Why it matters

Ethics shapes responsible AI. Understanding shapes ethical culture.

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The architecture

Principles: benefit + no harm + human autonomy + fairness + transparency.

AI ethics pillarsPrinciples5 core categoriesGovernanceprocesses + oversightCultureshared valuesPrinciples are aspirational; governance + culture make them actionable
Ethics framework.
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How it works end to end

Frameworks: OECD AI principles, IEEE Ethically Aligned Design, various company codes.

Governance: ethics review boards, red-teaming, external audits.

Culture: training, incentive alignment, whistleblower protection.