Bias Prevention Skill

What problem does it solve?

This skill prevents AI analysis pitfalls in OSS evaluations by enforcing a comprehensive 12-pitfall framework, ensuring objective, verifiable, and defensible results.

Core Features & Use Cases

• Enforces 12 pitfall prevention rules across all evaluation phases to minimize stale knowledge, bias, and marketing language.
• Provides explicit OSS/[PAID] annotations and rigorous feature verification to reduce conflation and misrepresentation.
• Use Case: During an OSS framework evaluation, apply the bias-prevention rules to ensure each metric is verified via current data and documented with sources.

Quick Start

Run the bias-prevention checks automatically in every phase; no manual setup required.