diff --git a/config.yml b/config.yml
index a7e28ef..b28d081 100644
--- a/config.yml
+++ b/config.yml
@@ -61,7 +61,6 @@ jaeger:
 
 task:
   waitTimeoutSeconds: 300            # /composeMessages 同步等待最终结果的最长时间（秒）
-  pollIntervalMillis: 500           # 同步等待期间，轮询本地任务表 / 网关状态的时间间隔（毫秒）
 
 session:
   maxRounds: 10      # 最大轮数
diff --git a/model/dto/prompt_compose_dto.go b/model/dto/prompt_compose_dto.go
index 06d0ae1..f03cd37 100644
--- a/model/dto/prompt_compose_dto.go
+++ b/model/dto/prompt_compose_dto.go
@@ -21,8 +21,8 @@ type ComposeMessagesRes struct {
 
 // MultiRoundResult 多轮返回结果
 type MultiRoundResult struct {
-	TotalRounds int   `json:"total_rounds"` // 总轮数
-	Rounds      []any `json:"rounds"`       // 每轮详情（动态类型）
+	TotalRounds int              `json:"total_rounds"` // 总轮数
+	Rounds      []map[string]any `json:"rounds"`       // 每轮详情（动态类型）
 }
 
 type CallbackReq struct {
diff --git a/service/prompt/prompt_compose_service.go b/service/prompt/prompt_compose_service.go
index ef9a19f..21c20cf 100644
--- a/service/prompt/prompt_compose_service.go
+++ b/service/prompt/prompt_compose_service.go
@@ -242,87 +242,43 @@ func callInferenceModel(ctx context.Context, req *dto.ComposeMessagesReq, chatMo
 }
 
 // waitForResult 等待结果
+// waitForResult 等待结果（优先channel通知，兜底网关查询）
 func waitForResult(ctx context.Context, taskID string) (*entity.ComposeTask, error) {
 	timeout := time.Duration(g.Cfg().MustGet(ctx, "task.waitTimeoutSeconds", 300).Int()) * time.Second
-	pollInterval := time.Duration(g.Cfg().MustGet(ctx, "task.pollIntervalMillis", 500).Int()) * time.Millisecond
-	deadline := time.Now().Add(timeout)
+	// 设置超时context
+	ctx, cancel := context.WithTimeout(ctx, timeout)
+	defer cancel()
 
-	for {
-		// ===================== 修复点 1：检查上下文是否取消 =====================
-		select {
-		case <-ctx.Done():
-			// 请求已被取消，直接返回，不继续查库
-			return nil, ctx.Err()
-		default:
-		}
+	// 优先等待channel通知（来自回调）
+	result, err := TaskWaiter.Wait(ctx, taskID)
+	if err == nil {
+		// 成功收到回调通知
+		return result.(*entity.ComposeTask), nil
+	}
+	// channel等待失败（超时/取消），从数据库读取最终状态作为兜底
+	g.Log().Warningf(ctx, "[waitForResult] channel等待失败，从DB获取最终状态 taskId=%s err=%v", taskID, err)
+	record, dbErr := dao.ComposeTask.Get(ctx, &entity.ComposeTask{
+		TaskId: taskID,
+	})
+	if dbErr != nil {
+		return nil, fmt.Errorf("查询数据库失败: %w", dbErr)
+	}
 
-		// 1. 查数据库
-		record, err := dao.ComposeTask.Get(ctx, &entity.ComposeTask{
-			TaskId: taskID,
-		})
-		if err != nil {
-			// ===================== 修复点 2：如果是上下文取消，直接返回 =====================
-			if errors.Is(err, context.Canceled) || errors.Is(err, context.DeadlineExceeded) {
-				return nil, err
-			}
-			return nil, err
-		}
-		if record != nil {
-			switch record.Status {
-			case public.ComposeStatusSuccess:
-				return record, nil
-			case public.ComposeStatusFailed:
-				if strings.TrimSpace(record.ErrorMessage) == "" {
-					return nil, fmt.Errorf("任务失败(taskId=%s)", taskID)
-				}
-				return nil, fmt.Errorf("任务失败(taskId=%s): %s", taskID, record.ErrorMessage)
-			}
-		}
+	if record == nil {
+		return nil, fmt.Errorf("任务不存在(taskId=%s)", taskID)
+	}
 
