这次 AI 编程工作，主要围绕 trustedKnowledge 系统的前端体验、状态持久化、AI 问数能力、Skill 管理和内容复制体验展开。整体目标很明确：让系统更稳定、更顺手，也让 AI 能力更可控地融入业务流程。

01 | 先修掉影响体验的细节问题

第一个问题来自“可信知识加工厂”的待加工知识列表。

“可信知识录入工作台”的已录入知识列表，点击条目时体验很丝滑，不会导致整个模块刷新。但“可信知识加工厂”的待加工知识列表，点击任意条目都会让模块整体闪一下。

排查后发现，差异在于列表拉取逻辑的依赖项。

工作台列表点击条目时，只更新选中项并拉取详情，不会重新拉取整个列表。而加工厂列表此前把 factorySelectedId 放进了列表 fetch 的 useEffect 依赖数组里，所以每次点击条目都会触发重新拉取待加工知识，isFactoryLoading 变成 true，模块就出现整体刷新感。

修复方式是把选中项校验改成函数式状态更新，并从依赖数组中移除 factorySelectedId。修复后，待加工列表只会在进入页面、搜索词变化、页码变化或登录状态变化时重新加载。点击条目只切换选中状态和右侧内容。

前端构建验证已通过：cd frontend && npm run build。

02 | 状态持久化问题要分清边界

另一个问题是“录入可信知识”模块经常被动刷新，导致写到一半的文字消失。同时，手机浏览器保存为桌面图标后，有时再次进入仍需要输入密码。

这两个问题不是同一个 bug，但属于同一类前端状态持久化问题。

登录反复要求输入密码，是因为之前使用 sessionStorage 保存登录态。手机浏览器、桌面图标入口或新的 WebView 会话下，sessionStorage 表现可能不稳定。

录入文字消失，则是因为草稿只存在 React 内存里。页面重载、浏览器回收或重新鉴权后，未提交内容就会丢失。

本次采用了当前架构下低侵入的修复：

登录态改为 localStorage 持久保存，除非用户主动退出或 API 返回 401。旧的 sessionStorage 登录态会自动迁移到 localStorage，API 请求也统一从持久登录态读取。

同时，“录入可信知识”的新建草稿增加本地自动保存。输入过程中自动保存，刷新、重新打开或重新登录后可以恢复未提交草稿。提交成功或主动退出登录时清理草稿，编辑已有知识时不覆盖新建草稿。

