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AI Foundation Certs

GenAI & Foundation Models

Responsible AI & Governance

7 min+60 XPStep 1/9

The responsible-AI checklist

Every entry cert devotes a section to responsible AI. The recurring principles:

  • Fairness — works equitably across groups, not just on average
  • Transparency — you can explain when and why the AI is used
  • Privacy — personal data is protected, minimized, and consented
  • Accountability — a human is answerable for what the system does
  • Safety — tested against misuse, errors, and foreseeable harm

The exams test these as scenario judgments, not definitions — 'which principle is violated when…'

insight

Memory hook: **F-T-P-A-S** — Fairness, Transparency, Privacy, Accountability, Safety. Any entry exam's responsible-AI questions live inside those five.