From Whom Does AI Learn Its Way Of Seeing The World
From Whom Does AI Learn Its Way Of Seeing The World
Publish Date: 2026-05-27 05:19:00
Source Domain: www.forbes.com
Andy Shauf Concert Poster.. Venue: Tour of Rome
Sabrina Gabrielli
What artificial intelligence lacks, and what few if any benchmarks truly formalize or meaningfully penalize, is integrity.
While others are racing toward more artificial intelligence within artificial intelligence itself, the real challenge of our era is the race toward more Artificial Integrity over intelligence.
What intelligence alone lacks.
Three dimensions constitute Artificial Integrity: ethical integrity, moral integrity, and social integrity.
Ethical integrity asks what AI should pursue. It concerns the alignment between optimization goals, human flourishing, fundamental rights, long-term societal resilience, and the prevention of harmful externalities created by short-term efficiency or engagement incentives. Ethical integrity requires that AI objectives remain compatible with human autonomy, psychological well-being, environmental sustainability, and democratic stability.
A familiar example is a social media recommendation system optimized exclusively for attention maximization. Such a system may increase engagement metrics while simultaneously amplifying addiction, polarization, anxiety, and misinformation. The system remains teleologically efficient but ethically misaligned.
Moral integrity asks how AI recognizes human beings and reality. It concerns the preservation of human dignity, irreducibility, contextual complexity, vulnerability, and agency against reductive computational representations that transform persons into profiles, probabilities, behavioral scores, or predictable categories. Moral integrity requires that AI systems acknowledge the limits of abstraction and avoid treating human beings merely as manipulable data structures.
We can see this in an AI hiring system that reduces candidates to productivity indicators, personality scores, or résumé keywords. Such a system may systematically ignore personal trajectories, adversity overcome, moral character, or contextual…
