Yaashi developed cross-repository enhancements for LLM error observability, focusing on the adobe/spacecat-shared and adobe/spacecat-api-service projects. They introduced a standardized LLM_ERROR_PAGES audit type, updating data models and unit tests in JavaScript and YAML to ensure consistent error tracking. By defining and registering a detailed audit results schema, Yaashi enabled unified reporting of LLM failures, including success status and error counts, across both services. Their work in API and backend development established a foundation for operational monitoring, allowing teams to triage LLM-related issues more efficiently. The changes reflect a thoughtful approach to schema definition and configuration management.