Kyle developed a reliability hardening feature for the AirtopWindows micro-interaction workflows in the airtop-ai/airtop-node-sdk repository. Using Node.js and TypeScript, he introduced a 600-second default timeout for micro-interaction endpoints and disabled retries for click, hover, and type actions. This approach addressed the risk of indefinite hangs and reduced flaky behavior in automated integrations, resulting in more stable and predictable downstream system behavior. The work focused on internal SDK development, targeting high-uptime production environments without introducing breaking changes. Kyle’s contribution demonstrated depth in backend engineering, emphasizing robust error handling and operational reliability for complex integration scenarios.