Version: 0.9.39.dev.260423

后端： 1. 记忆系统移除 todo_hint 类型——随口记已由 Task 系统承接，todo_hint 语义重叠且无完成追踪 - 全链路清理：常量、校验、默认重要度、30 天 TTL、读取预算、LLM 抽取提示词枚举 - 总预算从四类收缩为三类（preference / constraint / fact） 2. 记忆抽取触发点从 chat-persist 移至 graph-completion——避免随口记消息被误提取为 constraint/preference - chat-persist consumer 不再自动入队 memory.extract.requested，仅负责聊天历史落库 - graph 完成后新增条件发布：检测 UsedQuickNote 标记，调用过 quick_note_create 则跳过记忆抽取 - ResetForNextRun 重置 UsedQuickNote，防止跨轮残留导致后续正常消息记忆抽取被误跳过 3. 任务类查询接口返回 items 补充数据库主键 ID（前端拖拽编排依赖此字段）前端： 4. 排程视图新增手动编排模式——侧边栏任务块拖拽入周课表 + 悬浮删除热区 + 建议块虚线标识 - TaskClassSidebar 拖拽发起 + 预览态嵌入时间格式化（含周次/星期） - WeekPlanningBoard 外部拖入 / 内部移动 / 悬浮删除区交互 - ScheduleView 手动编排状态机（进入/退出/取消/覆盖确认）+ apply 时同步处理新增与删除
2026-04-23 23:07:04 +08:00
parent 53e2602df4
commit ba8e8e2a82
23 changed files with 640 additions and 154 deletions
--- a/backend/config.example.yaml
+++ b/backend/config.example.yaml
@@ -152,8 +152,6 @@ memory:
    preferenceLimit: 5
    # fact 类型最大注入条数。
    factLimit: 5
-    # todo_hint 类型最大注入条数。
-    todoHintLimit: 3
  inject:
    # 注入渲染模式：
    # flat 为旧扁平列表；typed_v2 为按类型分段，便于模型区分“硬约束”和“参考事实”。
--- a/backend/conv/task-class.go
+++ b/backend/conv/task-class.go
@@ -128,6 +128,7 @@ func ProcessUserGetCompleteTaskClassRequest(taskClass *model.TaskClass) (*model.
 	req.Items = make([]model.UserAddTaskClassItemRequest, 0, len(taskClass.Items))
 	for _, item := range taskClass.Items {
 		itemReq := model.UserAddTaskClassItemRequest{
+			ID:           item.ID, // 填充数据库主键 ID，前端拖拽编排依赖此字段
 			Order:        safeInt(item.Order),
 			Content:      safeStr(item.Content),
 			EmbeddedTime: item.EmbeddedTime, // 结构体指针直接复用
--- a/backend/memory/model/config.go
+++ b/backend/memory/model/config.go
@@ -22,8 +22,6 @@ const (
 	DefaultReadPreferenceLimit = 5
 	// DefaultReadFactLimit 是 fact 默认预算上限。
 	DefaultReadFactLimit = 5
-	// DefaultReadTodoHintLimit 是 todo_hint 默认预算上限。
-	DefaultReadTodoHintLimit = 3
 )

 // Config 是记忆模块配置对象（Day1 首版）。
@@ -39,7 +37,6 @@ type Config struct {
 	ReadConstraintLimit int
 	ReadPreferenceLimit int
 	ReadFactLimit       int
-	ReadTodoHintLimit   int
 	InjectRenderMode    string

 	ExtractPrompt  string
@@ -112,11 +109,6 @@ func (c Config) EffectiveReadFactLimit() int {
 	return normalizePositiveLimit(c.ReadFactLimit, DefaultReadFactLimit)
 }

-// EffectiveReadTodoHintLimit 返回 todo_hint 生效预算。
-func (c Config) EffectiveReadTodoHintLimit() int {
-	return normalizePositiveLimit(c.ReadTodoHintLimit, DefaultReadTodoHintLimit)
-}
-
 // EffectiveReadMode 返回生效读取模式。
 func (c Config) EffectiveReadMode() string {
 	return NormalizeReadMode(c.ReadMode)
@@ -127,12 +119,11 @@ func (c Config) EffectiveInjectRenderMode() string {
 	return NormalizeInjectRenderMode(c.InjectRenderMode)
 }

-// TotalReadBudget 返回四类记忆的总预算上限。
+// TotalReadBudget 返回三类记忆的总预算上限。
 func (c Config) TotalReadBudget() int {
 	return c.EffectiveReadConstraintLimit() +
 		c.EffectiveReadPreferenceLimit() +
-		c.EffectiveReadFactLimit() +
-		c.EffectiveReadTodoHintLimit()
+		c.EffectiveReadFactLimit()
 }

 func normalizePositiveLimit(value int, defaultValue int) int {
--- a/backend/memory/model/status.go
+++ b/backend/memory/model/status.go
@@ -9,8 +9,6 @@ const (
 	MemoryTypeConstraint = "constraint"
 	// MemoryTypeFact 表示一般事实类记忆。
 	MemoryTypeFact = "fact"
-	// MemoryTypeTodoHint 表示近期待办线索类记忆。
-	MemoryTypeTodoHint = "todo_hint"
 )

 const (
@@ -28,7 +26,6 @@ var validMemoryTypes = map[string]struct{}{
 	MemoryTypePreference: {},
 	MemoryTypeConstraint: {},
 	MemoryTypeFact:       {},
-	MemoryTypeTodoHint:   {},
 }

 var validDecisionActions = map[string]struct{}{
--- a/backend/memory/orchestrator/llm_write_orchestrator.go
+++ b/backend/memory/orchestrator/llm_write_orchestrator.go
@@ -133,7 +133,7 @@ func buildMemoryExtractSystemPrompt(override string) string {
  “message_intent”: “chitchat|task_request|knowledge_qa|preference|personal_fact|standing_instruction”,
  “facts”: [
    {
-      “memory_type”: “preference|constraint|fact|todo_hint”,
+      “memory_type”: “preference|constraint|fact”,
      “title”: “短标题”,
      “content”: “完整事实内容”,
      “confidence”: 0.0,
@@ -303,8 +303,6 @@ func defaultImportanceByType(memoryType string) float64 {
 		return 0.85
 	case memorymodel.MemoryTypeConstraint:
 		return 0.95
-	case memorymodel.MemoryTypeTodoHint:
-		return 0.8
 	default:
 		return 0.6
 	}
--- a/backend/memory/service/config_loader.go
+++ b/backend/memory/service/config_loader.go
@@ -31,7 +31,6 @@ func LoadConfigFromViper() memorymodel.Config {
 		ReadConstraintLimit: viper.GetInt("memory.read.constraintLimit"),
 		ReadPreferenceLimit: viper.GetInt("memory.read.preferenceLimit"),
 		ReadFactLimit:       viper.GetInt("memory.read.factLimit"),
-		ReadTodoHintLimit:   viper.GetInt("memory.read.todoHintLimit"),

 		// 决策层配置：默认关闭，灰度开启后才会生效。
 		DecisionEnabled:           viper.GetBool("memory.decision.enabled"),
@@ -64,7 +63,6 @@ func LoadConfigFromViper() memorymodel.Config {
 	cfg.ReadConstraintLimit = cfg.EffectiveReadConstraintLimit()
 	cfg.ReadPreferenceLimit = cfg.EffectiveReadPreferenceLimit()
 	cfg.ReadFactLimit = cfg.EffectiveReadFactLimit()
-	cfg.ReadTodoHintLimit = cfg.EffectiveReadTodoHintLimit()
 	cfg.ReadMode = cfg.EffectiveReadMode()
 	cfg.InjectRenderMode = cfg.EffectiveInjectRenderMode()

