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▶ 6:38 · $NVDA · Why the Brain Computes 1,000,000x More Efficiently Than A GPU: Unconventional AI's Naveen Rao
episode briefing
Sequoia Capital

Why the Brain Computes 1,000,000x More Efficiently Than A GPU: Unconventional AI's Naveen Rao

2026-05-06 · 2 company · 3 thematic
sentiment
1 bull0 bear1 neu
speakers
naveen rao

Neuroscientist and computer architect with 30 years experience; PhD in neuroscience; founded one of the first AI chip companies (Nervana, acquired by Intel); ran Mosaic ML (acquired by Databricks); built Databricks' AI platform; now building Unconventional AI to commercialize neuromorphic dynamical computing.

quote
“Nvidia of course has owned that market and continue to push the envelope. But if you look at the power efficiency numbers, actual power efficiency of delivering an FP8 flop for instance, it's not that much better. Costs have gotten better…”
—naveen rao
now playing · $NVDA
$NVDA···neutral· mediumnaveen rao
Nvidia's GPU power efficiency gains have stalled at incremental levels despite manufacturing improvements
While Nvidia dominates the matrix math accelerator market, the actual energy per flop with memory access has not meaningfully improved — only costs have dropped due to better manu…
$UNCONVENTIONAL-AIbullish· high· posnaveen rao
Naveen Rao's Unconventional AI builds neuromorphic chip prototype in 6 months using dynamical systems
Unconventional AI is developing a non-von Neumann computing architecture based on nonlinear dynamics and oscillatory coupling, achieving 1000x+ energy efficiency gains over GPUs b…