# 2535 Nuanced Classification C60b88ed

> Nuanced Classification

- Skill: `tools-only/2535-nuanced-classification-c60b88ed` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds@latest add tools-only/2535-nuanced-classification-c60b88ed`
- Raw SKILL.md: https://api.skillmd.com/api/skills/tools-only/2535-nuanced-classification-c60b88ed/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: tools-only (https://skillmd.com/u/tools-only)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/tools-only/2535-nuanced-classification-c60b88ed

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# 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.