--- a/backend/memory/service/read_service.go
+++ b/backend/memory/service/read_service.go
@@ -224,7 +224,6 @@ func normalizeRetrieveMemoryTypes(raw []string) []string {
 	return []string{
 		memorymodel.MemoryTypeConstraint,
 		memorymodel.MemoryTypePreference,
-		memorymodel.MemoryTypeTodoHint,
 		memorymodel.MemoryTypeFact,
 	}
 }
@@ -297,8 +296,6 @@ func scoreRetrievedItem(item model.MemoryItem, now time.Time) float64 {
 		score += 0.12
 	case memorymodel.MemoryTypePreference:
 		score += 0.08
-	case memorymodel.MemoryTypeTodoHint:
-		score += 0.05
 	}
 	return score
 }
--- a/backend/memory/service/retrieve_merge.go
+++ b/backend/memory/service/retrieve_merge.go
@@ -267,7 +267,6 @@ func applyTypeBudget(items []memorymodel.ItemDTO, cfg memorymodel.Config, caller
 		memorymodel.MemoryTypeConstraint: cfg.EffectiveReadConstraintLimit(),
 		memorymodel.MemoryTypePreference: cfg.EffectiveReadPreferenceLimit(),
 		memorymodel.MemoryTypeFact:       cfg.EffectiveReadFactLimit(),
-		memorymodel.MemoryTypeTodoHint:   cfg.EffectiveReadTodoHintLimit(),
 	}
 	usedByType := make(map[string]int, len(budgetByType))
 	result := make([]memorymodel.ItemDTO, 0, minInt(len(items), hardCap))
@@ -306,8 +305,6 @@ func renderMemoryTypeLabelForDedup(memoryType string) string {
 		return "偏好"
 	case memorymodel.MemoryTypeConstraint:
 		return "约束"
-	case memorymodel.MemoryTypeTodoHint:
-		return "待办线索"
 	case memorymodel.MemoryTypeFact:
 		return "事实"
 	default:
--- a/backend/memory/service/retrieve_rank.go
+++ b/backend/memory/service/retrieve_rank.go
@@ -47,8 +47,6 @@ func scoreRankedItem(item memorymodel.ItemDTO, now time.Time) float64 {
 		score += 0.15
 	case memorymodel.MemoryTypePreference:
 		score += 0.10
-	case memorymodel.MemoryTypeTodoHint:
-		score += 0.05
 	}
 	return score
 }
--- a/backend/memory/utils/normalize_facts.go
+++ b/backend/memory/utils/normalize_facts.go
@@ -119,8 +119,6 @@ func defaultImportanceByType(memoryType string) float64 {
 		return 0.85
 	case memorymodel.MemoryTypeConstraint:
 		return 0.95
-	case memorymodel.MemoryTypeTodoHint:
-		return 0.8
 	default:
 		return 0.6
 	}
--- a/backend/memory/worker/runner.go
+++ b/backend/memory/worker/runner.go
@@ -326,9 +326,6 @@ func (r *Runner) syncVectorDeletes(ctx context.Context, memoryIDs []int64) {

 func resolveMemoryTTLAt(base time.Time, memoryType string) *time.Time {
 	switch memoryType {
-	case memorymodel.MemoryTypeTodoHint:
-		t := base.Add(30 * 24 * time.Hour)
-		return &t
 	case memorymodel.MemoryTypeFact:
 		t := base.Add(180 * 24 * time.Hour)
 		return &t
--- a/backend/model/memory.go
+++ b/backend/model/memory.go
@@ -47,7 +47,7 @@ type MemoryItem struct {
 	AssistantID    *string `gorm:"column:assistant_id;type:varchar(64);index:idx_memory_items_user_asst_run_status,priority:2;comment:助手ID"`
 	RunID          *string `gorm:"column:run_id;type:varchar(64);index:idx_memory_items_user_asst_run_status,priority:3;comment:运行ID"`

-	MemoryType string `gorm:"column:memory_type;type:varchar(32);not null;index:idx_memory_items_user_status_type,priority:3;index:idx_memory_items_user_type_hash,priority:2;comment:preference/constraint/fact/todo_hint"`
+	MemoryType string `gorm:"column:memory_type;type:varchar(32);not null;index:idx_memory_items_user_status_type,priority:3;index:idx_memory_items_user_type_hash,priority:2;comment:preference/constraint/fact"`
 	Title      string `gorm:"column:title;type:varchar(128);not null;comment:记忆标题"`
 	Content    string `gorm:"column:content;type:text;not null;comment:记忆内容"`

--- a/backend/model/task-class.go
+++ b/backend/model/task-class.go
@@ -92,6 +92,7 @@ type UserAddTaskClassConfig struct {

 // UserAddTaskClassItemRequest 用于处理用户添加任务类别时的任务块部分
 type UserAddTaskClassItemRequest struct {
+	ID           int         `json:"id,omitempty"` // 任务块的数据库主键 ID（查询时返回，创建时可省略）
 	Order        int         `json:"order" binding:"required,min=1"`
 	Content      string      `json:"content" binding:"required"`
 	EmbeddedTime *TargetTime `json:"embedded_time"` // 例: 2025-12-22 1-2节; nil 表示未安排
--- a/backend/newAgent/model/common_state.go
+++ b/backend/newAgent/model/common_state.go
@@ -112,6 +112,9 @@ type CommonState struct {
 	// HasScheduleWriteOps 标记本轮 execute 循环是否执行过日程写工具。
 	// 调用目的：graph 分支函数据此判断是否需要走 order_guard，非日程操作跳过守卫。
 	HasScheduleWriteOps bool `json:"has_schedule_write_ops,omitempty"`
+	// UsedQuickNote 标记本轮是否调用过 quick_note_create 工具。
+	// 调用目的：graph 完成后据此决定是否跳过记忆抽取，避免随口记内容被错误归类。
+	UsedQuickNote bool `json:"used_quick_note,omitempty"`
 	// HasScheduleChanges 标记本轮流程是否产生过日程变更（粗排或写工具）。
 	// 调用目的：deliver 节点据此判断是否向前端推送"排程完毕"卡片。
 	HasScheduleChanges bool `json:"has_schedule_changes,omitempty"`
@@ -226,6 +229,7 @@ func (s *CommonState) ResetForNextRun() {
 	s.AllowReorder = false
 	s.HasScheduleWriteOps = false
 	s.HasScheduleChanges = false
+	s.UsedQuickNote = false
 	s.SuggestedOrderBaseline = nil
 	s.ClearTerminalOutcome()
 }
--- a/backend/newAgent/node/execute.go
+++ b/backend/newAgent/node/execute.go
@@ -395,6 +395,7 @@ func RunExecuteNode(ctx context.Context, input ExecuteNodeInput) error {
 	// 3. 后端强制清空兜底，即使 LLM 误填了 speak 也不会推流到前端。
 	if decision.ToolCall != nil && strings.EqualFold(decision.ToolCall.Name, "quick_note_create") {
 		decision.Speak = ""
+		flowState.UsedQuickNote = true
 	}

 	// 自省校验：next_plan / done 必须附带 goal_check，否则不推进，追加修正让 LLM 重试。
--- a/backend/service/agentsvc/agent_memory_render.go
+++ b/backend/service/agentsvc/agent_memory_render.go
@@ -67,13 +67,11 @@ func RenderTypedMemoryContent(items []memorymodel.ItemDTO) string {
 		memorymodel.MemoryTypeConstraint,
 		memorymodel.MemoryTypePreference,
 		memorymodel.MemoryTypeFact,
-		memorymodel.MemoryTypeTodoHint,
 	}
 	sectionTitle := map[string]string{
 		memorymodel.MemoryTypeConstraint: "必守约束",
 		memorymodel.MemoryTypePreference: "用户偏好",
 		memorymodel.MemoryTypeFact:       "当前话题相关事实",
-		memorymodel.MemoryTypeTodoHint:   "近期待办",
 	}

 	grouped := make(map[string][]string, len(orderedTypes))
@@ -149,8 +147,6 @@ func localizeMemoryType(memoryType string) string {
 		return "偏好"
 	case memorymodel.MemoryTypeConstraint:
 		return "约束"
-	case memorymodel.MemoryTypeTodoHint:
-		return "待办线索"
 	case memorymodel.MemoryTypeFact:
 		return "事实"
 	default:
--- a/backend/service/agentsvc/agent_newagent.go
+++ b/backend/service/agentsvc/agent_newagent.go
@@ -108,7 +108,7 @@ func (s *AgentService) runNewAgentGraph(
 	// 5.1. 在 graph 执行前统一补充与当前输入相关的记忆上下文（预取管线模式）。
 	// 5.1.1 先读 Redis 预取缓存注入到 ConversationContext，再启动后台 goroutine 做完整检索；
 	// 5.1.2 返回的 channel 传入 Deps，供 Execute/Plan 节点在启动前消费最新记忆；
-	// 5.1.3 检索失败只降级为”本轮不注入记忆”，不阻断主链路。
+	// 5.1.3 检索失败只降级为"本轮不注入记忆"，不阻断主链路。
 	memoryFuture := s.injectMemoryContext(requestCtx, conversationContext, userID, chatID, userMessage)

