Bug Fix

Fix bugs systematically using test-driven development, root cause analysis, and comprehensive verification across any project type.

Anti-Hallucination Guidelines

CRITICAL: Bug fixes must be based on ACTUAL code and VERIFIED test results:

Reproduce the bug first - Do not fix what has not been seen failing. Run the failing test or scenario to confirm the bug exists.
Test-driven approach - Write/locate a failing test before implementing the fix. Verify it actually fails.
Verify root cause - Use grep/search to locate actual bug location with evidence (file paths, line numbers).
Test verification - Run full test suite to prove fix works. All tests must pass.
No invented fixes - Only implement solutions that address the demonstrated root cause.
Reference real code - Never make claims about code that has not been read.

Before marking a bug as fixed, complete these verification steps: