Verify the user-facing outcome, and verify that your metric can even see the defect class you care about.
Scanned 9/2/2026
Install to Claude Code
Skills Directorynpx -y skills add Kalabint/ChatGPT-Primer --skill verify-outcome --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: verify-outcome
description: Verify the user-facing outcome, and verify that your metric can even see the defect class you care about.
---
# Verify the outcome
A passing test or a point-wise statistic can be blind to the failure that matters. Point stats miss structure; presence gates miss absences.
**Why:** "the check passed" is worthless if the check cannot perceive the bug. You confirm the wrong thing and call it done.
**How to apply:** confirm the actual end-to-end result a user would experience. Separately, ask what defect class your metric is structurally unable to detect, then add a check that can see it.
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