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▶ 6:52 · $UNCONVENTIONAL-AI · Unconventional AI targets 1000x power efficiency with dynamical computing
episode briefing
All-In Podcast

Naveen Rao: 4D Computing, AI's Energy Wall & Beating Biology

2026-09-21 · 2 company · 0 thematic
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2 bull0 bear0 neu
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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
“today we sort of think about it, oops, we kind of think about it as I get I get a a power contract, and I need to monetize every watt. And simply put, our business case is pretty easy. We're going to monetize that 1,000x better than existi…”
—naveen rao
now playing · $UNCONVENTIONAL-AI
$UNCONVENTIONAL-AIbullish· highnaveen rao
Unconventional AI aims for 1000x power efficiency in AI compute
Unconventional AI's dynamical computer architecture integrates compute and memory to eliminate data movement, targeting 1000x power efficiency to enable ubiquitous AI compute and…
$UNCONVENTIONAL-AIbullish· highnaveen rao
Unconventional AI targets 1000x power efficiency with dynamical computing
The company is rethinking computer architecture from first principles by unifying compute and memory into a dynamical system, aiming for 1000x power efficiency within 3.5 years. T…