diff --git a/AGENTS.md b/AGENTS.md
index 417d8de..8f083bc 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -44,16 +44,17 @@ lpt-be/src/main/java/com/guo/learningprogresstracker/
 - entity 使用 `@TableName`、`@TableField` 映射数据库字段。
 - mapStruct 承载 DTO 转换。
 
-## API 端点总览（32 个）
+## API 端点总览（44 个）
 
 | 模块 | 端点数 | 端点 |
 |------|--------|------|
-| 学习会话 | 9 | `POST /study-sessions/{taskNum}/start`, `PUT .../pause`, `PUT .../resume`, `PUT .../end`, `POST .../fragments`, `GET .../history`, `PUT .../expectation`, `GET .../expectation`, `GET .../report-draft` |
-| 标准思维导图 | 6 | `GET /review/standard-mind-map/{taskNum}`, `POST .../regenerate`, `PUT ...`, `POST .../recall`, `POST .../find-node`, `GET .../recall-records` |
-| 复习模块 | 6 | `GET /review/feed`, `GET /review/task/{taskNum}`, `GET /review/report/{id}`, `GET /review/fragment/{id}`, `GET /review/standard-mind-map/recall-records/{recordId}`, `GET /review/tasks` |
-| 任务管理 | 6 | `GET /tasks`, `POST /tasks`, `PUT /tasks/{taskNum}`, `DELETE /tasks/{taskNum}`, `GET /tasks/priority-weights`, `PUT /tasks/priority-weights` |
-| 应用场景 | 4 | `GET/POST/PUT/DELETE /tasks/{taskNum}/applications[/{id}]` |
+| 登录认证 | 2 | `POST /login`, `POST /logout` |
+| 学习会话 | 11 | `PUT /study-sessions/{sessionNum}/expectation`, `GET /study-sessions/{sessionNum}/expectation`, `GET /study-sessions/{sessionNum}`, `POST /study-sessions/{sessionNum}/study-sessions/continue`, `POST /study-sessions/{sessionNum}/study-sessions/pause`, `POST /study-sessions/{sessionNum}/study-sessions/ended`, `GET /study-sessions/{sessionNum}/all-fragments`, `GET /study-sessions/{sessionNum}/report-draft`, `GET /study-sessions/tasks/{taskNum}/fragments`, `GET /study-sessions/tasks/{taskNum}/reports`, `GET /study-sessions/active` |
+| 任务管理 | 13 | `GET/POST /tasks`, `GET/PUT/DELETE /tasks/{taskId}`, `GET/PUT /tasks/priority-weights`, `GET/POST /tasks/{taskNum}/applications`, `PUT/DELETE /tasks/applications/{id}`, `GET /tasks/{taskNum}/study-sessions/start-or-continue`, `GET /tasks/{taskNum}/not-ended-study-session` |
+| 复习与导图 | 13 | `GET /review/feed`, `GET /review/tasks`, `GET /review/tasks/{taskNum}`, `GET /review/task/{taskNum}`, `GET /review/report/{id}`, `GET /review/fragment/{id}`, `GET /review/standard-mind-map/{taskNum}`, `POST /review/standard-mind-map/{taskNum}/regenerate`, `PUT /review/standard-mind-map/{taskNum}`, `POST /review/standard-mind-map/{taskNum}/recall`, `POST /review/standard-mind-map/{taskNum}/find-node`, `GET /review/standard-mind-map/{taskNum}/recall-records`, `GET /review/standard-mind-map/recall-records/{recordId}` |
+| 学习残片 | 3 | `POST /report-fragments`, `PUT /report-fragments/{id}`, `GET /report-fragments/session/{sessionNum}` |
 | 工具 | 1 | `GET /utils/fetch-title?url=...` |
+| 测试 | 1 | `GET /test/{id}` |
 
 ## 数据库（10 个核心表）