Version: 0.9.61.dev.260501

后端：
1. 主动调度 graph + session bridge 收口——把 dry-run / select / preview / confirm / rerun 串成受限 graph，新增 active_schedule_sessions 缓存与聊天拦截，ready_preview 后释放回自由聊天
2. 会话与通知链路对齐——notification 统一绑定 conversation_id，action_url 指向 /assistant/{conversation_id}，会话不存在改回 404 语义，避免 wrong param type 误导排障
3. estimated_sections 写入与主动调度消费链路补齐——任务创建、quick task 与随口记入口都透传估计节数，主动调度只消费落库值

前端：
4. AssistantPanel 最小适配主动调度预览与失败态——复用主动调度卡片/微调弹窗，补历史加载失败可见提示与跨账号会话拦截

文档：
5. 更新主动调度缺口分阶段实施计划和实现方案，标记阶段 0-2 收口并同步接力状态

backend/active_scheduler/service/trigger_outbox.go

@@ -118,6 +118,7 @@ func BuildFeishuRequestedPayload(
 	requestedAt time.Time,
 ) sharedevents.FeishuNotificationRequestedPayload {
 	summary := strings.TrimSpace(notificationSummary)
+	targetURL := fmt.Sprintf("/assistant/%s", buildActiveScheduleConversationID(triggerRow.ID))
 	return sharedevents.FeishuNotificationRequestedPayload{
 		UserID:       triggerRow.UserID,
 		TriggerID:    triggerRow.ID,
@@ -126,9 +127,9 @@ func BuildFeishuRequestedPayload(
 		TargetType:   triggerRow.TargetType,
 		TargetID:     triggerRow.TargetID,
 		DedupeKey:    BuildNotificationDedupeKey(triggerRow.UserID, triggerRow.TriggerType, triggerRow.RequestedAt),
-		TargetURL:    fmt.Sprintf("/schedule-adjust/%s", strings.TrimSpace(previewID)),
+		TargetURL:    targetURL,
 		SummaryText:  summary,
-		FallbackText: buildNotificationFallbackText(summary, strings.TrimSpace(previewID)),
+		FallbackText: buildNotificationFallbackText(summary, targetURL),
 		TraceID:      triggerRow.TraceID,
 		RequestedAt:  requestedAt,
 	}
@@ -201,8 +202,8 @@ func normalizeKafkaConfig(cfg kafkabus.Config) kafkabus.Config {
 	return cfg
 }
 
-func buildNotificationFallbackText(summary string, previewID string) string {
-	link := fmt.Sprintf("/schedule-adjust/%s", previewID)
+func buildNotificationFallbackText(summary string, targetURL string) string {
+	link := strings.TrimSpace(targetURL)
 	if summary == "" {
 		return "你有一条新的日程调整建议，请查看：" + link
 	}