# ElizaOS Development Report – 2025-01-22  

## Key Technical Discussions & Decisions  
- **Multi-Agent Workflow**: Supports both single-agent multitasking and multi-agent setups for distinct tasks.  
- **Search Integration**: Proposed provider model to inject live search results into LLM responses.  
- **Plugin System & Dynamic Context Providers**: Suggested a generic `getContext` plugin for API integrations, with concerns about security and standardization.  
- **Twitter Spaces Issues**: ICE connection failures and early disconnections addressed with improved error handling.  
- **Build Issues on Windows**: Switching to Git Bash resolved build failures.  
- **RAG Knowledge Issues**: Debugging confirmed retrieval works, but LLM responses omit key details.  
- **Docker Build Failures**: Adjustments ensured dependencies installed correctly.  
- **Discord & Twitter Client Migration**: Clients are now plugins requiring manual installation.  

## Plugin Development & Contributions  
- **New Plugins**: Safe Validator, Berachain, OmniFlix, Token Prediction, and Distributed Storage.  
- **Token Prediction Plugin**: Built with a feedback loop, with plans for reinforcement learning.  
- **Unreal Engine Plugin**: In development for communication between Unreal Engine and Eliza instances.  
- **Tech-Support Bot**: Focuses on JavaScript, Bitcoin, and GitHub integration, with plans for local model execution using Ollama.  
- **Plugin Registry & Contribution Process**: Clarified that plugins should be submitted to the registry repo.  

## Common Issues & Fixes  
- **Character Defaulting Issue**: Agents defaulting to Eliza due to bracket errors in character files.  
- **Plugin Installation Errors**: Issues with `@elizaos/plugin-solana-agent-kit` resolved by checking `package.json` and using `pnpm docker`.  
- **WebSocket Event Handling**: Recommended using `processActions` for real-time event handling.  
- **RAG Knowledge Storage**: `.pdf` files not working; `.md` files required.  
- **Twitter Plugin Issues**: Confusion between `plugin-twitter` and `client-twitter`.  
- **Real-Time DeFi Data**: Users explored integrating real-time DeFi data for yield detection and automated trading.  

## Action Items  

### Technical Tasks  
1. Fix Twitter Spaces ICE connection issues.  
2. Improve RAG knowledge retrieval.  
3. Fix Docker build failures.  
4. Ensure `composeState` works correctly in plugins.  
5. Fix SQLite module errors.  
6. Investigate OpenRouter defaulting to Llama.  
7. Resolve Twitter Plugin confusion (`plugin-twitter` vs. `client-twitter`).  
8. Investigate Twitter image vision bug.  
9. Fix Telegram API connection issue for IPv4-only setups.  

### Documentation Needs  
10. Update Twitter client setup guide.  
11. Clarify RAG knowledge setup.  
12. Improve REST API documentation.  
13. Add guide for running multiple agents with different Twitter accounts.  
14. Document Ollama integration.  
15. Improve Discord client setup documentation.  
16. Add troubleshooting guide for `pnpm` build errors.  

### Feature Requests  
17. Add a `getContext` plugin for dynamic API integrations.  
18. Implement a memory deletion feature in the UI.  
19. Improve Twitter post formatting options.  
20. Add a built-in method to prevent duplicate Twitter posts.  
21. Support multi-agent setups with independent environments.