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release: v3.31.0 — Skills 2.0 taxonomy, evals, lifecycle

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- §5.0 Two Kinds of Skills: Capability Uplift vs Encoded Preference
- §5.X Skill Lifecycle & Retirement: Catch Regressions + Spot Outgrowth
- §5.Y Skill Evals: Benchmark Mode, A/B Testing, Trigger Tuning
- Vitals + SE-CoVe community plugins documented (§8.5)
- Memory system: 3 corrections (Auto-Memories v2.1.59+, thresholds, WHAT/WHY/HOW)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Florian BRUNIAUX 2026-03-06 15:53:45 +01:00
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@ -27,7 +27,7 @@ This repository provides everything needed to go from Claude Code beginner to po
### Customization
- **Agents**: Custom AI personas with specific tools and instructions
- **Skills**: Reusable knowledge modules for complex domains
- **Skills**: Reusable knowledge modules — two types: Capability Uplift (fills model gaps, fades as model improves) and Encoded Preference (encodes team workflows, stays durable). Skills 2.0 adds Evals (Benchmark Mode, A/B testing, Trigger Tuning) and a lifecycle/retirement framework (March 2026)
- **Commands**: Custom slash commands for frequent workflows
- **Hooks**: Event-driven automation (PreToolUse, PostToolUse, UserPromptSubmit)