Bug Fixing

Drive hard-to-reproduce bugs and performance regressions with a tight feedback loop: establish a red signal first, t…

Structured debugging: form hypotheses, gather evidence, bisect, and regress. Input is the failure symptom; output is…

Follow a red–green–refactor loop: write behavioral tests first, then the minimal implementation, with explicit seams…

Before claiming done, passing, or merge-ready, require running verification commands and reading full output—evidenc…