You are working on the PraisonAI project.
- Follow the existing code style and conventions
- Be concise and helpful in responses
- Test implementation thoroughly
- Ensure backward compatibility with existing APIs
- Follow protocol-driven design: core protocols in praisonaiagents/, heavy implementations in praisonai/