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Balaban: Mass adoption of neural software will begin in 10 to 15 years

Stephen Balaban · The GPU Myth: State of AI Compute 2026 | Stephen Balaban · Jun 18, 2026 · at 1:03:22

Stephen Balaban, co-founder and CTO of Lambda, predicts the timeline for when neural software—software running directly inside an LLM rather than static compiled code—will reach mass adoption.

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“I would say that generally speaking, when I'm early on something, I tend to be about A decade to a decade and a half early. So I would say that between a decade and 15 years, we will see mass adoption beginning or otherwise happening for neural software.”

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