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补齐与提交 6ec1b78 对应的 docs/skills 与 docs/test 文档。 满足 scripts/code.md 对阶段文档配对的要求。
补齐与提交 7bd57af 对应的 docs/skills 与 docs/test 文档。 覆盖 /api/v1 迁移与限流验证证据。
补齐与提交 4e896ae 对应的 docs/skills 与 docs/test 文档。 记录 runner 沙箱执行链路与回归验证。
补齐阶段4异常治理的 skills 与 test 文档。 补充统一错误处理与 broad catch 守卫验证记录。
补齐与提交 48ec207 对应的 docs/skills 与 docs/test 文档。 记录拆分策略、兼容入口与回归验证。
新增 paper_entities/read_sessions/annotations/comments/ratings/knowledge_links/qa_sessions/qa_messages 等模型与 schema。 补充 Alembic 迁移并调整 alembic.ini 注释为 ASCII，避免 Windows 本地编码导致迁移读取失败。
在文献路由中新增阅读会话、批注、评论、评分汇总、入库状态与询问流式接口。 实现同组评论筛选与同组均分、入库就绪校验、来源片段回传及问答会话落库，并加入 Redis 优先缓存。
扩展前端 literature API 类型与请求方法，覆盖阅读会话、批注、评论、评分、入库与询问流。 新增 PaperReaderPage 页面、路由与详情入口，支持同组评论筛选、评分展示、加入知识库和流式询问交互。
新增 docs/skills 与 docs/test 的分钟级阶段文档，记录本轮白名单、分批提交策略、验证命令与容器核验结果。
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GET /papers/{paper_id}/pdf????????????GET /api/v1/literature/ask/sessionsGET /api/v1/literature/ask/sessions/{session_id}/messagesnode_modules?????????????
.venv-ragtest\\Scripts\\python.exe -m pytest backend/tests/test_literature_reader_api.py -qnpm run build(frontend)docker compose up -d --build backend frontenddocker compose psdocker compose logs --tail 100 backenddocker compose logs --tail 100 frontend