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Attestation Deficit: New Research Reveals Critical Gap in AI Governance as Enterprise Adoption Reaches 78%

A new arXiv study identifies the 'attestation deficit' — a structural gap where 78% of organizations using AI have governance policies but cannot produce auditable, tamper-evident proof of enforcement. Drawing on the Stanford 2026 AI Index Report and IBM/Ponemon 2026 Cost of a Data Breach study, the research shows this leaves companies vulnerable to regulatory penalties and data breaches averaging USD 4.99 million.

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HypoKG: Evidence-Disciplined Biomedical Hypothesis Generation Beyond Endpoint Knowledge

Researchers created HypoKG, an AI system that generates biomedical hypotheses grounded in real scientific evidence by combining three major biological databases (KEGG, Rhea, UniProt) into a unified knowledge graph. The system produced 13,200 hypotheses from six LLMs under four conditions, testing whether models truly reason from evidence or just produce convincing-sounding ideas.

via ArXiv cs.CL#AI#Research#Evidence