FALSE_POSITIVES

When validation warnings are acceptable and how to handle them.

Skills
Workflow Automation
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A skill that teaches Claude Code to do workflow automation tasks well. It is packaged knowledge the model uses whenever it is relevant.

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Install (Claude Code)

mkdir -p .claude/skills/false-positives && curl -fsSL https://doutorai.pt/data/lib/skills__false-positives.md -o .claude/skills/false-positives/SKILL.md

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Content

# False Positives Guide

When validation warnings are acceptable and how to handle them.

---

## What Are False Positives?

**Definition**: Validation warnings that are technically "issues" but acceptable in your specific use case.

**Key insight**: Not all warnings need to be fixed!

Many warnings are context-dependent:
- ~40% of warnings are acceptable in specific use cases
- Using `ai-friendly` profile reduces false positives by 60%

---

## Philosophy

### ✅ Good Practice
```
1. Run validation with 'runtime' profile
2. Fix all ERRORS
3. Review each WARNING
4. Decide if acceptable for your

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