Task 3.4: Implement Responsible AI Principles
This folder covers the customer-visible and organization-visible behaviors that make MangaAssist trustworthy beyond pure security. The emphasis is on transparency, fairness, and policy-compliant behavior in day-to-day use.
Included Skills
| Skill | File | Focus |
|---|---|---|
| 3.4.1 | 01-transparent-ai-systems.md | Evidence, confidence, and understandable explanations |
| 3.4.2 | 02-fairness-evaluations.md | Systematic bias and disparity testing for FM outputs |
| 3.4.3 | 03-policy-compliant-ai-systems.md | Runtime and release-time enforcement of responsible AI policy |
Responsible AI Themes
- Transparency without leakage: show evidence and confidence, not hidden chain-of-thought.
- Fairness as a measurement problem: define slices, evaluate them, and watch drift over time.
- Policy as executable control: encode policies in guardrails, validators, and release checks.