mav-systematic-debugging - Systematic Debugging for Bugs and Failures
Find root causes before attempting fixes for bugs, test failures, and unexpected behavior
Tags
Updated: 2026-03-23Capabilities
Typical Inputs
Typical Outputs
What this skill does
- read error messages
- reproduce failures consistently
- check recent changes
- gather evidence
- trace data flow
- find patterns
- form hypotheses
- test minimally
- create tests
- implement fixes
- verify solutions
- document attempts
- escalate issues
Inputs
- error messages
- stack traces
- test failures
- build errors
- code changes
- component logs
Outputs
- bug fixes
- test cases
- diagnostic logs
- documentation
Requirements
- multi-component system
- structured logging