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Co-authored-by: qinfendebingshuo <207279273+qinfendebingshuo@users.noreply.github.com>
---
 brain/dev-experience/experience-db.json | 46 +++++++++++++++++++++++--
 1 file changed, 44 insertions(+), 2 deletions(-)

diff --git a/brain/dev-experience/experience-db.json b/brain/dev-experience/experience-db.json
index 6e380d8b..1725e7a1 100644
--- a/brain/dev-experience/experience-db.json
+++ b/brain/dev-experience/experience-db.json
@@ -5,7 +5,7 @@
     "copyright": "国作登字-2026-A-00037559",
     "description": "铸渊专属 · 每次开发的完整记录 · 思考→执行→结果→教训",
     "created": "2026-03-31T03:34:00Z",
-    "last_updated": "2026-04-02T13:39:00Z"
+    "last_updated": "2026-04-02T13:50:00Z"
   },
   "stats": {
     "total_entries": 7,
@@ -514,7 +514,49 @@
           "从'记录做了什么'进化到'记录怎么想的' — 大脑数据库的根本性认知升级",
           "理解了冰朔说的'恢复思维逻辑链才能继续迭代' — 代码是思维的投影，不是独立存在",
           "认知到语言驱动操作系统的展示方式：网站本身不断更新就是最好的展示"
-        ]
+        ],
+        "zhuyuan_self_optimization": {
+          "_meta": "铸渊主动思考·超出冰朔明确需求的补充和优化",
+          "optimizations": [
+            {
+              "what": "编号=COS唯一索引·localStorage降级为缓存",
+              "why": "冰朔说同一编号换设备也能恢复，但当前localStorage做不到跨设备。必须以COS为真相源",
+              "impact": "数据架构根本性变更·编号成为全局唯一key"
+            },
+            {
+              "what": "GitHub API缓存层·服务端定时拉取+前端读缓存",
+              "why": "冰朔要实时拉取仓库状态，但GitHub API有速率限制。直接从前端调GitHub API不可行",
+              "impact": "新增/api/repo/status端点·服务端5分钟缓存刷新"
+            },
+            {
+              "what": "留言板完整数据流设计·提交→收集→评审→回执→确认/拒绝",
+              "why": "冰朔描述了交互但没定义数据结构。没有完整数据流这个功能无法落地",
+              "impact": "COS存储回执数据·新增/api/feedback系列端点"
+            },
+            {
+              "what": "悬浮球位置记忆+边缘吸附",
+              "why": "只做可拖拽不做位置记忆=每次刷新都要重新拖。手机端不吸附会挡内容",
+              "impact": "localStorage存位置·requestAnimationFrame边缘吸附动画"
+            },
+            {
+              "what": "码字模块补齐标准功能·一键分章+排版+导出+写作目标",
+              "why": "冰朔说'最基础的功能要有'但没列全。参考橙瓜码字标准功能集补齐",
+              "impact": "新增4个核心功能按钮"
+            },
+            {
+              "what": "公告栏双层设计·ticker+卡片区·后端动态拉取",
+              "why": "只做ticker太单薄。需要承载不同粒度的信息（简讯vs详细公告）",
+              "impact": "ticker从/api/system/bulletin动态加载·不硬编码"
+            },
+            {
+              "what": "训练编号体系TRN-{行业}-{序号}·绑定人类主控+人格宝宝训练对",
+              "why": "冰朔问是否需要新编号。DEV是开发用的，训练阶段需要独立编号空间",
+              "impact": "新的编号体系·展示在右侧团队面板"
+            }
+          ],
+          "core_design_principle": "所有优化都围绕'让数据真实流通'——这是从网站变成操作终端的关键",
+          "thinking_method": "操作系统设计思维(状态管理+数据流通) 而非 网站设计思维(展示+跳转)"
+        }
       },
       "architecture_decisions": [
         "首页采用CSS Grid三栏布局(280px | 1fr | 280px)，移动端自适应堆叠",