eventBus *outboxinfra.EventBus
+	if opts.OutboxRepo != nil {
+		bus, err := outboxinfra.NewEventBus(opts.OutboxRepo, opts.KafkaConfig)
+		if err != nil {
+			return nil, err
+		}
+		eventBus = bus
+		if eventBus != nil {
+			if err := eventsvc.RegisterMemoryExtractRequestedHandler(eventBus, opts.OutboxRepo, opts.Module); err != nil {
+				return nil, err
+			}
+		}
+	}
+
+	return &Service{
+		module:   opts.Module,
+		eventBus: eventBus,
+	}, nil
+}
+
+// Ping 用于 zrpc 启动期健康检查。
+//
+// 返回语义：
+// 1. nil 表示 memory Module 已完成装配；
+// 2. error 表示服务依赖缺失，调用方应认为 memory 服务不可用。
+func (s *Service) Ping(context.Context) error {
+	if s == nil || s.module == nil {
+		return errors.New("memory service dependency not initialized")
+	}
+	return nil
+}
+
+// Retrieve 读取 agent 主链路后续可注入 prompt 的候选记忆。
+//
+// 职责边界：
+// 1. 只把跨进程契约转成既有 memory.Module 的读取请求，避免重写召回、门控和降级逻辑；
+// 2. 不负责 prompt 拼装、Redis 预取缓存和主链路失败降级，这些仍留在 agent 服务侧；
+// 3. 返回字段保持与 ItemView 一致，保证 CP3 只改变进程边界，不改变注入内容语义。
+func (s *Service) Retrieve(ctx context.Context, req memorycontracts.RetrieveRequest) ([]memorycontracts.ItemDTO, error) {
+	if err := s.ensureModule(); err != nil {
+		return nil, err
+	}
+	items, err := s.module.Retrieve(ctx, memorymodel.RetrieveRequest{
+		Query:          req.Query,
+		UserID:         req.UserID,
+		ConversationID: req.ConversationID,
+		AssistantID:    req.AssistantID,
+		RunID:          req.RunID,
+		MemoryTypes:    append([]string(nil), req.MemoryTypes...),
+		Limit:          req.Limit,
+		Now:            req.Now,
+	})
+	if err != nil {
+		return nil, err
+	}
+	return toItemDTOs(items), nil
+}
+
+// ListItems 查询当前用户的记忆管理列表。
+//
+// 职责边界：
+// 1. 只把跨进程契约转成现有 memory.Module 请求，复用旧管理逻辑；
+// 2. 不在服务门面重做 limit/status/type 等业务规则，避免 CP2 改坏既有语义；
+// 3. 返回稳定 ItemView，保持 gateway 切流前后的 JSON 字段一致。
+func (s *Service) ListItems(ctx context.Context, req memorycontracts.ListItemsRequest) ([]memorycontracts.ItemView, error) {
+	if err := s.ensureModule(); err != nil {
+		return nil, err
+	}
+	items, err := s.module.ListItems(ctx, memorymodel.ListItemsRequest{
+		UserID:         req.UserID,
+		ConversationID: req.ConversationID,
+		Statuses:       append([]string(nil), req.Statuses...),
+		MemoryTypes:    append([]string(nil), req.MemoryTypes...),
+		Limit:          req.Limit,
+	})
+	if err != nil {
+		return nil, err
+	}
+	return toItemViews(items), nil
+}
+
+// GetItem 返回当前用户自己的单条记忆详情。
+func (s *Service) GetItem(ctx context.Context, req memorycontracts.GetItemRequest) (*memorycontracts.ItemView, error) {
+	if err := s.ensureModule(); err != nil {
+		return nil, err
+	}
+	item, err := s.module.GetItem(ctx, coremodel.MemoryGetItemRequest{
+		UserID:   req.UserID,
+		MemoryID: req.MemoryID,
+	})
+	return toItemViewPtr(item), err
+}
+
+// CreateItem 手动新增一条用户记忆，并沿用既有审计与向量同步逻辑。
+func (s *Service) CreateItem(ctx context.Context, req memorycontracts.CreateItemRequest) (*memorycontracts.ItemView, error) {
+	if err := s.ensureModule(); err != nil {
+		return nil, err
+	}
+	item, err := s.module.CreateItem(ctx, coremodel.MemoryCreateItemRequest{
+		UserID:           req.UserID,
+		ConversationID:   req.ConversationID,
+		AssistantID:      req.AssistantID,
+		RunID:            req.RunID,
+		MemoryType:       req.MemoryType,
+		Title:            req.Title,
+		Content:          req.Content,
+		Confidence:       req.Confidence,
+		Importance:       req.Importance,
+		SensitivityLevel: req.SensitivityLevel,
+		IsExplicit:       req.IsExplicit,
+		TTLAt:            req.TTLAt,
+		Reason:           req.Reason,
