During March 2026, Atianspace8179 contributed to bytedance/deer-flow and moeru-ai/airi by delivering two targeted features focused on deployment reliability and user experience. In bytedance/deer-flow, they implemented dynamic shell detection in the LocalSandbox, replacing a hardcoded shell path with a fallback mechanism to improve Docker container compatibility. For moeru-ai/airi, they enhanced the Deepgram TTS provider by adding a model discovery feature, allowing users to list and select available text-to-speech models. Their work leveraged Python, TypeScript, and Docker, demonstrating a practical approach to backend and frontend development while addressing maintainability and cross-environment usability in both repositories.