# Validation Template

## Date
{YYYY-MM-DD}

## Scope
{Which skills or patterns are being validated}

## Checks
- [ ] Examples compile or run correctly
- [ ] Guidance matches current project/repo conventions
- [ ] External references (URLs, docs) still valid
- [ ] No duplicated or conflicting guidance across skills
- [ ] Pattern confidence levels are reasonable
- [ ] Archived patterns are still correctly archived

## Findings
- {Finding 1}
- {Finding 2}

## Actions
- [ ] {Action 1}
- [ ] {Action 2}

## Metrics Snapshot
- Total active patterns: {N}
- Average confidence: {X.XX}
- Patterns needing attention (confidence < 0.5): {N}
- Episodes since last validation: {N}