+		OperatorType:     req.OperatorType,
+	})
+	return toItemViewPtr(item), err
+}
+
+// UpdateItem 手动修改一条用户记忆，并沿用既有审计与向量同步逻辑。
+func (s *Service) UpdateItem(ctx context.Context, req memorycontracts.UpdateItemRequest) (*memorycontracts.ItemView, error) {
+	if err := s.ensureModule(); err != nil {
+		return nil, err
+	}
+	item, err := s.module.UpdateItem(ctx, coremodel.MemoryUpdateItemRequest{
+		UserID:           req.UserID,
+		MemoryID:         req.MemoryID,
+		MemoryType:       req.MemoryType,
+		Title:            req.Title,
+		Content:          req.Content,
+		Confidence:       req.Confidence,
+		Importance:       req.Importance,
+		SensitivityLevel: req.SensitivityLevel,
+		IsExplicit:       req.IsExplicit,
+		TTLAt:            req.TTLAt,
+		ClearTTL:         req.ClearTTL,
+		Reason:           req.Reason,
+		OperatorType:     req.OperatorType,
+	})
+	return toItemViewPtr(item), err
+}
+
+// DeleteItem 软删除一条记忆，返回删除后的条目视图。
+func (s *Service) DeleteItem(ctx context.Context, req memorycontracts.DeleteItemRequest) (*memorycontracts.ItemView, error) {
+	if err := s.ensureModule(); err != nil {
+		return nil, err
+	}
+	item, err := s.module.DeleteItem(ctx, coremodel.MemoryDeleteItemRequest{
+		UserID:       req.UserID,
+		MemoryID:     req.MemoryID,
+		Reason:       req.Reason,
+		OperatorType: req.OperatorType,
+	})
+	return toItemViewPtr(item), err
+}
+
+// RestoreItem 恢复一条 deleted/archived 记忆，返回恢复后的条目视图。
+func (s *Service) RestoreItem(ctx context.Context, req memorycontracts.RestoreItemRequest) (*memorycontracts.ItemView, error) {
+	if err := s.ensureModule(); err != nil {
+		return nil, err
+	}
+	item, err := s.module.RestoreItem(ctx, coremodel.MemoryRestoreItemRequest{
+		UserID:       req.UserID,
+		MemoryID:     req.MemoryID,
+		Reason:       req.Reason,
+		OperatorType: req.OperatorType,
+	})
+	return toItemViewPtr(item), err
+}
+
+// StartWorkers 启动 memory 服务拥有的后台生命周期。
+//
+// 步骤化说明：
+// 1. 先启动 memory outbox relay / consumer，让 memory.extract.requested 可以被转成 memory_jobs；
+// 2. 再启动 memory worker 轮询 memory_jobs，执行抽取、审计与向量同步；
+// 3. Kafka 关闭时 eventBus 为空，只启动本地 worker，保留无 Kafka 环境下的降级能力。
+func (s *Service) StartWorkers(ctx context.Context) {
+	if s == nil {
+		return
+	}
+	if s.eventBus != nil {
+		s.eventBus.Start(ctx)
+		log.Println("Memory outbox consumer started")
+	} else {
+		log.Println("Memory outbox consumer is disabled")
+	}
+	if s.module != nil {
+		s.module.StartWorker(ctx)
+	}
+}
+
+// Close 关闭 memory 服务持有的外部资源。
+func (s *Service) Close() {
+	if s == nil || s.eventBus == nil {
+		return
+	}
+	s.eventBus.Close()
+}
+
+func (s *Service) ensureModule() error {
+	if s == nil || s.module == nil {
+		return errors.New("memory service dependency not initialized")
+	}
+	return nil
+}
+
+func toItemViews(items []memorymodel.ItemDTO) []memorycontracts.ItemView {
+	if len(items) == 0 {
+		return nil
+	}
+	result := make([]memorycontracts.ItemView, 0, len(items))
+	for _, item := range items {
+		result = append(result, toItemView(item))
+	}
+	return result
+}
+
+func toItemDTOs(items []memorymodel.ItemDTO) []memorycontracts.ItemDTO {
+	return toItemViews(items)
+}
+
+func toItemViewPtr(item *memorymodel.ItemDTO) *memorycontracts.ItemView {
+	if item == nil {
+		return nil
+	}
+	view := toItemView(*item)
+	return &view
+}
+
+func toItemView(item memorymodel.ItemDTO) memorycontracts.ItemView {
+	return memorycontracts.ItemView{
+		ID:               item.ID,
+		UserID:           item.UserID,
+		ConversationID:   item.ConversationID,
