docs(eino): sync english translations

Author: shentongmartin

content/en/docs/eino/FAQ.md

@@ -169,3 +169,7 @@ The fundamental solution to this problem is to rely on the model to output valid
 Use the `GraphCompileCallback` mechanism to export the topology structure during `graph.Compile`. A code example for exporting as a mermaid diagram: [https://github.com/cloudwego/eino-examples/tree/main/devops/visualize](https://github.com/cloudwego/eino-examples/tree/main/devops/visualize)
 
 - For obtaining intermediate structures in Flow/React Agent scenarios, refer to the document [Eino: ReAct Agent Manual](/docs/eino/core_modules/flow_integration_components/react_agent_manual)
+
+# Q: Gemini model error missing a `thought_signature`
+
+Gemini model protocol is not openai-compatible. You should use the gemini wrapper at [https://github.com/cloudwego/eino-ext/tree/main/components/model/gemini](https://github.com/cloudwego/eino-ext/tree/main/components/model/gemini). See initialization reference code.

content/en/docs/eino/core_modules/eino_adk/Eino_ADK_ChatModelAgentMiddleware/Middleware_PatchToolCalls.md

@@ -10,7 +10,7 @@ weight: 7
 adk/middlewares/patchtoolcalls
 
 > 💡
-> The PatchToolCalls middleware is used to fix "dangling tool calls" issues in the message history. This middleware was introduced in [v0.8.0.Beta](https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1).
+> The PatchToolCalls middleware is used to fix "dangling tool calls" issues in the message history. This middleware was introduced in v0.8.0.
 
 ## Overview
 

content/en/docs/eino/core_modules/eino_adk/Eino_ADK_ChatModelAgentMiddleware/Middleware_PlanTask.md

@@ -12,7 +12,7 @@ weight: 4
 adk/middlewares/plantask
 
 > 💡
-> This middleware was introduced in [v0.8.0.Beta](https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1).
+> This middleware was introduced in v0.8.0.
 
 ## Overview
 

content/en/docs/eino/core_modules/eino_adk/Eino_ADK_ChatModelAgentMiddleware/Middleware_Summarization.md

@@ -12,7 +12,7 @@ weight: 3
 The Summarization middleware automatically compresses conversation history when the token count exceeds a configured threshold. This helps maintain context continuity in long conversations while staying within the model's token limits.
 
 > 💡
-> This middleware was introduced in [v0.8.0.Beta](https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1).
+> This middleware was introduced in v0.8.0.
 
 ## Quick Start
 

content/en/docs/eino/core_modules/eino_adk/Eino_ADK_ChatModelAgentMiddleware/Middleware_ToolReduction.md

@@ -12,7 +12,7 @@ weight: 6
 adk/middlewares/reduction
 
 > 💡
-> This middleware was introduced in [v0.8.0.Beta](https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1).
+> This middleware was introduced in v0.8.0.
 
 ## Overview
 

content/en/docs/eino/core_modules/eino_adk/Eino_ADK_ChatModelAgentMiddleware/Middleware_ToolSearch.md

@@ -12,7 +12,7 @@ weight: 5
 adk/middlewares/dynamictool/toolsearch
 
 > 💡
-> This middleware was introduced in [v0.8.0.Beta](https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1).
+> This middleware was introduced in v0.8.0.
 
 ## Overview
 

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

@@ -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?
 

content/en/docs/eino/core_modules/eino_adk/adk_agent_callback.md

@@ -18,7 +18,7 @@ The ADK Agent Callback mechanism shares the same infrastructure as the callback
 - Can be combined with other component callbacks (such as ChatModel, Tool, etc.)
 
 > 💡
-> Through Agent Callback, you can hook into key points of Agent execution to implement observability capabilities like tracing, logging, and metrics. This feature was introduced in [v0.8.0.Beta](https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1).
+> Through Agent Callback, you can hook into key points of Agent execution to implement observability capabilities like tracing, logging, and metrics. This feature was introduced in v0.8.0.
 
 ## Core Types
 

content/en/docs/eino/overview/_index.md

@@ -345,9 +345,7 @@ The Eino framework consists of several parts:
 - [EinoExt](https://github.com/cloudwego/eino-ext): Component implementations, callback handler implementations, component usage examples, and various tools such as evaluators, prompt optimizers, etc.
 
 > 💡
-> For components used internally at ByteDance, there are corresponding internal code repositories:
->
-> EinoBytedExt: [https://code.byted.org/flow/eino-byted-ext](https://code.byted.org/flow/eino-byted-ext)
+> For components used internally at ByteDance, there are corresponding internal code repositories.
 
 - [Eino Devops](https://github.com/cloudwego/eino-ext/tree/main/devops): Visual development, visual debugging, etc.
 - [EinoExamples](https://github.com/cloudwego/eino-examples): A code repository containing example applications and best practices.

content/en/docs/eino/release_notes_and_migration/Eino_v0.8._-adk_middlewares/_index.md

@@ -9,9 +9,6 @@ weight: 8
 
 This document introduces the main new features and improvements in Eino ADK v0.8.*.
 
-> 💡
-> Currently in the v0.8.0.Beta version stage: [https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1](https://github.com/cloudwego/eino/releases/tag/v0.8.0-beta.1)
-
 ## Version Highlights
 
 v0.8 is a significant feature enhancement release that introduces a new middleware interface architecture, adds multiple practical middlewares, and provides enhanced observability support.