Yba developed AI-based prediction market scanning agents for the base/web repository, focusing on automating market analysis, generating trading signals, and supporting position hedging. The work centered on integrating AI agents and refining the ecosystem.json configuration to align with agent-driven workflows, which improved automation and risk management across the trading stack. Using JSON and full stack development skills, Yba enhanced the system’s ability to iterate strategies and respond to market changes efficiently. The update also introduced Melvin branding and improved traceability through structured commit messages, supporting maintainability and onboarding. No major bugs were reported, reflecting a stable and reliable release.