U0786 Cultural Experiment Design Generator

Cultural Experiment Design Generator

Why This Skill Exists

We need this skill because global utility requires language and cultural context fidelity. This specific skill converts unknowns into testable learning loops.

When To Use

Use this skill when the request explicitly needs "Cultural Experiment Design Generator" outcomes in the Multilingual and Cultural Adaptation domain.

Step-by-Step Implementation Guide

1. Define the scope and success metrics for Cultural Experiment Design Generator, including at least three measurable KPIs tied to context mismatch and exclusion.
2. Design and version the input/output contract for language variants, cultural norms, and local preferences, then add schema validation and failure-mode handling.
3. Implement the core capability using hypothesis-driven design, and produce experiment plans with deterministic scoring.
4. Integrate the skill into swarm orchestration: task routing, approval gates, retry strategy, and rollback controls.