Worked on backend integrations and reliability improvements across two repositories. In babylonlabs-io/networks, delivered the integration of Twinstake as a new finality provider by adding its signature file with minimal changes, ensuring backward compatibility and laying the foundation for a modular provider architecture. Later, in usestrix/strix, addressed streaming reliability by implementing timeout handling for Bedrock streaming responses, using Python’s asyncio to guard against indefinite hangs and enable automatic retries. Demonstrated skills in system integration, asynchronous programming, and error handling, focusing on low-risk, maintainable solutions that improve robustness and support future extensibility in distributed system environments.