Worked on stabilizing the Shopify/roast backend by addressing a critical issue in the SystemMessage component using Ruby on Rails. Focused on backend development, the work involved implementing logic to ignore specific hook-related fields, such as hook_name and exit_code, in order to prevent false unhandled data flags during Claude Code integration. This targeted bug fix improved the reliability of data processing and reduced unnecessary noise in monitoring systems. No new features were introduced during this period, as the emphasis remained on technical debt reduction and documentation improvements, ensuring clearer commit messaging and better long-term maintainability for the Ruby-based codebase.