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

Bright editorial cover of AlphaEvolve’s 67-problem breakthrough in AI mathematics with code, spheres, and a bold headline.

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

Nested Learning: Inside Google’s New Paradigm For Self-Improving AI

Researcher in a bright lab presenting multi-tempo memory clocks that explain Nested Learning for self-improving AI.

Nested Learning: Inside Google’s New Paradigm For Self Improving AI Introduction If today’s large language models feel like brilliant students with short memories, you’re not imagining it. They ace the test they trained for, then struggle to integrate new knowledge without overwriting what they already know. The field even has a name for this failure … Read more

AI News November 8 2025: The Weekly Pulse And Pattern

Feature cover for AI News November 8 2025 showing compute, research, and policy signals in a clean editorial collage.

AI News November 8 2025: The Weekly Pulse And Pattern Introduction This week’s cycle felt like watching a chess board wake up. Companies moved compute like queens, research labs opened new lanes in reasoning, and policymakers stared down safety gaps that are no longer theoretical. If you care about how intelligence gets built, deployed, and … Read more