docs: refresh memory workflow docs and dashboard visuals

Add comment-to-memory screenshots to README and guides, and update dashboard
image assets to match the latest UI presentation.

Made-with: Cursor

Author: EBWi11

README.md

@@ -247,10 +247,19 @@ More built-in rulesets for additional data sources are on the roadmap. Contribut
 
 ![ErrlogOperations](docs/GIF/ErrlogOperations.gif)
 
+</td>
+<td width="50%">
+
+**Comment-to-memory learning loop**
+
+![Comment-to-memory](docs/png/Memory.png)
+
 </td>
 </tr>
 </table>
 
+
+
 ## Deployment
 
 1. Download and extract the release archive to `/opt/agentsmith-hub`

docs/agentsmith-hub-guide-zh.md

@@ -498,6 +498,8 @@ memory_notes:
 - **API 路径**：可通过 memory 相关接口更新/生成并自动提交组件变更。
 - **集群注意**：memory 写入与生成必须在 **leader** 节点执行，follower 会拒绝这类写操作。
 
+![Memory](png/Memory.png)
+
 #### 示例：告警审核 Agent
 
 ```yaml

docs/agentsmith-hub-guide.md

@@ -499,6 +499,8 @@ Legacy multiline string remains supported for backward compatibility, but new co
 - **API path**: memory update and generate-from-log endpoints apply changes and auto-commit them as component changes.
 - **Cluster rule**: memory write/generate actions must run on the **leader** node; follower nodes reject these write operations.
 
+![Memory](png/Memory.png)
+
 #### Example: Alert Review Agent
 
 ```yaml