April 19, 2026
LinkedInA Tip I Picked Up Somewhere
I do not remember where I first picked up this tip, but it keeps proving useful.
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I do not remember where I first picked up this tip, but it has been extremely useful, especially when I am dealing with a bug that is hard to pin down:
“When I report a bug, do not start by trying to fix it. Start by writing a test that reproduces the bug. Then have subagents try to fix it and prove it with a passing test.”
That is exactly what Codex is doing for me right now on a particularly tricky mobile web issue:
- Add a Playwright regression that reproduces the mobile congratulations layout bug
- Have three workers independently fix the bug against the failing test
- Integrate the strongest fix locally and verify it with a passing test
Basically:
- Do not debate the bug. Reproduce it.
- Do not argue about the fix. Prove it.