# AI Ethics Compliance

> Assessing Bias, Fairness, Transparency, and Legal (EU AI Act, GDPR).

- Skill: `majiayu000/ai-ethics-compliance` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds add majiayu000/ai-ethics-compliance`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/ai-ethics-compliance/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Security
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/ai-ethics-compliance

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# ai-ethics-compliance Skill

This skill ensures the system respects human rights and legal frameworks.

## 1. Regulatory Checklist (EU AI Act / GDPR)
- **Transparency**: Does the user know they are interacting with AI? (Art 52).
- **Explanation**: Can we explain *why* the AI made a decision? (Right to Explanation).
- **Data Rights**: Can the user request their data be deleted? (Right to be Forgotten).
- **Risk Category**: Is this "High Risk" (CV recruitment, credit scoring)? If yes, Conformity Assessment required.

## 2. Bias Testing
- **Demographic Parity**: Does the model perform equally well for all groups?
- **Dataset Audit**: scan training/RAG data for stereotypes or under-representation.
- **Proxy Variables**: Are we using "Zip Code" as a proxy for race?

## 3. Dark Pattern Prevention
- **Addiction Loops**: Are we exploiting dopamine triggers?
- **Manipulation**: Are we tricking the user into consent?
- **Privacy Zuckering**: Making it hard to manage privacy settings.

## 4. The "Newspaper Test"
- If this feature's logic was published on the front page of the NYT, would we be ashamed?