 	// 5.5 将前端传入的 thinkingMode 写入 CommonState，供 ChatNode 及下游节点读取。
@@ -250,6 +250,19 @@ func (s *AgentService) runNewAgentGraph(
 		eventsvc.PublishAgentStateSnapshot(requestCtx, s.eventPublisher, snapshot, chatID, userID)
 	}

+	// 11.6. graph 完成后条件触发记忆抽取。
+	// 说明：
+	// 1. 只有本轮未使用 quick_note_create 时才触发记忆抽取；
+	// 2. 避免随口记创建的 Task 与记忆系统产生语义冲突。
+	if finalState != nil {
+		cs := finalState.EnsureRuntimeState().EnsureCommonState()
+		if cs == nil || !cs.UsedQuickNote {
+			if memErr := eventsvc.PublishMemoryExtractFromGraph(requestCtx, s.eventPublisher, userID, chatID, userMessage); memErr != nil {
+				log.Printf("[WARN] graph 完成后发布记忆抽取事件失败 trace=%s chat=%s err=%v", traceID, chatID, memErr)
+			}
+		}
+	}
+
 	// 排程预览缓存由 Deliver 节点负责写入（通过注入的 WriteSchedulePreview func），
 	// 保证只有任务真正完成时才写，中断路径不写中间态。

@@ -310,7 +323,7 @@ func (s *AgentService) loadOrCreateRuntimeState(ctx context.Context, chatID stri
 		if !snapshot.RuntimeState.HasPendingInteraction() && cs.Phase == newagentmodel.PhaseDone {
 			terminalBefore := cs.TerminalStatus()
 			roundBefore := cs.RoundUsed
-			// 1. 仅“正常完成(completed)”写 loop 收口 marker：
+			// 1. 仅"正常完成(completed)"写 loop 收口 marker：
 			// 1.1 下一轮执行时，prompt 会把上一轮 loop 从 msg2 归档到 msg1；
 			// 1.2 异常中断（aborted/exhausted）不写 marker，保留 msg2 便于后续续跑。
 			if terminalBefore == newagentmodel.FlowTerminalStatusCompleted {
@@ -331,7 +344,7 @@ func (s *AgentService) loadOrCreateRuntimeState(ctx context.Context, chatID stri
 		originalScheduleState := snapshot.OriginalScheduleState
 		if snapshot.ScheduleState != nil && originalScheduleState == nil {
 			// 1. 兼容老快照：历史会话可能只存了 ScheduleState，没有 original 副本。
-			// 2. 这里补一份克隆，保证后续节点拿到的仍是“恢复态 + 原始态”成对数据。
+			// 2. 这里补一份克隆，保证后续节点拿到的仍是"恢复态 + 原始态"成对数据。
 			// 3. 即便当前阶段不落库，这里也保留一致性，避免下一轮再出现语义漂移。
 			originalScheduleState = snapshot.ScheduleState.Clone()
 		}
@@ -340,7 +353,7 @@ func (s *AgentService) loadOrCreateRuntimeState(ctx context.Context, chatID stri
 	return newRT()
 }

-// appendExecuteLoopClosedMarker 在 ConversationContext 写入“上一轮 loop 正常收口”标记。
+// appendExecuteLoopClosedMarker 在 ConversationContext 写入"上一轮 loop 正常收口"标记。
 //
 // 职责边界：
 // 1. 只追加轻量 marker 供 prompt 分层，不做历史摘要或裁剪；
--- a/backend/service/events/chat_history_persist.go
+++ b/backend/service/events/chat_history_persist.go
@@ -13,7 +13,7 @@ import (
 )

 const (
-	// EventTypeChatHistoryPersistRequested 是“聊天消息持久化请求”的业务事件类型。
+	// EventTypeChatHistoryPersistRequested 是"聊天消息持久化请求"的业务事件类型。
 	//
 	// 命名策略：
 	// 1. 只描述业务语义，不包含 outbox/kafka 等实现词；
@@ -22,12 +22,12 @@ const (
 	EventTypeChatHistoryPersistRequested = "chat.history.persist.requested"
 )

-// RegisterChatHistoryPersistHandler 注册“聊天消息持久化”消费者处理器。
+// RegisterChatHistoryPersistHandler 注册"聊天消息持久化"消费者处理器。
 //
 // 职责边界：
 // 1. 只负责聊天事件，不处理其他业务事件；
 // 2. 只负责注册，不负责总线启停；
-// 3. 通过 outbox 通用事务入口把“业务写入 + consumed 推进”合并为一个事务；
+// 3. 通过 outbox 通用事务入口把"业务写入 + consumed 推进"合并为一个事务；
 // 4. 当前版本仅注册新路由键（chat.history.persist.requested），不再注册旧兼容键。
 func RegisterChatHistoryPersistHandler(
 	bus *outboxinfra.EventBus,
@@ -44,7 +44,6 @@ func RegisterChatHistoryPersistHandler(
 	if repoManager == nil {
 		return errors.New("repo manager is nil")
 	}
-	kafkaCfg := kafkabus.LoadConfig()

 	// 2. 定义统一处理器：
 	// 2.1 解析 payload；
@@ -58,12 +57,12 @@ func RegisterChatHistoryPersistHandler(
 			return nil
 		}

-		// 2.2 使用 outbox 通用消费事务，保证“业务写入 + consumed 状态推进”原子一致。
+		// 2.2 使用 outbox 通用消费事务，保证"业务写入 + consumed 状态推进"原子一致。
 		return outboxRepo.ConsumeAndMarkConsumed(ctx, envelope.OutboxID, func(tx *gorm.DB) error {
 			// 2.2.1 基于同一个 tx 构造 RepoManager，复用你现有跨包事务模型。
 			txM := repoManager.WithTx(tx)
 			// 2.2.2 在同事务内写入聊天历史与会话计数。
-			if err := txM.Agent.SaveChatHistoryInTx(
+			return txM.Agent.SaveChatHistoryInTx(
 				ctx,
 				payload.UserID,
 				payload.ConversationID,
@@ -72,19 +71,6 @@ func RegisterChatHistoryPersistHandler(
 				payload.ReasoningContent,
 				payload.ReasoningDurationSeconds,
 				payload.TokensConsumed,
-			); err != nil {
-				return err
-			}
-
-			// 2.2.3 Day1 追加“记忆抽取请求”事件入队：
-			// 1) 仅对 user 消息投递，避免把助手回复重复喂给抽取链路；
-			// 2) 与聊天落库放在同一事务，保证“消息存在 -> 事件一定可追踪”；
-			// 3) 若入队失败，整体回滚并触发 outbox 重试，不留半成功状态。
-			return EnqueueMemoryExtractRequestedInTx(
-				ctx,
-				outboxRepo.WithTx(tx),
-				kafkaCfg,
-				payload,
 			)
 		})
 	}
@@ -97,7 +83,7 @@ func RegisterChatHistoryPersistHandler(
 	return nil
 }

-// PublishChatHistoryPersistRequested 发布“聊天消息持久化请求”事件。
+// PublishChatHistoryPersistRequested 发布"聊天消息持久化请求"事件。
 //
 // 设计目的：
 // 1. 让业务层只传 DTO，不重复拼事件元数据；
--- a/backend/service/events/memory_extract_requested.go
+++ b/backend/service/events/memory_extract_requested.go
@@ -125,6 +125,51 @@ func EnqueueMemoryExtractRequestedInTx(
 	return err
 }

