On May 23, 2025, ElizaOS made significant strides in enhancing its core framework, particularly in database API improvements and advanced document handling capabilities, including the introduction of a RAG plugin. The team also focused on refining plugin functionality and addressing various bugs to improve overall stability and user experience.

## 🚨 Needs Attention 
- **Urgent Discussions**:
    - [elizaos/eliza#4720](https://github.com/elizaos/eliza/issues/4720): Discussion initiated on V3 goals, focusing on transitioning to a fully streaming paradigm for AI models and enhancing multi-modality capabilities. Input is needed to shape future development.

## ✅ Completed Work
### Database API & Core Enhancements
- Improved the database API with new methods `getEntitiesByIds` and `getRoomsByIds`, while maintaining backward compatibility ([elizaos/eliza#4556](https://github.com/elizaos/eliza/pull/4556)).

### Advanced Document Handling & Knowledge Management
- Added support for extracting and uploading text from PDF files, enhancing knowledge management capabilities ([elizaos/eliza#4611](https://github.com/elizaos/eliza/pull/4611)).
- Introduced a Retrieval-Augmented Generation (RAG) plugin for advanced document ingestion and retrieval ([elizaos/eliza#4614](https://github.com/elizaos/eliza/pull/4614)).
- Moved knowledge processing functionality into a dedicated knowledge plugin, streamlining the runtime ([elizaos/eliza#4701](https://github.com/elizaos/eliza/pull/4701)).

### Plugin & CI/CD Improvements
- Enhanced plugin publishing with NPM authentication and validation ([elizaos/eliza#4731](https://github.com/elizaos/eliza/pull/4731)).
- Fixed integration CI issues by adding necessary dependencies ([elizaos/eliza#4723](https://github.com/elizaos/eliza/pull/4723)).

## 🐞 Issue Triage
### New Issues
- **elizaos/eliza**:
    - [elizaos/eliza#4744](https://github.com/elizaos/eliza/issues/4744): Encountered an error related to missing exports in plugin installations, affecting some plugins while others function correctly.

### Closed Issues
- **elizaos/eliza**:
    - [elizaos/eliza#3745](https://github.com/elizaos/eliza/issues/3745): Resolved issues related to the RAG process that caused errors with large documents.
    - [elizaos/eliza#4303](https://github.com/elizaos/eliza/issues/4303): Addressed problems with group chat functionality.
    - [elizaos/eliza#4315](https://github.com/elizaos/eliza/issues/4315): Ensured local AI settings are respected.
    - [elizaos/eliza#4408](https://github.com/elizaos/eliza/issues/4408): Fixed various build errors and runtime issues.
    - [elizaos/eliza#4728](https://github.com/elizaos/eliza/pull/4728): Fixed issues related to environment file handling and unused imports.