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Ethical-AI Interface Architecture: Designing Trustworthy Systems That Scale Without Harm

Algorithms don’t have ethics; systems do. Ethical-AI Integration isn’t a policy appendix—it’s load-bearing architecture. When AI becomes part of your creative and operational stack, you’re not just adding speed; you’re altering cognition, authorship, and power. The question isn’t whether AI can help you scale. It’s whether your interface with AI preserves truth, consent, and dignity […]

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