# Adaptive Enforcement Lab Claude Skills Chaos Experiment Design > Chaos Experiment Design - Skill: `tomevault-io/adaptive-enforcement-lab-claude-skills-chaos-experiment-desi` (Agent Skill, multi-file: 2 files) - Install (CLI): `npx skillmds@latest add tomevault-io/adaptive-enforcement-lab-claude-skills-chaos-experiment-desi` - Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/adaptive-enforcement-lab-claude-skills-chaos-experiment-desi/raw - Safety review: pending (external: skill-scanner PASS, skillspector PASS) - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: Coding & Dev Tools - Author: tomevault-io (https://skillmd.com/u/tomevault-io) - Updated: 2026-09-17 - Page: https://skillmd.com/skills/tomevault-io/adaptive-enforcement-lab-claude-skills-chaos-experiment-desi --- # Chaos Experiment Design ## When to Use This Skill Chaos without validation is just breaking things. Proper experiment design transforms fault injection into reliability engineering. > **Core Principle** > > Every chaos experiment must have a hypothesis, measurable success criteria, controlled blast radius, and automated validation. If you can't measure it, you can't learn from it. ## Implementation See the full implementation guide in the [source documentation](https://adaptive-enforcement-lab.com/patterns/reliability/). ## Related Patterns - Chaos Engineering Overview - Observability - Experiments ## References - [Source Documentation](https://adaptive-enforcement-lab.com/patterns/reliability/) - [AEL Patterns](https://adaptive-enforcement-lab.com/patterns/) --- > Converted and distributed by [TomeVault](https://tomevault.io/claim/adaptive-enforcement-lab) — claim your Tome and manage your conversions.