# Autonomous Experiment Planner

> Designs dry-run experiments across query rewrites, indexes, workload twins, and rollout gates.

- Skill: `rweisssieker-xp/autonomous-experiment-planner` (Agent Skill)
- Install (CLI): `npx skillmds@latest add rweisssieker-xp/autonomous-experiment-planner`
- Raw SKILL.md: https://api.skillmd.com/api/skills/rweisssieker-xp/autonomous-experiment-planner/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: rweisssieker-xp (https://skillmd.com/u/rweisssieker-xp)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/rweisssieker-xp/autonomous-experiment-planner

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# Autonomous Experiment Planner

## Use when
- An operator goal needs evidence before any change recommendation.

## Governance
- Experiments must be `dry_run`.
- Abort if an experiment requires real apply, lacks rollback, or has unknown tenant scope.

## Output
- `experiments`, `abortCriteria`, `decision`, `safeNextAction`