During January 2026, Huang worked on the hacksider/kilocode repository, focusing on improving OpenAI integration for Volces.com. He addressed a critical compatibility issue by removing forced context compression from the API layer, allowing model prompts to be transmitted without unnecessary modification. This change enhanced the reliability of OpenAI model interactions and aligned with existing Kilocode testing standards. Huang implemented the fix using TypeScript, leveraging his skills in API development and OpenAI integration. The code was reviewed and merged with minimal risk, demonstrating careful attention to compatibility and maintainability. His work contributed to more robust and predictable model handling for Volces.com.