+// PublishMemoryExtractFromGraph 在 graph 完成后直接发布记忆抽取事件。
+//
+// 设计目的：
+// 1. 绕过 chat-persist 链路，由 agent service 在 graph 完成后按需调用；
+// 2. 内部完成 source text 截断、幂等 key 生成、memory 开关检查；
+// 3. 发布失败只记日志，不阻断主链路。
+func PublishMemoryExtractFromGraph(
+	ctx context.Context,
+	publisher outboxinfra.EventPublisher,
+	userID int,
+	conversationID string,
+	sourceText string,
+) error {
+	if !isMemoryWriteEnabled() {
+		return nil
+	}
+	if publisher == nil {
+		return errors.New("event publisher is nil")
+	}
+
+	sourceText = strings.TrimSpace(sourceText)
+	if sourceText == "" || userID <= 0 || strings.TrimSpace(conversationID) == "" {
+		return nil
+	}
+
+	truncated := truncateByRune(sourceText, maxMemorySourceTextLength)
+	now := time.Now()
+	payload := model.MemoryExtractRequestedPayload{
+		UserID:         userID,
+		ConversationID: strings.TrimSpace(conversationID),
+		SourceRole:     "user",
+		SourceText:     truncated,
+		OccurredAt:     now,
+		IdempotencyKey: buildMemoryExtractIdempotencyKey(userID, conversationID, truncated),
+	}
+
+	return publisher.Publish(ctx, outboxinfra.PublishRequest{
+		EventType:    EventTypeMemoryExtractRequested,
+		EventVersion: outboxinfra.DefaultEventVersion,
+		MessageKey:   payload.ConversationID,
+		AggregateID:  payload.ConversationID,
+		Payload:      payload,
+	})
+}
+
 func buildMemoryExtractPayloadFromChat(chatPayload model.ChatHistoryPersistPayload) (model.MemoryExtractRequestedPayload, bool) {
 	role := strings.ToLower(strings.TrimSpace(chatPayload.Role))
 	if role != "user" {
--- a/frontend/src/components/schedule/TaskClassSidebar.vue
+++ b/frontend/src/components/schedule/TaskClassSidebar.vue
@@ -11,6 +11,7 @@ const props = defineProps<{
  expandedTaskClassDetail: TaskClassDetail | null
  selectedTaskClassIds: number[]
  taskClassMultiSelectMode: boolean
+  manualEditMode: boolean
 }>()

 const emit = defineEmits<{
@@ -35,14 +36,45 @@ function isSelected(taskClassId: number) {
 }

 function formatEmbeddedTime(value: TaskClassDetail['items'][number]['embedded_time']) {
-  if (!value?.date) {
+  if (!value && !(value as any)?._preview_week) {
    return '未安排'
  }

+  const weekDays = ['周一', '周二', '周三', '周四', '周五', '周六', '周日']
+  
+  const weekNum = (value as any)?._preview_week
+  const dayNum = (value as any)?._day_of_week
+  
+  if (weekNum && dayNum) {
+    return `第${weekNum}周 ${weekDays[dayNum - 1]} ${value?.section_from || 0}-${value?.section_to || 0}节`
+  }
+
+  if (!value?.date) return '未安排'
+
  const date = new Date(value.date)
+  // getDay() 返回 0 (周日) 到 6 (周六)。 转换成我们的 1-7。
+  const rawDay = date.getDay()
+  const displayDay = rawDay === 0 ? 6 : rawDay - 1 // 对应 weekDays 索引
+
  const month = `${date.getMonth() + 1}`.padStart(2, '0')
  const day = `${date.getDate()}`.padStart(2, '0')
-  return `${month}.${day} ${value.section_from}-${value.section_to}节`
+  return `${month}.${day} ${weekDays[displayDay]} ${value.section_from}-${value.section_to}节`
+}
+
+function handleDragStart(item: TaskClassDetail['items'][number], dragEvent: DragEvent) {
+  if (!props.manualEditMode) return
+
+  dragEvent.dataTransfer?.setData(
+    'application/task-item',
+    JSON.stringify({
+      id: item.id,
+      content: item.content,
+      taskClassId: props.expandedTaskClassId,
+    }),
+  )
+  if (dragEvent.dataTransfer) {
+    dragEvent.dataTransfer.effectAllowed = 'move'
+  }
 }

 function syncViewportHeight() {
@@ -181,6 +213,9 @@ watch(
                v-for="item in expandedTaskClassDetail.items"
                :key="item.order"
                class="task-class-card__detail-item"
+                :class="{ 'task-class-card__detail-item--draggable': manualEditMode }"
+                :draggable="manualEditMode"
+                @dragstart="handleDragStart(item, $event)"
              >
                <span class="task-class-card__detail-order">{{ item.order }}</span>
                <span class="task-class-card__detail-text">{{ item.content }}</span>
@@ -471,6 +506,17 @@ watch(
  align-items: center;
 }

+.task-class-card__detail-item--draggable {
+  cursor: grab;
+  transition: all 0.2s;
+}
+
+.task-class-card__detail-item--draggable:hover {
+  border-color: #3b82f6;
+  background: #f1f5f9;
+  transform: translateX(4px);
+}
+
 .task-class-card__detail-order {
  color: #17253d;
  font-weight: 700;
--- a/frontend/src/components/schedule/WeekPlanningBoard.vue
+++ b/frontend/src/components/schedule/WeekPlanningBoard.vue
@@ -30,15 +30,20 @@ const props = defineProps<{
  scheduleSelectionMode: boolean
  selectedScheduleEventIds: number[]
  previewDragEnabled: boolean
+  manualEditMode: boolean
 }>()

 const emit = defineEmits<{
  toggleScheduleEvent: [eventId: number]
  movePreviewEvent: [payload: PreviewMovePayload]
+  dropTaskItem: [payload: { id: number; content: string; taskClassId: number; week: number; dayOfWeek: number; order: number }]
+  removeEvent: [payload: { id: number; type: string; status?: string; week: number; dayOfWeek: number; order: number }]
 }>()

 const draggingCellKey = ref<string | null>(null)
 const dragOverCellKey = ref<string | null>(null)
+const isDraggingOverDeleteZone = ref(false)
+const isExternalDragging = ref(false)

 const sectionSlots: SectionSlot[] = [
  { order: 1, title: '1-2', timeRange: '08:00\n09:40' },
@@ -68,11 +73,12 @@ function isSelected(eventId: number) {
 }

 function hasEmbeddedTask(event?: ScheduleWeekEvent) {
+  const taskId = Number(event?.embedded_task_info?.id)
  return Boolean(
    event &&
    event.type === 'course' &&
-    event.embedded_task_info &&
-    event.embedded_task_info.id > 0,
+    !isNaN(taskId) &&
+    taskId > 0
  )
 }

@@ -130,7 +136,7 @@ function resolveEmbeddedTaskName(event?: ScheduleWeekEvent) {
 // 2. 只有 preview 模式下的 suggested 条目才允许拖拽，正式课表与普通课程保持只读。
 function isSuggestedPreviewEvent(event?: ScheduleWeekEvent) {
  return Boolean(
-    props.previewDragEnabled &&
+    (props.previewDragEnabled || props.manualEditMode) &&
    !props.scheduleSelectionMode &&
    event &&
    event.status === 'suggested',
@@ -147,7 +153,15 @@ function isEmbeddedSuggestedPreviewEvent(event?: ScheduleWeekEvent) {
 }

 function isWholeCellDraggable(event?: ScheduleWeekEvent) {
-  return Boolean(isSuggestedPreviewEvent(event) && !isEmbeddedSuggestedPreviewEvent(event))
+  if (props.scheduleSelectionMode || !event) return false
+
+  // 1. 建议块可拖拽
+  if (event.status === 'suggested' && event.type !== 'course') return true
+  
+  // 2. 已安排的任务块，仅在手动编辑模式下可拖拽（用于删除/移动）
+  if (props.manualEditMode && event.type === 'task') return true
+
+  return false
 }

 // canDropPreviewEvent 负责判断当前格子是否允许作为“拖拽目标”。
@@ -157,7 +171,11 @@ function isWholeCellDraggable(event?: ScheduleWeekEvent) {
 // 2. 课程格允许接收 suggested 任务，父组件会把它转换成“嵌入课程”的预览结构。
 // 3. suggested 格本身也允许作为目标，用于交换两个建议任务的位置。
 function canDropPreviewEvent(event?: ScheduleWeekEvent) {
-  if (!props.previewDragEnabled || props.scheduleSelectionMode) {
+  if (!props.manualEditMode && !props.previewDragEnabled) {
+    return false
+  }
+
+  if (props.scheduleSelectionMode) {
    return false
  }

