docs(eino): sync english translations

Author: shentongmartin

content/en/docs/eino/core_modules/chain_and_graph_orchestration/chain_graph_introduction.md

@@ -243,7 +243,7 @@ func main() {
 
     out, err := r.Invoke(ctx, map[string]any{
        "message_histories": []*schema.Message{},
-       "user_query":        "My name is zhangsan, email is zhangsan@bytedance.com, please recommend a property for me",
+       "user_query":        "My name is zhangsan, email is zhangsan@example.com, please recommend a property for me",
     })
     if err != nil {
        logs.Errorf("Invoke failed, err=%v", err)

content/en/docs/eino/core_modules/eino_adk/Eino_ADK_ChatModelAgentMiddleware/Middleware_FileSystem/_index.md

@@ -75,7 +75,7 @@ type Config struct {
 <tr><td>StreamingShell</td><td>Provides Shell capability with streaming results, optional, mutually exclusive with Shell</td><td>execute(streaming)</td></tr>
 </table>
 
-DeepAgents implements built-in filesystem by referencing filesystem middleware. For more detailed capability description of this middleware, see: [Middleware: FileSystem](/docs/eino/core_modules/eino_adk/Eino_ADK_ChatModelAgentMiddleware/Middleware_FileSystem)
+DeepAgents implements built-in filesystem by referencing filesystem middleware. For more detailed capability description of this middleware, see: [FileSystem](/docs/eino/core_modules/eino_adk/eino_adk_chatmodelagentmiddleware/middleware_filesystem/)
 
 ### Task Decomposition and Planning
 

content/en/docs/eino/core_modules/eino_adk/agent_implementation/deepagents.md

@@ -1,9 +1,9 @@
 ---
 Description: ""
-date: "2026-03-02"
+date: "2026-03-09"
 lastmod: ""
 tags: []
-title: 'Eino ADK: ChatModelAgentMiddleware'
+title: ChatModelAgentMiddleware
 weight: 8
 ---
 
@@ -16,7 +16,7 @@ weight: 8
 **Important:** This interface is designed specifically for `ChatModelAgent` and Agents built on top of it (such as `DeepAgent`).
 
 > 💡
-> The ChatModelAgentMiddleware interface was introduced in [v0.8.0.Beta](https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1)
+> The ChatModelAgentMiddleware interface was introduced in v0.8.0
 
 ### Why Use ChatModelAgentMiddleware Instead of AgentMiddleware?