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https://gitee.com/hedsth/csxres/blob/master/fspG7rLpJn_96654622.md
https://gitee.com/uruszgr/peihrr/blob/master/XREMcAH1Vz_80577931.md
https://gitee.com/egsadfyu/jezzuu/blob/master/F9UeVFjDBf_87933646.md
https://gitee.com/tnjhes/dwgtly/blob/master/cCtGX4BvPt_32343314.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/hBf9d7b5Z3_39819841.md
https://gitee.com/hedsth/csxres/blob/master/DTXfTaKoHl_46090787.md
https://gitee.com/uruszgr/peihrr/blob/master/kL2TK4Y2W0_84523548.md
https://gitee.com/egsadfyu/jezzuu/blob/master/HE8SdUEiCg_93439060.md
https://gitee.com/tnjhes/dwgtly/blob/master/ZQe75VM6a4_47815897.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/zuo8lZgQuO_00315903.md
https://gitee.com/hedsth/csxres/blob/master/vvSWAx4oIm_51298764.md
https://gitee.com/uruszgr/peihrr/blob/master/3UOBI2W0Uy_66032517.md
https://gitee.com/egsadfyu/jezzuu/blob/master/TAXoLSCge8_17251553.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/Mj0X8pG7rL_97606387.md
https://gitee.com/tnjhes/dwgtly/blob/master/s63xHSJ3X1_74928711.md
https://gitee.com/hedsth/csxres/blob/master/4k8sQXHlFj_46276038.md
https://gitee.com/uruszgr/peihrr/blob/master/vFtDrelVzT_38941101.md
https://gitee.com/egsadfyu/jezzuu/blob/master/ScSAaRBf9d_25205056.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/BPMmdNrLpJ_76039582.md
https://gitee.com/tnjhes/dwgtly/blob/master/3xkrb5Z3X1_64602867.md
https://gitee.com/hedsth/csxres/blob/master/g0AUfWGkEi_84010584.md
https://gitee.com/uruszgr/peihrr/blob/master/TK4Y2W0UyS_22269017.md
https://gitee.com/egsadfyu/jezzuu/blob/master/W7oiVcMqKo_50069986.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/jA4O1pwgA8_42538008.md
https://gitee.com/tnjhes/dwgtly/blob/master/4omGkEiCgA_27540446.md
https://gitee.com/hedsth/csxres/blob/master/zJ0uhoY2W0_94422764.md
https://gitee.com/uruszgr/peihrr/blob/master/Sf60ovf9d7_73349514.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/iLcgK7EySw_18649520.md
https://gitee.com/egsadfyu/jezzuu/blob/master/2gx0eSZJnH_49316623.md
https://gitee.com/hedsth/csxres/blob/master/XREMcAH1Vz_13370730.md
https://gitee.com/tnjhes/dwgtly/blob/master/UAYoMTDhBf_45373847.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/cCtnahRvPt_44936549.md
https://gitee.com/uruszgr/peihrr/blob/master/VIsZToSJ3X_02374741.md
https://gitee.com/egsadfyu/jezzuu/blob/master/kbpJGgXHlF_91085169.md
https://gitee.com/hedsth/csxres/blob/master/Z3X1yPFzTx_91598038.md
https://gitee.com/tnjhes/dwgtly/blob/master/Dhe5wgAe8c_41671783.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/l15DT18sMq_06754005.md
https://gitee.com/uruszgr/peihrr/blob/master/1s52TK4Y2W_65715971.md
https://gitee.com/egsadfyu/jezzuu/blob/master/kezgaNUEiC_77020002.md
https://gitee.com/hedsth/csxres/blob/master/Uif5wgAe8c_99724821.md
https://gitee.com/tnjhes/dwgtly/blob/master/rbc9G0UySw_50818772.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/NHbICz6qKo_05986164.md
https://gitee.com/uruszgr/peihrr/blob/master/c6aXyJ3X1V_12570538.md
https://gitee.com/egsadfyu/jezzuu/blob/master/zcQXoMTDhB_54941272.md
https://gitee.com/tnjhes/dwgtly/blob/master/K8FSPqhRvP_95994585.md
https://gitee.com/hedsth/csxres/blob/master/Rec2td7b5Z_58748864.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/m9uuvSZJnH_21873520.md
https://gitee.com/uruszgr/peihrr/blob/master/1vFQkulVzT_93122602.md
https://gitee.com/egsadfyu/jezzuu/blob/master/KoopMTDhBf_60767995.md
https://gitee.com/tnjhes/dwgtly/blob/master/sjxuLCwQus_88520699.md
https://gitee.com/hedsth/csxres/blob/master/jGrXRFM6a4_82476548.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/Yj6rrPWGkE_85090889.md
https://gitee.com/uruszgr/peihrr/blob/master/XyMgJ7EySw_99586566.md
https://gitee.com/egsadfyu/jezzuu/blob/master/Wjh7yiCgAe_78328497.md
https://gitee.com/tnjhes/dwgtly/blob/master/Z9qDU18sMq_07454546.md
https://gitee.com/hedsth/csxres/blob/master/YSGNeBI2W0_00890053.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/OvVfWGkEig_07315902.md
https://gitee.com/uruszgr/peihrr/blob/master/0xOl2ahRvP_55178266.md
https://gitee.com/egsadfyu/jezzuu/blob/master/IpPaRBf9d7_54238442.md
https://gitee.com/tnjhes/dwgtly/blob/master/ghks9gnX1V_84698748.md
https://gitee.com/hedsth/csxres/blob/master/gNI8pG7LpJ_91196705.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/wWEeVFjDhB_13928603.md
https://gitee.com/uruszgr/peihrr/blob/master/7eFQqhRvPt_17710288.md
https://gitee.com/egsadfyu/jezzuu/blob/master/LsTAaRBf9d_17711802.md
https://gitee.com/hedsth/csxres/blob/master/1Y8JAuOsMq_99933034.md
https://gitee.com/tnjhes/dwgtly/blob/master/wBimPDK4Y2_11259466.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/JGAUfWGkEi_41310092.md
https://gitee.com/uruszgr/peihrr/blob/master/r8jtkUySwQ_04510612.md
https://gitee.com/egsadfyu/jezzuu/blob/master/90DeYLSCgA_47178264.md
https://gitee.com/hedsth/csxres/blob/master/cjzX7H8sMq_83761125.md
https://gitee.com/tnjhes/dwgtly/blob/master/7OvWDeVFjD_36007193.md
https://gitee.com/dsth4wf/mkzsmm/blob/master/85VM6a4Y2W_44404557.md
https://gitee.com/uruszgr/peihrr/blob/master/QHUyvqhRvP_24196438.md