@@ -178,18 +196,19 @@ function buildCellKey(dayOfWeek: number, order: number) {

 function handlePreviewDragStart(dayOfWeek: number, order: number, dragEvent: DragEvent) {
  const event = resolveEvent(dayOfWeek, order)
-  if (!isSuggestedPreviewEvent(event) || !props.weekData) {
+  if (!isWholeCellDraggable(event) && !isEmbeddedSuggestedPreviewEvent(event)) {
    dragEvent.preventDefault()
    return
  }

  draggingCellKey.value = buildCellKey(dayOfWeek, order)
  dragOverCellKey.value = null
+  isExternalDragging.value = false

  dragEvent.dataTransfer?.setData(
    'application/json',
    JSON.stringify({
-      week: props.weekData.week,
+      week: props.weekData?.week ?? 0,
      sourceDayOfWeek: dayOfWeek,
      sourceOrder: order,
    }),
@@ -200,10 +219,6 @@ function handlePreviewDragStart(dayOfWeek: number, order: number, dragEvent: Dra
 }

 function handlePreviewDragOver(dayOfWeek: number, order: number, dragEvent: DragEvent) {
-  if (!draggingCellKey.value) {
-    return
-  }
-
  const cellKey = buildCellKey(dayOfWeek, order)
  if (cellKey === draggingCellKey.value || !canDropPreviewEvent(resolveEvent(dayOfWeek, order))) {
    return
@@ -211,17 +226,46 @@ function handlePreviewDragOver(dayOfWeek: number, order: number, dragEvent: Drag

  dragEvent.preventDefault()
  dragOverCellKey.value = cellKey
+  isDraggingOverDeleteZone.value = false
  if (dragEvent.dataTransfer) {
    dragEvent.dataTransfer.dropEffect = 'move'
  }
 }

+function handleExternalDragOver(dragEvent: DragEvent) {
+  if (dragEvent.dataTransfer?.types.includes('application/task-item')) {
+    dragEvent.preventDefault()
+    isExternalDragging.value = true
+  }
+}
+
 function handlePreviewDrop(dayOfWeek: number, order: number, dragEvent: DragEvent) {
-  if (!draggingCellKey.value) {
+  const cellKey = buildCellKey(dayOfWeek, order)
+  
+  // 1. 处理从侧边栏拖入的任务块
+  const taskItemData = dragEvent.dataTransfer?.getData('application/task-item')
+  if (taskItemData) {
+    try {
+      const payload = JSON.parse(taskItemData)
+      // 强制转换 ID 为数字，确保后续匹配逻辑一致
+      if (payload.id) payload.id = Number(payload.id)
+      
+      dragEvent.preventDefault()
+      emit('dropTaskItem', {
+        ...payload,
+        week: props.weekData?.week ?? 0,
+        dayOfWeek,
+        order,
+      })
+    } finally {
+      draggingCellKey.value = null
+      dragOverCellKey.value = null
+      isExternalDragging.value = false
+    }
    return
  }

-  const cellKey = buildCellKey(dayOfWeek, order)
+  // 2. 处理内部拖拽移动
  const payloadText = dragEvent.dataTransfer?.getData('application/json')
  if (!payloadText || cellKey === draggingCellKey.value || !canDropPreviewEvent(resolveEvent(dayOfWeek, order))) {
    draggingCellKey.value = null
@@ -253,9 +297,45 @@ function handlePreviewDrop(dayOfWeek: number, order: number, dragEvent: DragEven
  }
 }

+function handleDragOverDeleteZone(dragEvent: DragEvent) {
+  if (draggingCellKey.value) {
+    dragEvent.preventDefault()
+    isDraggingOverDeleteZone.value = true
+    dragOverCellKey.value = null
+  }
+}
+
+function handleDropOnDeleteZone(dragEvent: DragEvent) {
+  if (!draggingCellKey.value) return
+  
+  const payloadText = dragEvent.dataTransfer?.getData('application/json')
+  if (!payloadText) return
+
+  try {
+    const payload = JSON.parse(payloadText)
+    const event = resolveEvent(payload.sourceDayOfWeek, payload.sourceOrder)
+    if (event) {
+      dragEvent.preventDefault()
+      emit('removeEvent', {
+        id: event.id,
+        type: event.type,
+        status: event.status,
+        week: payload.week,
+        dayOfWeek: payload.sourceDayOfWeek,
+        order: payload.sourceOrder,
+      })
+    }
+  } finally {
+    draggingCellKey.value = null
+    isDraggingOverDeleteZone.value = false
+  }
+}
+
 function handlePreviewDragEnd() {
  draggingCellKey.value = null
  dragOverCellKey.value = null
+  isDraggingOverDeleteZone.value = false
+  isExternalDragging.value = false
 }
 </script>

@@ -265,7 +345,7 @@ function handlePreviewDragEnd() {
      <strong>{{ weekLabel }}</strong>
    </header>

-    <div class="planning-board__grid">
+    <div class="planning-board__grid" @dragover="handleExternalDragOver">
      <div class="planning-board__corner" />

      <div v-for="header in weekHeaders" :key="header.dayOfWeek" class="planning-board__day-head">
@@ -290,6 +370,7 @@ function handlePreviewDragEnd() {
              'planning-board__cell--selectable': scheduleSelectionMode && resolveEvent(header.dayOfWeek, slot.order)?.type !== 'empty',
              'planning-board__cell--selected': resolveEvent(header.dayOfWeek, slot.order) && isSelected(resolveEvent(header.dayOfWeek, slot.order)!.id),
              'planning-board__cell--draggable': isWholeCellDraggable(resolveEvent(header.dayOfWeek, slot.order)),
+              'planning-board__cell--suggested': isSuggestedPreviewEvent(resolveEvent(header.dayOfWeek, slot.order)),
              'planning-board__cell--dragging': draggingCellKey === buildCellKey(header.dayOfWeek, slot.order),
              'planning-board__cell--dragover': dragOverCellKey === buildCellKey(header.dayOfWeek, slot.order),
            },
@@ -302,10 +383,13 @@ function handlePreviewDragEnd() {
          @dragend="handlePreviewDragEnd"
        >
          <button
-            v-if="scheduleSelectionMode && resolveEvent(header.dayOfWeek, slot.order)?.type !== 'empty'"
+            v-if="(scheduleSelectionMode || manualEditMode) && resolveEvent(header.dayOfWeek, slot.order)?.type !== 'empty'"
            type="button"
            class="planning-board__checkbox"
-            :class="{ 'planning-board__checkbox--active': isSelected(resolveEvent(header.dayOfWeek, slot.order)!.id) }"
+            :class="{ 
+              'planning-board__checkbox--active': isSelected(resolveEvent(header.dayOfWeek, slot.order)!.id),
+              'planning-board__checkbox--hidden': manualEditMode && resolveEvent(header.dayOfWeek, slot.order)?.status !== 'suggested'
+            }"
            @click="emit('toggleScheduleEvent', resolveEvent(header.dayOfWeek, slot.order)!.id)"
          />

@@ -333,6 +417,14 @@ function handlePreviewDragEnd() {
              </div>
            </div>

+            <div
+              v-else-if="resolveEvent(header.dayOfWeek, slot.order)?.type === 'task' || resolveEvent(header.dayOfWeek, slot.order)?.status === 'suggested'"
+              class="planning-board__cell-main"
+            >
+              <strong>{{ resolveCellTitle(resolveEvent(header.dayOfWeek, slot.order)) }}</strong>
+              <span>{{ resolveCellMeta(resolveEvent(header.dayOfWeek, slot.order)) }}</span>
+            </div>
+
            <div
              v-else
              class="planning-board__cell-main"
@@ -344,6 +436,25 @@ function handlePreviewDragEnd() {
        </article>
      </template>
    </div>
+
+    <!-- 悬浮删除热区 -->
+    <transition name="delete-zone">
+      <div 
+        v-if="draggingCellKey && manualEditMode" 
+        class="planning-board__delete-zone"
+        :class="{ 'planning-board__delete-zone--active': isDraggingOverDeleteZone }"
+        @dragover="handleDragOverDeleteZone"
+        @dragleave="isDraggingOverDeleteZone = false"
+        @drop="handleDropOnDeleteZone"
+      >
+        <span class="delete-zone-icon">
+          <svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg">
+            <path d="M19 7L18.1327 19.1425C18.0579 20.1891 17.187 21 16.1378 21H7.86224C6.81296 21 5.94208 20.1891 5.86732 19.1425L5 7M10 11V17M14 11V17M15 7V4C15 3.44772 14.5523 3 14 3H10C9.44772 3 9 3.44772 9 4V7M4 7H20" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
+          </svg>
+        </span>
+        <strong>在此处松开以解除安排</strong>
+      </div>
+    </transition>
  </section>
 </template>

