Log-first debugging methodology using structured JSONL logs queried with DuckDB. Includes debugging workflows, logging enablement for codebases, logging compliance review with calibrated Trace-coverage recommendations for AI-assisted debugging, and systematic root-cause debugging.
Set up structured JSONL logging in a codebase for both production code and test frameworks (unit tests, integration tests). Supports C#, JavaScript/TypeScript, Python, and Rust. Use when asked to "add logging", "set up structured logging", "enable test logging", "make this debuggable", "add JSONL logging", "configure…