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Zero Data, Superhuman Code: A New AI Paradigm Emerges—and It Has an “Uh-Oh Moment”

The relentless march of AI capabilities continues, driven largely by ever-larger models and increasingly sophisticated training methods. For large language models (LLMs), Reinforcement Learning with Verifiable Rewards (RLVR) has emerged as a powerful technique, allowing models to learn directly from outcome-based feedback rather than just mimicking human-provided steps. Recent variants have pushed towards a "zero"...

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What is reinforcement learning? An AI researcher explains a key method of teaching machines – and how it relates to training your dog

Understanding intelligence and creating intelligent machines are grand scientific challenges of our times. The ability to learn from experience is a cornerstone of intelligence for machines and living beings alike. In a remarkably prescient 1948 report, Alan Turing – the father of modern computer science – proposed the construction of machines that display intelligent behavior....

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