+		AssistantID:      item.AssistantID,
+		RunID:            item.RunID,
+		MemoryType:       item.MemoryType,
+		Title:            item.Title,
+		Content:          item.Content,
+		ContentHash:      item.ContentHash,
+		Confidence:       item.Confidence,
+		Importance:       item.Importance,
+		SensitivityLevel: item.SensitivityLevel,
+		IsExplicit:       item.IsExplicit,
+		Status:           item.Status,
+		TTLAt:            item.TTLAt,
+		CreatedAt:        item.CreatedAt,
+		UpdatedAt:        item.UpdatedAt,
+	}
+}

backend/shared/contracts/memory/types.go

@@ -0,0 +1,128 @@
+package memory
+
+import "time"
+
+// ListItemsRequest 是 gateway 查询记忆管理列表时传给 memory 服务的契约。
+//
+// 职责边界：
+// 1. UserID 由 gateway 鉴权后补齐，不信任前端传入；
+// 2. ConversationID / Statuses / MemoryTypes / Limit 只表达查询条件，不承载过滤策略；
+// 3. 具体默认状态、最大 limit 和越权判断仍由 memory 服务内部处理。
+type ListItemsRequest struct {
+	UserID         int      `json:"user_id"`
+	ConversationID string   `json:"conversation_id,omitempty"`
+	Statuses       []string `json:"statuses,omitempty"`
+	MemoryTypes    []string `json:"memory_types,omitempty"`
+	Limit          int      `json:"limit,omitempty"`
+}
+
+// RetrieveRequest 描述 agent 主链路注入记忆前的跨进程读取请求。
+//
+// 职责边界：
+// 1. 只表达“按当前用户输入召回候选记忆”所需的最小参数；
+// 2. 不承载 prompt 渲染、缓存预取、降级策略，这些仍由 agent 服务负责；
+// 3. Now 允许调用方传入统一时间基准，空值时由 memory 服务复用既有默认逻辑。
+type RetrieveRequest struct {
+	Query          string    `json:"query,omitempty"`
+	UserID         int       `json:"user_id"`
+	ConversationID string    `json:"conversation_id,omitempty"`
+	AssistantID    string    `json:"assistant_id,omitempty"`
+	RunID          string    `json:"run_id,omitempty"`
+	MemoryTypes    []string  `json:"memory_types,omitempty"`
+	Limit          int       `json:"limit,omitempty"`
+	Now            time.Time `json:"now,omitempty"`
+}
+
+// GetItemRequest 描述查看当前用户某条记忆的跨进程请求。
+type GetItemRequest struct {
+	UserID   int   `json:"user_id"`
+	MemoryID int64 `json:"memory_id"`
+}
+
+// CreateItemRequest 描述手动新增记忆的跨进程请求。
+//
+// 职责边界：
+// 1. UserID / OperatorType 由 gateway 填充，前端只提交业务字段；
+// 2. Confidence / Importance 等指针字段保留“未传”和“显式零值”的区别；
+// 3. 业务校验、审计、向量同步仍归 memory 服务内部负责。
+type CreateItemRequest struct {
+	UserID           int        `json:"user_id"`
+	ConversationID   string     `json:"conversation_id,omitempty"`
+	AssistantID      string     `json:"assistant_id,omitempty"`
+	RunID            string     `json:"run_id,omitempty"`
+	MemoryType       string     `json:"memory_type"`
+	Title            string     `json:"title"`
+	Content          string     `json:"content"`
+	Confidence       *float64   `json:"confidence,omitempty"`
+	Importance       *float64   `json:"importance,omitempty"`
+	SensitivityLevel *int       `json:"sensitivity_level,omitempty"`
+	IsExplicit       *bool      `json:"is_explicit,omitempty"`
+	TTLAt            *time.Time `json:"ttl_at,omitempty"`
+	Reason           string     `json:"reason,omitempty"`
+	OperatorType     string     `json:"operator_type,omitempty"`
+}
+
+// UpdateItemRequest 描述手动修改记忆的跨进程请求。
+type UpdateItemRequest struct {
+	UserID           int        `json:"user_id"`
+	MemoryID         int64      `json:"memory_id"`
+	MemoryType       *string    `json:"memory_type,omitempty"`
+	Title            *string    `json:"title,omitempty"`
+	Content          *string    `json:"content,omitempty"`
+	Confidence       *float64   `json:"confidence,omitempty"`
+	Importance       *float64   `json:"importance,omitempty"`
+	SensitivityLevel *int       `json:"sensitivity_level,omitempty"`
