Red-Team Review

Identify bias, ethical, and safety risks in artifacts before release.

558|75|Updated Dec 18, 2025
One-click install
npx skills add https://github.com/winstonkoh87/Athena-Public --skill red-team-review-winstonkoh87
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Red-Team Review
Source: https://github.com/winstonkoh87/Athena-Public/tree/main/examples/skills/quality/red-team-review
Command: npx skills add https://github.com/winstonkoh87/Athena-Public --skill red-team-review-winstonkoh87

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Bias-aware adversarial review reduces risk by surfacing missed issues before release and helps ensure responsible artifacts.

Core Features & Use Cases

  • 5-phase QA protocol with severity-weighted findings.
  • Perspectives-driven bias checks and exception handling for artifacts like prompts, docs, and code.
  • Use Case: pre-release audit of product specs, marketing content, and policy documents.

Quick Start

Paste the artifact you want reviewed and initiate a red-team assessment to surface biases, gaps, and risks.

Frequently Asked Questions about Red-Team Review

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I run a bias check on documents before release?

A bias check for documents before release uses a 5-phase QA protocol to surface ethical and safety risks, applying severity-weighted findings and explicit mitigation suggestions to your pasted artifact.

What is adversarial review in quality assurance?

Adversarial review in quality assurance is a perspectives-driven assessment that identifies and surfaces bias, ethical risks, and safety gaps in artifacts like prompts, docs, and code before they ship.

Can I use red-team assessment for code and policy documents?

Yes, you can use this red-team assessment for code and policy documents, as it applies perspectives-driven bias checks and exception handling across development cycles including drafts and proposals.

How do I identify ethical risks in product specs?

To identify ethical risks in product specs, apply a 5-phase QA protocol that delivers severity-weighted findings and explicit mitigation suggestions for responsible artifact release.

What is the best way to audit marketing content for bias?

The best way to audit marketing content for bias is through an adversarial review that applies severity-weighted findings and perspectives-driven checks to surface missed issues before publication.

When do I need a pre-release risk assessment for artifacts?

You need a pre-release risk assessment for artifacts when you want to ensure responsible outputs by reducing risk and surfacing missed bias, ethical, and safety issues before shipping.