Stephen Balaban is co-founder and CTO of Lambda. He pushes back against critics who argue that AI GPUs rapidly become obsolete and must be discarded within three to five years.
“The usable life is longer than the accounting depreciation schedule. And what really matters is the economic usable life. And so what we're starting to see is that like the people who are the naysayers, oh, this is going to be, you're going to throw these GPUs out in five years are completely wrong. They're completely wrong. And they've been wrong the entire time.”
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More from Stephen Balaban
AssertionNot checkable as stated
Balaban: AI scaling laws show no signs of hitting a limit
“The part of which makes me feel so confident that there's going to continue to be demand is that we continue to see no end to the scaling laws, which are like the underlying idea that you put more compute in and you get better intelligence levels out of your m…”
Stephen BalabanJun 18, 2026▶ 8:07The GPU Myth: State of AI Compute 2026 | Stephen Balaban
AssertionNot checkable as stated
Balaban: Only xAI and Lambda execute high-velocity AI compute deployments
“There's two people in the world that can, and two companies in the world that can do high velocity deployments, SpaceX AI and Lambda”
Stephen BalabanJun 18, 2026▶ 57:02The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Opinion
Balaban: AI cloud compute is not a commodity service
“The big thing is that cloud compute is not a commodity service. It is a very complicated, highly vertically integrated type of service that spans everything from land, land entitlement, Construction, HPC, high performance computing design, software, virtualiza…”
Stephen BalabanJun 18, 2026▶ 1:50The GPU Myth: State of AI Compute 2026 | Stephen Balaban
PredictionNot checkable as stated
Balaban predicts the neocloud market will support multiple large players
“I think it's absolutely room for multiple very large players, just like the traditional cloud business has shown that there's room for multiple large winners and multiple large players.”
Stephen BalabanJun 18, 2026▶ 6:07The GPU Myth: State of AI Compute 2026 | Stephen Balaban
AssertionNot checkable as stated
Balaban: The AI industry continues to underbuild compute infrastructure
“Well, I think that we continue to be generally under building.”
Stephen BalabanJun 18, 2026▶ 7:01The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Opinion
Balaban: NVIDIA's real software moat is cuDNN, not just CUDA
“One of the big moats they've got is just The QDNN stack. It's not just CUDA. It's, you know, CUDA is sure. That's like the water we all swim, but like CUDNN has got so many, you know, matrix multiplication, routine optimizations baked into it.”
Stephen BalabanJun 18, 2026▶ 27:03The GPU Myth: State of AI Compute 2026 | Stephen Balaban
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