fix: reduce supervisor stalls and preserve task delivery

Load Supervisor graphs only when opened, preserve source details on demand, reuse indexed story digests and window selection lists without losing keyboard or focus behavior. Route heavy UI reads through the existing worker, batch scoped queries and construct each publication snapshot once.

Keep remote cancellation responsive during model-route cleanup, remove late routes and retain reported usage after response-cap cancellation. Preserve Telegram pending replies through polling conflicts, show delivery errors and honor the final rate-limit cooldown.

Schema 62 adds lookup indexes without rewriting user content; older clients cannot open upgraded data. Large review publication still blocks Main and remains documented follow-up work. Record the future storage-service direction without performing the architecture migration.

Validation: exact staged code passed isolated full tests (6212 passed, 87 skipped), typecheck and lint. Three-round source performance comparisons, SQLite migration equivalence, native Electron interaction checks and current-source Linux x64 Host validation completed; eight external text-model requests.

Release note: Supervisor opens reviews without loading the entire graph, keeps long selection lists responsive and preserves details and keyboard navigation. Remote cancellation and Telegram reply recovery are more reliable; remote fixes require an Agent build containing this change.

docs/review/performance-phase-1-report-2026-10-04.md

@@ -1,5 +1,7 @@
 # 桌面端性能改造（第一期，参照 VS Code 架构）结项报告
 
+2026-10-05 校正：本文保留第一期测量截面，开头结论只适用于当时已测场景。生产监督者首次进入和最终发布未被这些场景覆盖，后续实测发现阻塞并开展[局部修复](./kiss-local-fixes-2026-10-05.md)。`perf:check` 的历史回归上限也不等于性能原则的全部预算。
+
 - **时间：** 2026-10-02 至 2026-10-04
 - **范围：** Desktop 的 Electron Main、Preload、Renderer 及其后台线程。远程主机（Agent、SSH、远程 Runtime）的稳定性和性能不在本期范围，下一期单独审查。
 - **结论：** 本期计划内的工作已完成。用户日常能感受到的卡顿（打字、流式输出、切换会话、滚动、启动、写库）都已测量并修复。剩下的工作是架构上的长期项（存储接口异步化、独立数据进程），风险高，已经写明理由，留到后续单独立项。
@@ -72,7 +74,7 @@ Main 卡顿的数据来自真实数据，以及 5 万个文本块的知识库。
 | Markdown 解析放到后台线程 | 需要重写渲染流程。标准机上流式输出已经不卡，只有低端机上的长回答还有余量 |
 | 窗口提前加载，接口请求排队等待 | 可省 200–300 ms，但要改动所有接口的注册顺序和首次运行流程 |
 | 会话队列移出 App | 和发送、恢���、中断联系太紧，拆出来的风险大于收益 |
-| 性能阈值接入 CI | 仓库目前没有 CI 配置 |
+| 性能阈值接入 CI | 当期未将性能基准接入已有 CI；原文“仓库没有 CI 配置”有误 |
 
 ## 4. 已知问题和下一步