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Frontier AI Art Appraisal Test Reveals Gap

Experiment tested 4 frontier multimodal models on valuing 15 paintings worth $1.46B using image-only or image + metadata. Found 'recognition vs commitment gap': models recognize art visually but hesitate on valuation without text. Gemini 3.1 Pro led both settings; GPT-5.4 surged with metadata.

Reddit r/MachineLearningCommunityApr 16#multimodal#vision#evaluation
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Cybersecurity Must Protect Physical Reality

As industrial systems, infrastructure, robots, and AI agents gain the ability to change physical conditions, cybersecurity must protect actions and outcomes—not only data and access. The article argues that future defenses need to evaluate whether an authorized action is appropriate for the current environment, state, and safety boundaries.