Worked on the usestrix/strix repository to enhance the reliability of the orchestration layer by addressing order-dependent behavior in tool executions and agent views. Applied Python expertise to refactor iteration logic, converting dictionary items and views to lists to ensure deterministic processing. This approach eliminated flaky behavior caused by unstable iteration order, resulting in more consistent logs and reproducible automation pipelines. Focused on backend development and debugging, the work improved maintainability with minimal code changes. By strengthening the reproducibility of orchestration workflows, the update reduced debugging time and contributed to more predictable testing and deployment processes within the software development lifecycle.