Blog Posts | Joshua Berkowitz

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AI reasoning ×

Small Models, Big Solutions: How MIT's DisCIPL Framework Is Revolutionizing AI Reasoning

Large language models (LLMs) like ChatGPT often capture headlines for their advanced abilities, but they can stumble when it comes to challenging reasoning tasks that demand strict rule-following. At ...

AI reasoning collaborative AI constraint solving efficiency language models LLMs machine learning MIT CSAIL

Dec 20, 2025

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PRefLexOR: Teaching AI to Reason Like Scientists

Imagine an AI that doesn't just provide fast answers but engages in deep, reflective reasoning—constantly refining its understanding the way a dedicated scientist would. PRefLexOR, a novel framework f...

AI reasoning knowledge graphs language models preference optimization recursive modeling reinforcement learning scientific discovery

Jun 30, 2025

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