data-dyna-experiment-planner

name	data-dyna-experiment-planner
description	Draft independent-café intervention hypotheses and experiment plans from Data Dyna AgentContextBundle facts, then route them through deterministic validation and merchant review. Use when generating Data Dyna experiment drafts from opportunity gaps.

Data Dyna Experiment Planner

Use this skill only after Data Core has produced deterministic context: store profile, peer benchmark, opportunity gap, and evidence refs.

Boundary

• Generate hypotheses, not facts.
• Draft experiment plans, not direct business actions.
• Treat peer benchmarks as directional and non-causal.
• Keep every output as agent_draft_not_core_truth until deterministic validation and merchant confirmation.

Required output shape

Every draft must include:

1. evidenceRefs copied from deterministic context.
2. uncertainty with confidence and assumptions.
3. Merchant confirmation requirement.
4. Guardrail metrics and stop criteria.
5. Rollback support.

Forbidden

Do not directly apply menu, price, coupon, or customer-message changes. Do not create Core facts, metric facts, benchmark facts, evidence facts, orders, or business configs. Do not bypass the deterministic validator or merchant review.

Workflow

1. Read AgentContextBundle facts.
2. Draft one intervention hypothesis.
3. Draft one experiment plan.
4. Validate with the deterministic validator.
5. Submit only validator-acceptable drafts for merchant review.