-		// 2. 查网关状态
-		state, err := gateway.QueryGatewayTaskState(ctx, taskID)
-		if err != nil {
-			// 网关不可达不终止，继续轮询
-			g.Log().Warningf(ctx, "[waitForResult] 查询网关失败 taskId=%s err=%v", taskID, err)
-		} else {
-			switch state {
-			case 2: // 网关成功
-				// 网关已成功，主动更新数据库
-				if record != nil {
-					_, err = dao.ComposeTask.Update(ctx, &entity.ComposeTask{
-						TaskId: taskID,
-						Status: public.ComposeStatusSuccess,
-					})
-					if err != nil {
-						g.Log().Warningf(ctx, "[waitForResult] 更新任务状态失败 taskId=%s err=%v", taskID, err)
-					}
-				}
-			case 3: // 网关失败
-				if record != nil {
-					_, err = dao.ComposeTask.Update(ctx, &entity.ComposeTask{
-						TaskId:       taskID,
-						Status:       public.ComposeStatusFailed,
-						ErrorMessage: "model-gateway 任务执行失败",
-					})
-					if err != nil {
-						g.Log().Warningf(ctx, "[waitForResult] 更新任务状态失败 taskId=%s err=%v", taskID, err)
-					}
-				}
-				return nil, fmt.Errorf("model-gateway 任务执行失败(taskId=%s)", taskID)
-			}
-		}
-
-		// 3. 超时检查
-		if time.Now().After(deadline) {
-			return nil, fmt.Errorf("等待任务回调超时(taskId=%s)", taskID)
-		}
-
-		// ===================== 修复点3：sleep 也要监听 ctx 取消 =====================
-		select {
-		case <-ctx.Done():
-			return nil, ctx.Err()
-		case <-time.After(pollInterval):
+	switch record.Status {
+	case public.ComposeStatusSuccess:
+		return record, nil
+	case public.ComposeStatusFailed:
+		if strings.TrimSpace(record.ErrorMessage) == "" {
+			return nil, fmt.Errorf("任务失败(taskId=%s)", taskID)
 		}
+		return nil, fmt.Errorf("任务失败(taskId=%s): %s", taskID, record.ErrorMessage)
+	default:
+		// 还在处理中，但已超时
+		return nil, fmt.Errorf("等待任务回调超时(taskId=%s)", taskID)
 	}
 }
 
@@ -331,6 +287,7 @@ func parsePromptBuild(taskRecord *entity.ComposeTask, model *entity.AsynchModel)
 	if taskRecord == nil {
 		return nil
 	}
+
 	mapped := parseTaskMessages(taskRecord.Messages)
 	if mapped == nil {
 		return createDefaultResult(nil)
@@ -342,23 +299,50 @@ func parsePromptBuild(taskRecord *entity.ComposeTask, model *entity.AsynchModel)
 		return createDefaultResult(mapped)
 	}
 
-	if roundsArray := tryParseAsArray(contentStr); roundsArray != nil {
+	// 尝试解析为数组
+	if roundsArray := tryParseAsMapArray(contentStr); roundsArray != nil {
 		return &dto.MultiRoundResult{
 			TotalRounds: len(roundsArray),
 			Rounds:      roundsArray,
 		}
 	}
 
-	if singleRound := tryParseAsObject(contentStr); singleRound != nil {
+	// 尝试解析为单个对象
+	if singleRound := tryParseAsMap(contentStr); singleRound != nil {
 		return &dto.MultiRoundResult{
 			TotalRounds: 1,
-			Rounds:      []any{singleRound},
+			Rounds:      []map[string]any{singleRound},
 		}
 	}
 
+	// 纯文本，包装为默认格式
 	return createDefaultResult(map[string]any{"content": contentStr})
 }
 
+// tryParseAsMapArray 尝试解析JSON字符串为 []map[string]any
+func tryParseAsMapArray(jsonStr string) []map[string]any {
+	var arr []map[string]any
+	if err := json.Unmarshal([]byte(jsonStr), &arr); err != nil {
+		return nil
+	}
+	if len(arr) == 0 {
+		return nil
+	}
+	return arr
+}
+
+// tryParseAsMap 尝试解析JSON字符串为 map[string]any
+func tryParseAsMap(jsonStr string) map[string]any {
+	var obj map[string]any
+	if err := json.Unmarshal([]byte(jsonStr), &obj); err != nil {
+		return nil
+	}
+	if len(obj) == 0 {
+		return nil
+	}
+	return obj
+}
+
 // parseTaskMessages 解析任务消息
 func parseTaskMessages(messages any) map[string]any {
 	var mapped map[string]any
@@ -399,13 +383,13 @@ func tryParseAsObject(contentStr string) any {
 }
 
