Josh Purtell: Formalized DL theory could revolutionize the whole LLM stack

JoshPurtell · x · 2026-11-15

Josh Purtell argues that once a formalized science of deep learning exists, nearly every part of the LLM stack — architecture, pre-training, interpretability, RL limits/convergence — could be revolutionized. Unlike math, where LLMs must push the human frontier of abstraction, DL can transfer meta-strategies from physics and math to systematize theory.

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