Data science
fromInfoWorld
5 hours agoWhy world models are AI's next frontier
World models learn the physical world, providing the common sense AI needs to achieve artificial general intelligence (AGI).
Paul Churchland is a naturalistic philosopher who has written widely on philosophy of science, philosophy of mind, epistemology, and philosophy of language. His primary focus has been on the neurosciences, particularly engaging with insights from artificial neural networks since 1986.
Next-word pretraining creates statistical pressure toward hallucination, even with idealized error-free data. Facts lacking repeated support in training data yield unavoidable errors, while recurring regularities do not.
DeepSeek V4 Pro has a total of 1.6 trillion parameters, making it the biggest open-weight model available, outstripping competitors like Moonshot AI's Kimi K 2.6 and MiniMax's M1.
"Snowflake gives customers one place to bring their data together, connect the systems they rely on, and turn AI into something that actually helps teams get work done," says Baris Gultekin, VP of AI at Snowflake.
I am a worrier, and have been for most of my life. At some point, someone dear and smart teased me that I worry about the wrong things. The things that hit me, she noted, were never the things I worried about. For a while that left me feeling like an incompetent worrier-until my research caught up. I realized that the things I worry about often don't end up hurting me precisely because worrying helps me diffuse them ahead of time.
Frontier AI systems are simply not reliable enough to operate without human oversight in high-stakes physical environments. The Pentagon's demand was, in structural terms, a demand to eliminate the human's ability to redirect, halt, or override the system. Amodei's refusal was an insistence on maintaining State-Space Reversibility - the architectural commitment to keeping the human in the loop precisely because the system lacks the functional grounding to be trusted outside it.
A dyad has three parts, not two: Partner A, Partner B, and the relationship or agreements between them. A dyad of two experts who cannot communicate clearly will often lose to a dyad of less-skilled individuals who coordinate effectively.