Worked on the maximhq/bifrost repository to enhance backend reliability and schema usability over a two-month period. Developed structured schema reconstruction capabilities for Gemini by adding support for flat $defs and property ordering, improving the clarity and automation of JSON schema definitions. Addressed output handling issues in Bedrock tool workflows by refining parsing logic and introducing a wrapper for consistent data type handling. Further improved Bedrock tool reliability by implementing deduplication logic to prevent duplicate processing for the same call ID, reducing redundant work and stabilizing data flows. Utilized Go for backend development, focusing on robust API and JSON handling throughout.