In July 2025, K. Freeman enhanced AI tracking and analytics across the launchdarkly/go-server-sdk, launchdarkly/dotnet-core, and launchdarkly/js-core repositories. Freeman integrated model and provider context into metrics and configuration tracking, using C#, Go, and JavaScript to enable more granular attribution of AI feature usage. This work improved observability by aligning instrumentation across SDKs and updating tests in the JavaScript core to validate the new metrics. By enriching the data collected for AI events, Freeman’s contributions provided deeper insights for business decisions and established a robust foundation for future AI instrumentation, demonstrating strong backend and full stack development skills.