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2535 Nuanced Classification C60b88ed

ASecurity

**Opus**: Handles borderline cases with appropriate hedging or multi-label assignment. Understands that categories can overlap. **Haiku**: Tends toward single-label, definitive classification. May force ambiguous cases into the nearest category. **Mitigation**: Provide a decision rubric with explicit boundary rules. ``` Categories: [A, B, C, AMBIGUOUS] If input matches criteria for exactly one category, assign it. If input matches 2+ categories, assign "AMBIGUOUS" and list them. If input matc...

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  • Added October 11, 2026
toolsgo

Security analysis

A100/100

Scanned October 11, 2026

npx -y skills add tools-only/X-Skills --skill 2535-nuanced-classification_c60b88ed --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
# Nuanced Classification

**Opus**: Handles borderline cases with appropriate hedging or
multi-label assignment. Understands that categories can overlap.

**Haiku**: Tends toward single-label, definitive classification. May
force ambiguous cases into the nearest category.

**Mitigation**: Provide a decision rubric with explicit boundary rules.

```
Categories: [A, B, C, AMBIGUOUS]
If input matches criteria for exactly one category, assign it.
If input matches 2+ categories, assign "AMBIGUOUS" and list them.
If input matches no category, assign "OTHER".
```

Always include an escape-hatch category (AMBIGUOUS, OTHER, MIXED).
Without it, Haiku will force borderline cases into arbitrary buckets.

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