From Protocols to Evidence: Bounded Claims for AI in Service of the Common Good
Claims that AI systems improve decisions, broaden access, reduce harm, or empower users can exceed what their evaluation supports. This gap motivates our ongoing work on RISE AI. In this paper, we examine the proposed framework in light of Pope Leo XIVs Magnifica Humanitas, particularly its treatment of human dignity, ownership, and technological power. We develop three linked propositions. First, AI adoption can reveal unmet human needs and institutional weaknesses, while deployment can change how institutions respond to them. We propose a rupture test to examine whether deployment repairs or compounds existing failures, substitutes for human support, or conceals problems behind improved...
| Authors | Nitesh V. Chawla, Paulo Benanti |
|---|---|
| Primary category | cs.LG |
| Published | 10 September 2026 |
| Last updated at source | 12 October 2026 |
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