docs: 记忆闭环示意图（浅/深两版）+ 界面截图移入 docs/PANEL.md

README.md

@@ -30,6 +30,10 @@
 
 **dsh-mneme** 给 [DeepSeek Harness](https://github.com/deepseek-ai/deepseek-harness) 一份跨会话的记忆：对话结束，值得留下的部分自动蒸馏进本机；下次开口，相关的几条自己浮上来。记忆不是锁在向量库里的一堆浮点数——它落在本机的一份 SQLite，旁边配一份 Markdown 镜像，你随时能打开、能改，改了不会被机器盖掉。
 
+<p align="center"><img src="docs/memory-loop.svg" width="100%" alt="记忆闭环：写入经质量闸成为原子记忆，存进本机 SQLite 与 Markdown 镜像；空闲时巩固；召回时四路并行、融合成一条排序后注入；出口是会话上下文、面板与其他插件"></p>
+
+<p align="center"><sub>写进来 → 本机存着 → 空闲时整理 → 四路取回 → 送进会话。</sub></p>
+
 ## 安装
 
 ```bash
@@ -80,20 +84,7 @@ dsh plugin --profile web remove @modusensus/dsh-mneme
 
 ## 面板
 
-<p align="center">
-  <img src="images/screenshot-memories.png" alt="记忆库浏览" width="760"/><br/>
-  <i>记录、浏览与筛选你的记忆。</i>
-</p>
-
-<p align="center">
-  <img src="images/screenshot-entities.png" alt="实体与关系图谱" width="760"/><br/>
-  <i>从记忆里提炼实体，构建带属性的关系图谱。</i>
-</p>
-
-<p align="center">
-  <img src="images/screenshot-status.png" alt="状态与审计" width="760"/><br/>
-  <i>向量索引、LLM 消耗、自动巩固记录，一眼看完。</i>
-</p>
+一块面板装在设置页里：记录、浏览、筛选、搜索、改、删，外加实体关系图谱与状态审计。界面截图单独放在 [docs/PANEL.md](docs/PANEL.md) —— 面板一改，只有那一页需要跟着更新。
 
 ## 接到别处
 
@@ -156,6 +147,8 @@ Every new chat, the AI meets you for the first time. You explain the project aga
 
 **dsh-mneme** gives [DeepSeek Harness](https://github.com/deepseek-ai/deepseek-harness) memory that outlives a conversation: when a chat ends, what is worth keeping is distilled into your machine, and the relevant pieces surface on their own next time. The memories are not a pile of floats locked in a vector store — they live in a local SQLite file with a Markdown mirror beside it: open it, read it, edit it, and your edits are not overwritten.
 
+The whole loop in one picture (labels in Chinese): [docs/memory-loop.svg](docs/memory-loop.svg).
+
 ## Install
 
 ```bash
@@ -206,20 +199,7 @@ How does it compare with Zep / Mem0 / Letta / Hindsight? An 11-row table — sto
 
 ## The panel
 
-<p align="center">
-  <img src="images/screenshot-memories-en.png" alt="Memory browse" width="760"/><br/>
-  <i>Record, browse and filter your memories.</i>
-</p>
-
-<p align="center">
-  <img src="images/screenshot-entities-en.png" alt="Entities & relations" width="760"/><br/>
-  <i>Entities are distilled from your memories into a relation graph with attributes.</i>
-</p>
-
-<p align="center">
-  <img src="images/screenshot-status-en.png" alt="Status & audit" width="760"/><br/>
-  <i>Vector index, LLM spend and consolidation activity at a glance.</i>
-</p>
+One panel in the settings page: record, browse, filter, search, edit, delete — plus an entity graph and an audit view. Screenshots live in [docs/PANEL.md](docs/PANEL.md): when the panel changes, only that page needs updating.
 
 ## Elsewhere
 

docs/PANEL.md

@@ -0,0 +1,38 @@
+# 界面截图 / Screenshots
+
+> 这些是面板截图，**可能落后于最新版本**。面板每改一次，这里的图就该重截一次；README 首屏不放截图，就是为了不让整页跟着 UI 一起过期。
+> These are panel screenshots and **may lag behind the latest UI**. README keeps them out of the first screen so the page doesn't rot with every panel change.
+
+## 中文
+
+<p align="center">
+  <img src="images/screenshot-memories.png" alt="记忆库浏览" width="760"/><br/>
+  <i>记录、浏览与筛选你的记忆。</i>
+</p>
+
+<p align="center">
+  <img src="images/screenshot-entities.png" alt="实体与关系图谱" width="760"/><br/>
+  <i>从记忆里提炼实体，构建带属性的关系图谱。</i>
+</p>
+
+<p align="center">
+  <img src="images/screenshot-status.png" alt="状态与审计" width="760"/><br/>
+  <i>向量索引、LLM 消耗、自动巩固记录，一眼看完。</i>
+</p>
+
+## English
+
+<p align="center">
+  <img src="images/screenshot-memories-en.png" alt="Memory browse" width="760"/><br/>
+  <i>Record, browse and filter your memories.</i>
+</p>
+
+<p align="center">
+  <img src="images/screenshot-entities-en.png" alt="Entities & relations" width="760"/><br/>
+  <i>Entities are distilled from your memories into a relation graph with attributes.</i>
+</p>
+
+<p align="center">
+  <img src="images/screenshot-status-en.png" alt="Status & audit" width="760"/><br/>
+  <i>Vector index, LLM spend and consolidation activity at a glance.</i>
+</p>