U0026 Epistemic Experiment Design Generator

Epistemic Experiment Design Generator

Why This Skill Exists

We need this skill because decisions drift when claims are accepted without verification. This specific skill converts unknowns into testable learning loops.

When To Use

Use this skill when the request explicitly needs "Epistemic Experiment Design Generator" outcomes in the Truth-Seeking and Epistemics domain.

Step-by-Step Implementation Guide

1. Define the scope and success metrics for Epistemic Experiment Design Generator, including at least three measurable KPIs tied to false certainty and unverified assumptions.
2. Design and version the input/output contract for claims, evidence, and confidence traces, 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.