Miscelleneous editorial updates (#5390)

### What problem does this PR solve?


### Type of change

- [x] Documentation Update

docs/release_notes.md

@@ -15,9 +15,9 @@ Released on February 6, 2025.
 
 - Supports DeepSeek R1 and DeepSeek V3.
 - GraphRAG refactor: Knowledge graph is dynamically built on an entire knowledge base (dataset) rather than on an individual file, and automatically updated when a newly uploaded file starts parsing. See [here](https://ragflow.io/docs/dev/construct_knowledge_graph).
-- Adds an **Iteration** agent component and a **Research report generator** agent template. See [here](https://ragflow.io/docs/dev/iteration_component).
+- Adds an **Iteration** agent component and a **Research report generator** agent template. See [here](./references/agent_component_reference/iteration.mdx).
 - New UI language: Portuguese.
-- Allows setting metadata for a specific file in a knowledge base to enhance AI-powered chats. See [here](https://ragflow.io/docs/dev/set_metada).
+- Allows setting metadata for a specific file in a knowledge base to enhance AI-powered chats. See [here](./guides/configure_knowledge_base/set_metadata.md).
 - Upgrades RAGFlow's document engine [Infinity](https://github.com/infiniflow/infinity) to v0.6.0.dev3.
 - Supports GPU acceleration for DeepDoc (see [docker-compose-gpu.yml](https://github.com/infiniflow/ragflow/blob/main/docker/docker-compose-gpu.yml)).
 - Supports creating and referencing a **Tag** knowledge base as a key milestone towards bridging the semantic gap between query and response.
@@ -30,22 +30,21 @@ The **Tag knowledge base** feature is *unavailable* on the [Infinity](https://gi
 
 #### Added documents
 
-- [Construct knowledge graph](https://ragflow.io/docs/dev/construct_knowledge_graph)
-- [Set metadata](https://ragflow.io/docs/dev/set_metada)
-- [Begin component](https://ragflow.io/docs/dev/begin_component)
-- [Generate component](https://ragflow.io/docs/dev/generate_component)
-- [Interact component](https://ragflow.io/docs/dev/interact_component)
-- [Retrieval component](https://ragflow.io/docs/dev/retrieval_component)
-- [Categorize component](https://ragflow.io/docs/dev/categorize_component)
-- [Keyword component](https://ragflow.io/docs/dev/keyword_component)
-- [Message component](https://ragflow.io/docs/dev/message_component)
-- [Rewrite component](https://ragflow.io/docs/dev/rewrite_component)
-- [Switch component](https://ragflow.io/docs/dev/switch_component)
-- [Concentrator component](https://ragflow.io/docs/dev/concentrator_component)
-- [Template component](https://ragflow.io/docs/dev/template_component)
-- [Iteration component](https://ragflow.io/docs/dev/iteration_component)
-- [Note component](https://ragflow.io/docs/dev/note_component)
-
+- [Construct knowledge graph](./guides/configure_knowledge_base/construct_knowledge_graph.md)
+- [Set metadata](./guides/configure_knowledge_base/set_metadata.md)
+- [Begin component](./references/agent_component_reference/begin.mdx)
+- [Generate component](./references/agent_component_reference/generate.mdx)
+- [Interact component](./references/agent_component_reference/interact.mdx)
+- [Retrieval component](./references/agent_component_reference/retrieval.mdx)
+- [Categorize component](./references/agent_component_reference/categorize.mdx)
+- [Keyword component](./references/agent_component_reference/keyword.mdx)
+- [Message component](./references/agent_component_reference/message.mdx)
+- [Rewrite component](./references/agent_component_reference/rewrite.mdx)
+- [Switch component](./references/agent_component_reference/switch.mdx)
+- [Concentrator component](./references/agent_component_reference/concentrator.mdx)
+- [Template component](./references/agent_component_reference/template.mdx)
+- [Iteration component](./references/agent_component_reference/iteration.mdx)
+- [Note component](./references/agent_component_reference/note.mdx)
 
 ## v0.15.1