@@ -465,81 +576,89 @@ function handlePreviewDragEnd() {
 }

 .planning-board__cell--course {
-  background: #e0f2fe;
+  background: #f0f7ff;
 }

 .planning-board__cell--course-embedded {
-  background: #b9e6fe;
+  background: #f0f7ff;
  align-items: stretch;
  padding: 8px;
 }

+.planning-board__cell--suggested {
+  outline: 2px dashed #3b82f6;
+  outline-offset: -2px;
+  background: #ffffff !important;
+  box-shadow: inset 0 0 0 100px #eff6ffaa;
+}
+
+.planning-board__cell--course-embedded.planning-board__cell--suggested {
+  outline-color: #0284c7;
+  background: #f0f9ff !important;
+}
+
 .planning-board__cell--course .planning-board__cell-main strong,
 .planning-board__cell--course .planning-board__cell-main span {
-  color: #0284c7;
+  color: #0369a1;
 }

 .planning-board__embedded-shell {
-  display: grid;
-  grid-template-rows: minmax(0, 1fr) minmax(0, 1fr);
-  gap: 8px;
+  display: flex;
+  flex-direction: column;
+  gap: 4px;
  width: 100%;
  height: 100%;
  min-height: 0;
-  text-align: center;
-  overflow: hidden;
-}
-
-.planning-board__embedded-course,
-.planning-board__embedded-task {
-  display: flex;
-  align-items: center;
-  justify-content: center;
-  min-width: 0;
-  min-height: 0;
-  overflow: hidden;
 }

 .planning-board__embedded-course {
-  padding: 6px 4px;
+  padding: 2px 4px;
+  font-size: 13px;
  color: #0369a1;
-}
-
-.planning-board__embedded-course strong,
-.planning-board__embedded-task strong {
-  min-width: 0;
+  font-weight: 800;
+  white-space: nowrap;
  overflow: hidden;
-  display: -webkit-box;
-  -webkit-box-orient: vertical;
-  white-space: normal;
-  overflow-wrap: anywhere;
+  text-overflow: ellipsis;
  text-align: center;
 }

-.planning-board__embedded-course strong {
-  width: 100%;
-  font-size: 13px;
-  line-height: 1.28;
-  font-weight: 800;
-  -webkit-line-clamp: 2;
-}
-
 .planning-board__embedded-task {
-  padding: 6px 8px;
-  border-radius: 10px;
+  flex: 1;
  background: #ffffff;
+  border-radius: 12px;
+  box-shadow: 0 4px 12px rgba(15, 23, 42, 0.08);
+  border: 1px solid rgba(15, 23, 42, 0.04);
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  padding: 6px;
+  min-height: 0;
+  transition: all 0.2s cubic-bezier(0.4, 0, 0.2, 1);
 }

-.planning-board__embedded-task strong {
-  color: #0369a1;
-  font-size: 11px;
-  line-height: 1.24;
-  font-weight: 800;
-  -webkit-line-clamp: 2;
+.planning-board__embedded-task:hover {
+  transform: translateY(-1px);
+  box-shadow: 0 6px 16px rgba(15, 23, 42, 0.12);
+  border-color: #3b82f6;
 }

 .planning-board__embedded-task-dragger {
+  font-size: 12px;
+  color: #334155;
+  font-weight: 700;
+  text-align: center;
+  padding: 2px 4px;
+  cursor: grab;
  width: 100%;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  display: -webkit-box;
+  -webkit-line-clamp: 2;
+  -webkit-box-orient: vertical;
+}
+
+.planning-board__embedded-task-dragger--active {
+  color: #3b82f6;
 }

 .planning-board__embedded-task-dragger--active {
@@ -646,6 +765,60 @@ function handlePreviewDragEnd() {
  box-shadow: inset 0 0 0 3px #ffffff;
 }

+.planning-board__checkbox--hidden {
+  display: none !important;
+}
+
+/* 悬浮删除区样式 */
+.planning-board__delete-zone {
+  position: absolute;
+  left: 50%;
+  bottom: 80px;
+  transform: translateX(-50%);
+  z-index: 100;
+  width: 280px;
+  height: 64px;
+  border-radius: 32px;
+  background: rgba(239, 68, 68, 0.9);
+  backdrop-filter: blur(8px);
+  border: 2px dashed rgba(255, 255, 255, 0.4);
+  color: #ffffff;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  gap: 12px;
+  box-shadow: 0 12px 32px rgba(239, 68, 68, 0.3);
+  transition: all 0.3s cubic-bezier(0.34, 1.56, 0.64, 1);
+}
+
+.planning-board__delete-zone--active {
+  background: #ef4444;
+  transform: translateX(-50%) scale(1.1);
+  box-shadow: 0 16px 48px rgba(239, 68, 68, 0.45);
+  border-style: solid;
+}
+
+.delete-zone-icon {
+  animation: delete-icon-shake 1.5s infinite;
+}
+
+@keyframes delete-icon-shake {
+  0%, 100% { transform: rotate(0deg); }
+  25% { transform: rotate(-10deg); }
+  75% { transform: rotate(10deg); }
+}
+
+.delete-zone-enter-active,
+.delete-zone-leave-active {
+  transition: all 0.3s cubic-bezier(0.34, 1.56, 0.64, 1);
+}
+
+.delete-zone-enter-from,
+.delete-zone-leave-to {
+  opacity: 0;
+  transform: translateX(-50%) translateY(40px) scale(0.8);
+}
+
@keyframes board-item-spring {
  0% { opacity: 0; transform: scale(0.6) translateY(20px); }
  60% { opacity: 1; transform: scale(1.05) translateY(-2px); }
--- a/frontend/src/views/DashboardView.vue
+++ b/frontend/src/views/DashboardView.vue
@@ -218,6 +218,10 @@ async function handleLogout() {
  finally { logoutLoading.value = false; await router.push('/auth') }
 }

+function handleCourseImportEntry() {
+  void router.push('/schedule')
+}
+
 function syncDashboardMainScale() {
  const main = dashboardMainRef.value
  const inner = dashboardMainInnerRef.value
--- a/frontend/src/views/ScheduleView.vue
+++ b/frontend/src/views/ScheduleView.vue
@@ -1,6 +1,6 @@
 <script setup lang="ts">
 import { computed, onMounted, ref, watch } from 'vue'
-import { ElMessage } from 'element-plus'
+import { ElMessage, ElMessageBox } from 'element-plus'
 import { useRoute, useRouter } from 'vue-router'

 import {
@@ -97,13 +97,19 @@ const SCHEDULE_SECTION_TIME_MAP: Record<number, [string, string]> = {
 // 1. 这里只负责触发浏览器原生确认弹框，不负责展示自定义 UI。
 // 2. 只有存在未应用的智能编排结果时才拦截，避免影响正常刷新体验。
 function handleSchedulePreviewBeforeUnload(event: BeforeUnloadEvent) {
-  if (!schedulePreviewRuntimeState.weeks?.length) {
+  // 1. 如果处于手动编辑模式且有变更，拦截刷新。
+  if (manualEditMode.value && (Boolean(previewWeeks.value?.length) || pendingDeleteIds.value.length > 0)) {
+    event.preventDefault()
+    event.returnValue = ''
    return
  }

+  // 2. 如果存在待应用的智能预览，拦截刷新。
+  if (schedulePreviewRuntimeState.weeks?.length) {
    event.preventDefault()
    event.returnValue = ''
  }
+}

 if (typeof window !== 'undefined') {
  const schedulePageWindow = window as SchedulePageWindow
@@ -130,8 +136,11 @@ const expandedTaskClassId = ref<number | null>(null)
 const expandedTaskClassDetail = ref<TaskClassDetail | null>(null)
 const taskClassMultiSelectMode = ref(false)
 const selectedTaskClassIds = ref<number[]>([])
-const scheduleSelectionMode = ref(false)
 const selectedScheduleEventIds = ref<number[]>([])
+const scheduleSelectionMode = ref(false)
+const manualEditMode = ref(false)
+const pendingDeleteIds = ref<number[]>([])
+const hasManualChanges = ref(false)

 const liveWeeks = ref<ScheduleWeekData[]>([])
 const previewWeeks = ref<ScheduleWeekData[] | null>(schedulePreviewRuntimeState.weeks)
@@ -156,6 +165,51 @@ const effectiveSelectedTaskClassIds = computed(() => {
  return expandedTaskClassId.value ? [expandedTaskClassId.value] : []
 })

