“Existential risk” – Why scientists are racing to define consciousness

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Scientists warn that rapid advances in AI and neurotechnology are outpacing our understanding of consciousness, creating serious ethical risks. New research argues that developing scientific tests for awareness could transform medicine, animal welfare, law, and AI development. But identifying consciousness in machines, brain organoids, or patients could also force society to rethink responsibility, rights, and …

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Geometry behind how AI agents learn revealed

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A new study from the University at Albany shows that artificial intelligence systems may organize information in far more intricate ways than previously thought. The study, “Exploring the Stratified Space Structure of an RL Game with the Volume Growth Transform,” has been published online through arXiv.

Self-Supervised Learning with Gaussian Processes

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Self supervised learning (SSL) is a machine learning paradigm where models learn to understand the underlying structure of data without explicit supervision from labeled samples. The acquired representations from SSL have demonstrated useful for many downstream tasks including clustering, and linear classification, etc. To ensure smoothness of the representation space, most SSL methods rely on …

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Say what’s on your mind, and AI can tell what kind of person you are

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If you say a few words, generative AI will understand who you are—maybe even better than your close family and friends. A new University of Michigan study found that widely available generative AI models (e.g., ChatGPT, Claude, LLaMa) can predict personality, key behaviors and daily emotions as or even more accurately than those closest to …

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End-of-January LTX-2 Drop: More Control, Faster Iteration

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We just shipped a new LTX-2 drop focused on one thing: making video generation easier to iterate on without killing VRAM, consistency, or sync. If you’ve been frustrated by LTX because prompt iteration was slow or outputs felt brittle, this update is aimed directly at that. Here’s the highlights, the full details are here. What’s …

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How Palantir AIP Accelerates Data Migration

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The Octopus Model for Enterprise Transformation Enterprise data migration can be among the most costly, complex, and time-consuming endeavors organizations undertake — but it doesn’t have to be. Traditional migrations require coordinating consultants alongside separated internal business and technology teams to unlock the potential of data stored in brittle ERP system, customized SAP legacy instances, or even …

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