Blog Posts | Joshua Berkowitz

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How DiscoRL Is Changing the Rules: AI That Discovers Its Own Learning Algorithms

What if artificial intelligence could not only learn from experience but also invent the very rules that govern its learning, outpacing even the best human-crafted algorithms? Google DeepMind has take...

AI research algorithm discovery automation DeepMind generalization meta-learning neural networks reinforcement learning

Dec 9, 2025

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Is In-Context Learning - Learning? Evidence From 1.89M Predictions

In-context learning (ICL) is the claim that an autoregressive large language model can learn a task from a handful of examples in its prompt, then generalize without updating weights. The paper Is In-...

chain-of-thought formal languages generalization ICL in-context learning OOD prompting

Nov 1, 2025

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Revolutionizing AI Reasoning: Microsoft Research's Breakthroughs for Language Models

Artificial intelligence is advancing at a remarkable pace, but its true leap lies in enhancing reasoning skills. Microsoft Research is at the forefront, developing innovative approaches that emp...

AI research formal methods generalization language models machine learning mathematics reasoning symbolic reasoning

Jun 28, 2025

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