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428 Self Correction 8bd20857

ASecurity

**Opus**: Naturally reviews its output and catches errors. Effective when prompted to critique and revise. **Haiku**: Rarely self-corrects unprompted. When prompted to review, corrections are shallow (surface-level, not logical). **Mitigation**: Build verification INTO the process steps. ``` Step 3: Verify your answer satisfies rules 1, 2, and 3. If all pass, output it. If any fail, identify which rule is violated, revise the answer, then output. ``` Do NOT use: "Review your output for errors...

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  • Added October 11, 2026
testinggo

Security analysis

A100/100

Scanned October 11, 2026

npx -y skills add tools-only/X-Skills --skill 428-self-correction_8bd20857 --agent claude-code

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SKILL.md
# Self-Correction and Verification

**Opus**: Naturally reviews its output and catches errors. Effective
when prompted to critique and revise.

**Haiku**: Rarely self-corrects unprompted. When prompted to review,
corrections are shallow (surface-level, not logical).

**Mitigation**: Build verification INTO the process steps.

```
Step 3: Verify your answer satisfies rules 1, 2, and 3.
  If all pass, output it.
  If any fail, identify which rule is violated,
  revise the answer, then output.
```

Do NOT use: "Review your output for errors."
Do use: specific checkable criteria embedded in the workflow.
Haiku's verification is only as good as the checklist you provide.

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