Docs: v0.20.1 release notes (#9331)

### What problem does this PR solve?



### Type of change


- [x] Documentation Update

docs/guides/agent/agent_component_reference/agent.mdx

 
 ### Max rounds
 
-Defines the maximum number reflection rounds of the selected chat model. Defaults to 5 rounds.
+Defines the maximum number reflection rounds of the selected chat model. Defaults to 1 round.
 
 :::tip NOTE
-You can set the value to 1 to shorten your agent's response time.
+Increasing this value will significantly extend your agent's response time.
 :::
 
 ### Output

docs/release_notes.md

 These two embedding models are optimized specifically for English and Chinese, so performance may be compromised if you use them to embed documents in other languages.
 :::
 
+## v0.20.1
+
+Released on August 8, 2025.
+
+### New Features
+
+- The **Retrieval** component now supports the dynamic specification of knowledge base names using variables.
+- The user interface now includes a French language option.
+
+### Added Models
+
+- ChatGPT 5
+- Claude 4.1
+
+### New agent Templates (both workflow and agentic)
+
+- SQL Assistant Workflow: Empowers non-technical teams (e.g., operations, product) to independently query business data.
+- Choose Your Knowledge Base Workflow: Lets users select a knowledge base to query during conversations. [#9325](https://github.com/infiniflow/ragflow/pull/9325)
+- Choose Your Knowledge Base Agent: Delivers higher-quality responses with extended reasoning time, suited for complex queries. [#9325](https://github.com/infiniflow/ragflow/pull/9325)
+
+### Fixed Issues
+
+- The **Agent** component was unable to invoke models installed via vLLM.
+- Agents could not be shared with the team.
+- Embedding an Agent into a webpage was not functioning properly.
+
 ## v0.20.0
 
 Released on August 4, 2025.