Reinforcement Learning AI: How Meta’s New Scaling Laws Finally Make It Predictable

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Watch or Listen on YouTube Reinforcement Learning AI: Predictive Scaling Laws for LLMs Introduction If you’ve ever tried to scale an RL run and felt like you were flying by instrument in a storm, you’re not alone. For years, Reinforcement Learning AI has delivered flashes of brilliance, then slipped into instability right when the stakes … Read more

AI Mathematics: Inside AlphaEvolve’s Landmark 67-Problem Stress Test

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AI Mathematics: AlphaEvolve’s 67-Problem Stress Test Introduction If you care about AI mathematics, this is the moment when the conversation got serious. AlphaEvolve, an evolutionary coding agent, was set loose on sixty-seven real mathematical challenges across analysis, combinatorics, geometry, and number theory. It did not just rediscover known constructions. It found new ones, tightened bounds, … Read more