+	IsExplicit       *bool      `json:"is_explicit,omitempty"`
+	TTLAt            *time.Time `json:"ttl_at,omitempty"`
+	ClearTTL         bool       `json:"clear_ttl,omitempty"`
+	Reason           string     `json:"reason,omitempty"`
+	OperatorType     string     `json:"operator_type,omitempty"`
+}
+
+// DeleteItemRequest 描述软删除记忆的跨进程请求。
+type DeleteItemRequest struct {
+	UserID       int    `json:"user_id"`
+	MemoryID     int64  `json:"memory_id"`
+	Reason       string `json:"reason,omitempty"`
+	OperatorType string `json:"operator_type,omitempty"`
+}
+
+// RestoreItemRequest 描述恢复 deleted/archived 记忆的跨进程请求。
+type RestoreItemRequest struct {
+	UserID       int    `json:"user_id"`
+	MemoryID     int64  `json:"memory_id"`
+	Reason       string `json:"reason,omitempty"`
+	OperatorType string `json:"operator_type,omitempty"`
+}
+
+// ItemView 是 memory 管理接口对 gateway 返回的稳定 JSON 视图。
+//
+// 职责边界：
+// 1. 只保存前端可见字段，不暴露 GORM 字段或内部向量同步状态；
+// 2. JSON 字段名保持原 `/api/v1/memory/items` 语义，避免 CP2 切流影响前端；
+// 3. 时间字段继续使用 time.Time 指针，由标准 JSON 编码输出 RFC3339。
+type ItemView struct {
+	ID               int64      `json:"id"`
+	UserID           int        `json:"user_id"`
+	ConversationID   string     `json:"conversation_id,omitempty"`
+	AssistantID      string     `json:"assistant_id,omitempty"`
+	RunID            string     `json:"run_id,omitempty"`
+	MemoryType       string     `json:"memory_type"`
+	Title            string     `json:"title"`
+	Content          string     `json:"content"`
+	ContentHash      string     `json:"content_hash,omitempty"`
+	Confidence       float64    `json:"confidence"`
+	Importance       float64    `json:"importance"`
+	SensitivityLevel int        `json:"sensitivity_level"`
+	IsExplicit       bool       `json:"is_explicit"`
+	Status           string     `json:"status"`
+	TTLAt            *time.Time `json:"ttl_at,omitempty"`
+	CreatedAt        *time.Time `json:"created_at,omitempty"`
+	UpdatedAt        *time.Time `json:"updated_at,omitempty"`
+}
+
+// ItemDTO 是 agent 读取链路使用的记忆传输视图。
+//
+// 迁移期 retrieve 与管理接口共享同一组可传输字段，避免在 contract 层维护两份
+// 形状完全一致的结构；后续若 agent 读取需要隐藏或新增字段，再单独拆出独立 DTO。
+type ItemDTO = ItemView

backend/shared/ports/memory.go

@@ -0,0 +1,33 @@
+package ports
+
+import (
+	"context"
+	"encoding/json"
+
+	memorycontracts "github.com/LoveLosita/smartflow/backend/shared/contracts/memory"
+)
+
+// MemoryCommandClient 是 gateway 调用 memory 管理服务的最小能力集合。
+//
+// 职责边界：
+// 1. 只覆盖当前 `/api/v1/memory/items` HTTP 门面需要的管理能力；
+// 2. 不暴露 memory repo、worker、orchestrator、向量同步或 outbox consumer；
+// 3. 复杂响应以 JSON 透传，避免 gateway 复制 memory 内部 DTO。
+type MemoryCommandClient interface {
+	ListItems(ctx context.Context, req memorycontracts.ListItemsRequest) (json.RawMessage, error)
+	GetItem(ctx context.Context, req memorycontracts.GetItemRequest) (json.RawMessage, error)
+	CreateItem(ctx context.Context, req memorycontracts.CreateItemRequest) (json.RawMessage, error)
+	UpdateItem(ctx context.Context, req memorycontracts.UpdateItemRequest) (json.RawMessage, error)
+	DeleteItem(ctx context.Context, req memorycontracts.DeleteItemRequest) (json.RawMessage, error)
+	RestoreItem(ctx context.Context, req memorycontracts.RestoreItemRequest) (json.RawMessage, error)
+}
+
+// MemoryReaderClient 是 agent 主链路读取 memory zrpc 的最小端口。
+//
+// 职责边界：
+// 1. 只覆盖 prompt 注入前的候选记忆召回；
+// 2. 不暴露管理写接口，避免 agent 侧误拿管理能力做读取以外的事；
+// 3. 调用失败由 agent 预取链路软降级，不在端口层吞错。
+type MemoryReaderClient interface {
+	Retrieve(ctx context.Context, req memorycontracts.RetrieveRequest) ([]memorycontracts.ItemDTO, error)
+}