Brain Has ~150 Trillion Synapses vs ~10 Trillion Parameters in Frontier Models

chris_j_paxton · x · 2026-10-31

Researcher chrisjpaxton offers a back-of-envelope scale comparison: the human brain has roughly 150 trillion synapses (excluding the cerebellum), while top frontier models sit around 10 trillion parameters — only about an order of magnitude apart. He argues the gap may be even smaller if you restrict the comparison to brain regions with a clear LLM equivalent, like language and reasoning circuits.

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