I have written a lot about reasoning models here over the last two years on Ahead of AI, including a recent article on mechanisms to control reasoning effort levels in contemporary LLMs. Reasoning models are still as relevant as ever. In fact, almost all current-generation LLMs today are reasoning models or offer a reasoning mode.For those who are interested in how reasoning models work, including inference scaling, reinforcement learning, and distillation, I wrote my recent Build Reasoning Model (From Scratch), which implements these from the ground up in PyTorch, which, in my experience, is still the best way to understand and learn how things really work.Now, in the last few months, I also sat down and recorded accompanying lectures I...
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