+const augmentedTaskClassDetail = computed<TaskClassDetail | null>(() => {
+  if (!expandedTaskClassDetail.value) {
+    return null
+  }
+
+  const detail = { ...expandedTaskClassDetail.value }
+  detail.items = detail.items.map((item) => {
+    // 0. 只要有 ID，就尝试进行匹配（注意类型一致性）
+    const targetId = Number(item.id)
+    if (isNaN(targetId) || targetId <= 0) {
+      return item
+    }
+
+    // 1. 先查找当前预览(previewWeeks)中是否有该任务块。
+    for (const weekData of previewWeeks.value ?? []) {
+      const event = weekData.events.find((e) =>
+        (e.status === 'suggested') &&
+        ((e.type === 'course' && Number(e.embedded_task_info?.id) === targetId) || (e.type !== 'course' && Number(e.id) === targetId)),
+      )
+
+      if (event) {
+        return {
+          ...item,
+          embedded_time: {
+            date: '', // 预览态下日期由预览周次决定，侧边栏格式化函数会处理
+            section_from: (event.order - 1) * 2 + 1,
+            section_to: (event.order - 1) * 2 + 2,
+            _preview_week: weekData.week, // 标记这是预览周
+            _day_of_week: event.day_of_week, // 注入周几信息
+          } as any,
+        }
+      }
+    }
+
+    // 3. 如果该任务块被标记为待删除，则强制显示为“未安排”。
+    if (typeof item.id === 'number' && pendingDeleteIds.value.includes(item.id)) {
+      return { ...item, embedded_time: null }
+    }
+
+    return item
+  })
+
+  return detail
+})
+
 const previewWeekLookup = computed(() => {
  const map = new Map<number, ScheduleWeekData>()

@@ -176,7 +230,11 @@ const liveWeekLookup = computed(() => {
  return map
 })

-const hasPendingPreview = computed(() => Boolean(previewWeeks.value?.length))
+const hasPendingPreview = computed(() => Boolean(previewWeeks.value?.length) || manualEditMode.value)
+
+const isEditUnsaved = computed(() =>
+  manualEditMode.value && (Boolean(previewWeeks.value?.length) || pendingDeleteIds.value.length > 0),
+)

 const resolvedCurrentWeekData = computed(() => {
  if (!previewWeeks.value?.length && !liveWeeks.value.length) {
@@ -232,8 +290,7 @@ const showDeleteModeButton = computed(() =>
 )

 const showApplyButton = computed(() =>
-  !scheduleSelectionMode.value &&
-  hasPendingPreview.value,
+  !scheduleSelectionMode.value && (hasPendingPreview.value || pendingDeleteIds.value.length > 0),
 )

 const canGoPreviousWeek = computed(() =>
@@ -343,6 +400,8 @@ function setPreviewState(weeks: ScheduleWeekData[] | null, taskClassIds: number[
 // 2. 调用方负责在“应用成功 / 删除后重算 / 用户主动替换预览”等时机决定是否清空。
 function clearPreviewState() {
  setPreviewState(null, [])
+  pendingDeleteIds.value = []
+  hasManualChanges.value = false
 }

 function isSuggestedPreviewEvent(event?: ScheduleWeekEvent) {
@@ -468,7 +527,7 @@ function buildPreviewEventWithSuggested(
    id: suggestedItem.id,
    order: slot.order,
    day_of_week: slot.dayOfWeek,
-    name: suggestedItem.name,
+    name: suggestedItem.name || '未命名任务',
    start_time: startTime,
    end_time: endTime,
    location: '',
@@ -556,6 +615,119 @@ function handleMovePreviewEvent(payload: PreviewMovePayload) {
  replacePreviewEventAtSlot(nextWeeks, sourceSlot, nextSourceEvent)
  replacePreviewEventAtSlot(nextWeeks, targetSlot, nextTargetEvent)
  setPreviewState(nextWeeks, previewTaskClassIds.value)
+  hasManualChanges.value = true
+}
+
+// handleDropTaskItem 负责处理从侧边栏拖入新任务块到格子的逻辑。
+function handleDropTaskItem(payload: {
+  id: number | string
+  content: string
+  taskClassId: number
+  week: number
+  dayOfWeek: number
+  order: number
+}) {
+  if (!manualEditMode.value) return
+
+  // 0. 强制规整 ID 为数值类型，防止后续匹配失效
+  const targetId = Number(payload.id)
+  if (isNaN(targetId) || targetId === 0) return
+
+  const targetSlot: SchedulePreviewSlotRef = {
+    week: payload.week,
+    dayOfWeek: payload.dayOfWeek,
+    order: payload.order,
+  }
+
+  // 1. 初始化预览数据（如果当前没有预览态，则基于 live 数据克隆）。
+  const nextWeeks = previewWeeks.value?.length
+    ? clonePreviewWeeks(previewWeeks.value)
+    : clonePreviewWeeks(liveWeeks.value)
+
+  // 1.5 查重：严禁同一个任务块被重复安排
+  const isDuplicate = nextWeeks.some(w => w.events.some(e => 
+    (e.status === 'suggested') && (Number(e.id || e.embedded_task_info?.id) === targetId)
+  ))
+
+  if (isDuplicate) {
+    ElMessage.warning('该任务块已在当前计划中安排，不可重复添加')
+    return
+  }
+
+  const { weekIndex, eventIndex } = findPreviewEventIndex(nextWeeks, targetSlot)
+  if (weekIndex < 0) return
+
+  const targetEvent = nextWeeks[weekIndex]!.events[eventIndex]
+  // 仅保护非编辑态下的课程，编辑态允许覆盖
+  if (targetEvent?.type === 'course' && !manualEditMode.value) {
+    ElMessage.warning('该位置无法放置任务块')
+    return
+  }
+
+  // 2. 构造建议项，确保所有字段就绪。
+  const suggestedItem: SuggestedPreviewItem = {
+    id: targetId,
+    name: payload.content || '未命名任务',
+    type: 'task',
+    span: 2,
+  }
+
+  // 3. 应用建议。
+  // 重新获取当前格子引用，确保操作的是克隆后的最新数据结构
+  const finalTargetEvent = nextWeeks[weekIndex]!.events[eventIndex]
+  const nextTargetEvent = buildPreviewEventWithSuggested(finalTargetEvent, targetSlot, suggestedItem)
+  replacePreviewEventAtSlot(nextWeeks, targetSlot, nextTargetEvent)
+
+  // 4. 更新全局状态
+  const nextTaskClassIds = Array.from(new Set([...previewTaskClassIds.value, Number(payload.taskClassId)]))
+  setPreviewState(nextWeeks, nextTaskClassIds)
+  
+  // 5. 将该任务从待删除列表中移除（如果存在）
+  pendingDeleteIds.value = pendingDeleteIds.value.filter(id => Number(id) !== targetId)
+  hasManualChanges.value = true
+}
+
+// handleRemoveEvent 从预览中移除某个已排/建议的任务块。
+function handleRemoveEvent(payload: {
+  id: number
+  type: string
+  status?: string
+  week: number
+  dayOfWeek: number
+  order: number
+}) {
+  if (!manualEditMode.value) return
+
+  const slot: SchedulePreviewSlotRef = {
+    week: payload.week,
+    dayOfWeek: payload.dayOfWeek,
+    order: payload.order,
+  }
+
+  const nextWeeks = previewWeeks.value?.length
+    ? clonePreviewWeeks(previewWeeks.value)
+    : clonePreviewWeeks(liveWeeks.value)
+
+  const { weekIndex, eventIndex } = findPreviewEventIndex(nextWeeks, slot)
+  if (weekIndex < 0 || eventIndex < 0) return
+
+  const targetEvent = nextWeeks[weekIndex]!.events[eventIndex]
+  
+  // 1. 如果是建议块（刚生成的），直接还原格子。
+  if (targetEvent.status === 'suggested') {
+    const nextEvent = buildPreviewEventWithSuggested(targetEvent, slot, null)
+    replacePreviewEventAtSlot(nextWeeks, slot, nextEvent)
+    setPreviewState(nextWeeks, previewTaskClassIds.value)
+  } 
+  // 2. 如果是正式块（原有的），加入待删除列表，并在预览中移除。
+  else if (targetEvent.type === 'task') {
+    pendingDeleteIds.value = Array.from(new Set([...pendingDeleteIds.value, targetEvent.id]))
+    const nextEvent = buildEmptyPreviewEvent(slot)
+    replacePreviewEventAtSlot(nextWeeks, slot, nextEvent)
+    setPreviewState(nextWeeks, previewTaskClassIds.value)
+  }
+
+  hasManualChanges.value = true
 }

 async function loadTaskClasses() {
@@ -690,6 +862,22 @@ async function handleSmartPlanning() {
    return
  }

