During November 2025, Qlasty focused on backend reliability improvements in the google/adk-python repository, addressing a bug in Gemini LLM transcription message handling. They fixed the finished flag logic to ensure input and output transcription messages correctly signal completion, which improved downstream processing reliability. Qlasty implemented new unit tests in Python to validate edge cases, such as transcripts with no text, and performed manual end-to-end validation by configuring the Gemini Agent. Their work demonstrated strong skills in API integration, backend development, and unit testing, with comprehensive documentation and collaboration to maintain compatibility and support ongoing reliability across related modules.