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Verify Outcome

ASecurity

Verify the user-facing outcome, and verify that your metric can even see the defect class you care about.

  • 6 stars
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  • Added September 2, 2026
ai-agents

Security analysis

A100/100

Scanned September 2, 2026

npx -y skills add Kalabint/ChatGPT-Primer --skill verify-outcome --agent claude-code

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SKILL.md
---
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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