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Docs: Added v0.23.1 release notes (#12371)

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### What problem does this PR solve?


### Type of change

- [x] Documentation Update
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writinwaters
2025-12-31 16:43:56 +08:00
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docs/release_notes.md
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@ -12,11 +12,17 @@ Key features, improvements and bug fixes in the latest releases.
Released on December 31, 2025.
### Improvements
- Memory: Enhances the stability of memory extraction when all memory types are selected.
- RAG: Refines the context window extraction strategy for images and tables.
### Fixed issues
- Resolved an issue where the RAGFlow Server would fail to start if an empty memory object existed, and corrected the inability to delete a newly created empty Memory.
- Improved the stability of memory extraction across all memory types after selection.
- Fixed MDX file parsing support.
- Memory:
- The RAGFlow server failed to start if an empty memory object existed.
- Unable to delete a newly created empty Memory.
- RAG: MDX file parsing was not supported.
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