 // createDefaultResult 创建默认结果
-func createDefaultResult(data any) *dto.MultiRoundResult {
+func createDefaultResult(data map[string]any) *dto.MultiRoundResult {
 	if data == nil {
 		data = make(map[string]any)
 	}
 	return &dto.MultiRoundResult{
 		TotalRounds: 1,
-		Rounds:      []any{data},
+		Rounds:      []map[string]any{data},
 	}
 }
 
@@ -460,7 +444,7 @@ func parseNodeBuild(taskRecord *entity.ComposeTask) *dto.MultiRoundResult {
 
 	return &dto.MultiRoundResult{
 		TotalRounds: 1,
-		Rounds:      []any{result},
+		Rounds:      []map[string]any{result},
 	}
 }
 
@@ -468,7 +452,6 @@ func parseNodeBuild(taskRecord *entity.ComposeTask) *dto.MultiRoundResult {
 func Callback(ctx context.Context, req *dto.CallbackReq) error {
 	g.Log().Infof(ctx, "[Callback][RECV] taskId=%s state=%d ossFile=%s fileType=%s textLen=%d",
 		req.TaskId, req.State, req.OssFile, req.FileType, len(req.Text))
-
 	task, err := dao.ComposeTask.Get(ctx, &entity.ComposeTask{
 		TaskId: req.TaskId,
 	})
@@ -478,47 +461,48 @@ func Callback(ctx context.Context, req *dto.CallbackReq) error {
 	if task == nil {
 		return fmt.Errorf("任务不存在: %s", req.TaskId)
 	}
-
+	//处理失败
 	if req.State == 3 {
-		return handleCallbackFailure(ctx, req.TaskId, req.ErrorMsg)
+		_, err = dao.ComposeTask.Update(ctx, &entity.ComposeTask{
+			TaskId:       req.TaskId,
+			Status:       public.ComposeStatusFailed,
+			ErrorMessage: req.ErrorMsg,
+		})
+		// 通知等待者：任务失败
+		notifyWaiter(req.TaskId, nil, fmt.Errorf("任务失败: %s", req.ErrorMsg))
+		return err
+	}
+	//处理成功
+	if req.State == 2 {
+		result, err := util.ParseOutput(req.Text)
+		var messages any
+		if result != nil {
+			messages = result
+		}
+		_, err = dao.ComposeTask.Update(ctx, &entity.ComposeTask{
+			TaskId:   req.TaskId,
+			Status:   public.ComposeStatusSuccess,
+			Messages: messages,
+		})
+		if err != nil {
+			g.Log().Errorf(ctx, "[Callback] 更新任务失败 taskId=%s err=%v", req.TaskId, err)
+		}
+		notifyWaiter(req.TaskId, &entity.ComposeTask{
+			TaskId:   req.TaskId,
+			Status:   public.ComposeStatusSuccess,
+			Messages: messages,
+		}, err)
 	}
-
-	return handleCallbackSuccess(ctx, req)
-}
-
-// handleCallbackFailure 处理回调失败
-func handleCallbackFailure(ctx context.Context, taskID, errorMsg string) error {
-	_, err := dao.ComposeTask.Update(ctx, &entity.ComposeTask{
-		TaskId:       taskID,
-		Status:       public.ComposeStatusFailed,
-		ErrorMessage: errorMsg,
-	})
 	return err
 }
 
