Worked on autoppia_iwa and autoppia_webs_demo, delivering core improvements to data generation pipelines, benchmarking workflows, and deployment reliability. Enhanced benchmarking by introducing dynamic version selection and enriched task outputs, while refining data filtering to ensure hotel reservation capacity constraints were met. Implemented persistent file-based storage with atomic I/O and per-entity locking for reliable data generation and rollover. Updated configuration management and deployment scripts to support dynamic versions and improved environment consistency. Utilized Python, TypeScript, and Docker across backend and full stack development, focusing on maintainability, data quality, and robust documentation to support evolving business and technical requirements.