$NVDA · Nvidia GPU racks become commodity infrastructure; inference providers need differentiated silicon for margins

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Inference 101: SambaNova CEO Rodrigo Liang

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Nvidia GPU racks become commodity infrastructure; inference providers need differentiated silicon for margins

2026-07-17 · 5 company · 6 thematic

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rodrigo liang

32-year semiconductor veteran. Founded SambaNova in 2017 to build reconfigurable dataflow accelerators for AI. Led company through six chip tape-outs (SN10-SN50) and $2.5B total fundraising, most recently $1B at $11B valuation led by General Atlantic.

quote

“Instead of a 130 140 kilowatt rack of Nvidia GPU, we were outperforming them with a 10 kilowatt SM40 rack... People forget as much as Nvidia costs is commodity. Right. Because what you offer is the same as what your neighbor offers... your…”

—rodrigo liang

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