-// handleCallbackSuccess 处理回调成功
-func handleCallbackSuccess(ctx context.Context, req *dto.CallbackReq) error {
-	result, err := util.ParseOutput(req.Text)
-	if err != nil {
-		handleCallbackFailure(ctx, req.TaskId, req.ErrorMsg)
-		return fmt.Errorf("解析模型输出失败: %w", err)
+// notifyWaiter 通知等待者（不影响主流程）
+func notifyWaiter(taskID string, result interface{}, err error) {
+	notifyErr := TaskWaiter.Notify(taskID, result, err)
+	if notifyErr != nil {
+		// 只记录日志，不影响回调处理结果
+		g.Log().Infof(context.Background(), "[Callback] 通知等待者失败 taskId=%s err=%v", taskID, notifyErr)
 	}
-
-	var messages any
-	if result != nil {
-		messages = result
-	}
-
-	_, err = dao.ComposeTask.Update(ctx, &entity.ComposeTask{
-		TaskId:   req.TaskId,
-		Status:   public.ComposeStatusSuccess,
-		Messages: messages,
-	})
-	if err != nil {
-		g.Log().Errorf(ctx, "[Callback] 更新任务失败 taskId=%s err=%v", req.TaskId, err)
-	}
-
-	return err
 }
 
 // GetComposeTask 查询任务结果
diff --git a/service/prompt/prompt_task_waiter.go b/service/prompt/prompt_task_waiter.go
new file mode 100644
index 0000000..575c300
--- /dev/null
+++ b/service/prompt/prompt_task_waiter.go
@@ -0,0 +1,125 @@
+package prompt
+
+import (
+	"context"
+	"errors"
+	"sync"
+)
+
+var (
+	ErrTaskNotFound    = errors.New("task not found")
+	ErrAlreadyNotified = errors.New("task already notified")
+	TaskWaiter         = NewManager()
+)
+
+// Result 任务结果
+type Result struct {
+	Data  interface{}
+	Error error
+}
+
+// Manager 管理异步任务等待
+type Manager struct {
+	mu      sync.Mutex
+	waiters map[string]*waiter
+}
+
+// waiter 单个等待者
+type waiter struct {
+	result     chan Result
+	closed     chan struct{}
+	notifyOnce sync.Once
+}
+
+// NewManager 创建管理器
+func NewManager() *Manager {
+	return &Manager{
+		waiters: make(map[string]*waiter),
+	}
+}
+
+// Wait 等待任务结果
+func (m *Manager) Wait(ctx context.Context, taskID string) (interface{}, error) {
+	w := m.getOrCreate(taskID)
+	defer m.remove(taskID)
+
+	select {
+	case result := <-w.result:
+		if result.Error != nil {
+			return nil, result.Error
+		}
+		return result.Data, nil
+	case <-ctx.Done():
+		return nil, ctx.Err()
+	case <-w.closed:
+		// context取消后notify才到达的边缘情况
+		select {
+		case result := <-w.result:
+			if result.Error != nil {
+				return nil, result.Error
+			}
+			return result.Data, nil
+		default:
+			return nil, ctx.Err()
+		}
+	}
+}
+
+// Notify 通知任务完成（安全，无阻塞）
+func (m *Manager) Notify(taskID string, data interface{}, err error) error {
+	m.mu.Lock()
+	w, exists := m.waiters[taskID]
+	if !exists {
+		m.mu.Unlock()
+		return ErrTaskNotFound
+	}
+
+	var notified bool
+	w.notifyOnce.Do(func() {
+		notified = true
+		close(w.closed) // 先关闭信号channel
+		// 根据err构造Result
+		if err != nil {
+			w.result <- Result{Error: err}
+		} else {
+			w.result <- Result{Data: data}
+		}
+	})
+	m.mu.Unlock()
+
+	if !notified {
+		return ErrAlreadyNotified
+	}
+	return nil
+}
+
+// getOrCreate 获取或创建等待者
+func (m *Manager) getOrCreate(taskID string) *waiter {
+	m.mu.Lock()
+	defer m.mu.Unlock()
+
+	if w, exists := m.waiters[taskID]; exists {
+		return w
+	}
+
+	w := &waiter{
+		result: make(chan Result, 1),
+		closed: make(chan struct{}),
+	}
+	m.waiters[taskID] = w
+	return w
+}
+
+// remove 安全移除等待者
+func (m *Manager) remove(taskID string) {
+	m.mu.Lock()
+	defer m.mu.Unlock()
+	delete(m.waiters, taskID)
+}
+
+// ActiveCount 当前活跃等待数量
+func (m *Manager) ActiveCount() int {
+	m.mu.Lock()
+	defer m.mu.Unlock()
+	return len(m.waiters)
+}