investigate

Structured debugging reduces guesswork by following a four-phase process: investigate, analyze, hypothesize, and implement. This framework uses logs, traces, and context data to systematically identify root causes of bugs and errors before proposing fixes.

Troubleshooting runtime errors and 500s in production requires a phased approach to systematically identify root causes. It applies environment-aware prompts to gather context and reproduce errors across development, staging, and production before implementing fixes.

Debugging flaky behavior using logs and stack traces involves a structured investigation framework. You gather context and reliably reproduce the error, then follow the analyze and hypothesize phases to identify the root cause before proposing a verified fix.

Structured debugging applies across development, staging, and production environments. It uses auto-checks and environment-aware prompts to gather the necessary context and reproduce errors reliably, regardless of the environment where the incident occurs.

A phased debugging approach should be used when you need to identify root causes before proposing fixes, reducing firefighting during incidents. It prevents premature patching by ensuring you investigate, analyze, and hypothesize using context data before implementing a solution.