+  if (hasManualChanges.value) {
+    try {
+      await ElMessageBox.confirm(
+        '自动编排将覆盖您当前的手动调整内容，是否继续？',
+        '提示',
+        {
+          confirmButtonText: '确定覆盖',
+          cancelButtonText: '取消',
+          type: 'warning',
+        },
+      )
+    } catch {
+      return
+    }
+  }
+
  smartPlanningLoading.value = true
  try {
    const plannedWeeks = ids.length === 1 ? await smartPlanning(ids[0]!) : await smartPlanningMulti(ids)
@@ -832,24 +1020,35 @@ async function buildApplyGroupsFromPreview(
 }

 async function handleApplyPreview() {
-  if (!previewWeeks.value?.length || previewTaskClassIds.value.length === 0) {
-    ElMessage.info('当前没有可正式应用的预览结果')
+  const hasAdditions = previewWeeks.value?.some(w => w.events.some(e => e.status === 'suggested'))
+  const hasDeletions = pendingDeleteIds.value.length > 0
+
+  if (!hasAdditions && !hasDeletions) {
+    ElMessage.info('当前没有可提交的变更')
    return
  }

  applyingLoading.value = true
  try {
-    const groupedItems = await buildApplyGroupsFromPreview(previewWeeks.value, previewTaskClassIds.value)
-    if (!groupedItems.size) {
-      ElMessage.info('当前预览没有可应用的建议排程')
-      return
-    }
-
+    // 1. 处理新增项
+    if (hasAdditions) {
+      const groupedItems = await buildApplyGroupsFromPreview(previewWeeks.value!, previewTaskClassIds.value)
      for (const [taskClassId, items] of groupedItems) {
        await applyBatchIntoSchedule(taskClassId, items)
      }
+    }

-    ElMessage.success(previewTaskClassIds.value.length > 1 ? '已正式应用批量粗排结果' : '已正式应用到日程')
+    // 2. 处理删除项
+    if (hasDeletions) {
+      await deleteScheduleEntries(pendingDeleteIds.value.map(id => ({
+        id,
+        delete_course: false,
+        delete_embedded_task: false,
+      })))
+    }
+
+    ElMessage.success('日程安排已保存')
+    manualEditMode.value = false
    clearPreviewState()
    await loadWeekData(currentWeek.value ?? undefined, { force: true })
    await loadTaskClasses()
@@ -857,12 +1056,38 @@ async function handleApplyPreview() {
      await loadTaskClassDetail(expandedTaskClassId.value)
    }
  } catch (error) {
-    ElMessage.error(error instanceof Error ? error.message : '正式应用失败')
+    ElMessage.error(error instanceof Error ? error.message : '保存失败')
  } finally {
    applyingLoading.value = false
  }
 }

+function handleCancelEdit() {
+  clearPreviewState()
+  manualEditMode.value = false
+}
+
+function toggleManualEditMode() {
+  if (manualEditMode.value && isEditUnsaved.value) {
+    ElMessageBox.confirm('当前有未保存的修改，退出将丢失这些调整，确定继续吗？', '提示', {
+      type: 'warning',
+    }).then(() => {
+      handleCancelEdit()
+    }).catch(() => {})
+    return
+  }
+  
+  manualEditMode.value = !manualEditMode.value
+  if (manualEditMode.value) {
+    // 进入编辑态时，如果没有预览数据，先克隆一份当前的正式数据，方便增量修改
+    if (!previewWeeks.value) {
+      setPreviewState(clonePreviewWeeks(liveWeeks.value), [])
+    }
+  } else {
+    handleCancelEdit()
+  }
+}
+
 async function handleCreateTaskClass(payload: Parameters<typeof createTaskClass>[0]) {
  createDialogLoading.value = true
  try {
@@ -951,9 +1176,10 @@ onMounted(async () => {
            :loading="taskClassLoading"
            :detail-loading="taskClassDetailLoading"
            :expanded-task-class-id="expandedTaskClassId"
-            :expanded-task-class-detail="expandedTaskClassDetail"
+            :expanded-task-class-detail="augmentedTaskClassDetail"
            :selected-task-class-ids="effectiveSelectedTaskClassIds"
            :task-class-multi-select-mode="taskClassMultiSelectMode"
+            :manual-edit-mode="manualEditMode"
            @activate="handleActivateTaskClass"
            @toggle-multi-mode="handleToggleTaskClassMultiMode"
            @create="createDialogVisible = true"
@@ -964,16 +1190,25 @@ onMounted(async () => {
            <div class="schedule-board__toolbar">
              <div class="schedule-board__toolbar-left">
                <button
-                  v-if="showDeleteModeButton"
+                  type="button"
+                  class="schedule-board__toolbar-button schedule-board__toolbar-button--ghost"
+                  :class="{ 'schedule-board__toolbar-button--active': manualEditMode }"
+                  @click="toggleManualEditMode"
+                >
+                  {{ manualEditMode ? '退出编排' : '自定义编排' }}
+                </button>
+
+                <button
+                  v-if="showDeleteModeButton && !manualEditMode"
                  type="button"
                  class="schedule-board__toolbar-button schedule-board__toolbar-button--ghost"
                  @click="toggleScheduleSelectionMode"
                >
-                  多选
+                  多选解除
                </button>

                <button
-                  v-else-if="scheduleSelectionMode"
+                  v-else-if="scheduleSelectionMode && !manualEditMode"
                  type="button"
                  class="schedule-board__toolbar-button schedule-board__toolbar-button--ghost"
                  @click="toggleScheduleSelectionMode"
@@ -1019,11 +1254,22 @@ onMounted(async () => {
              :schedule-selection-mode="scheduleSelectionMode"
              :selected-schedule-event-ids="selectedScheduleEventIds"
              :preview-drag-enabled="hasPendingPreview"
+              :manual-edit-mode="manualEditMode"
              @toggle-schedule-event="handleToggleScheduleEvent"
              @move-preview-event="handleMovePreviewEvent"
+              @drop-task-item="handleDropTaskItem"
+              @remove-event="handleRemoveEvent"
            />

-            <div v-if="showApplyButton || scheduleSelectionMode" class="schedule-board__footer">
+            <div v-if="showApplyButton || scheduleSelectionMode || manualEditMode" class="schedule-board__footer">
+              <button
+                v-if="manualEditMode"
+                type="button"
+                class="schedule-board__footer-button schedule-board__footer-button--ghost"
+                @click="handleCancelEdit"
+              >
+                取消修改
+              </button>
              <button
                v-if="showApplyButton"
                type="button"
@@ -1031,7 +1277,7 @@ onMounted(async () => {
                :disabled="applyingLoading"
                @click="handleApplyPreview"
              >
-                {{ applyingLoading ? '应用中…' : '正式应用日程' }}
+                {{ applyingLoading ? '保存中…' : '保存日程' }}
              </button>

              <button
@@ -1195,10 +1441,11 @@ onMounted(async () => {
  color: #475569;
 }

-.schedule-board__toolbar-button--ghost:hover {
-  border-color: #cbd5e1;
-  background: #f8fafc;
-  color: #0f172a;
+.schedule-board__toolbar-button--ghost:hover,
+.schedule-board__toolbar-button--active {
+  border-color: #3b82f6;
+  background: #eff6ff;
+  color: #3b82f6;
 }

 .schedule-board__footer {