Stephen Balaban

8 statements across 1 episodes · 4 bullish · 0 bearish · 1 people on the record · first statement Jun 18, 2026 by Stephen Balaban · across every show →

On the record as a speaker too: Stephen Balaban's record, appearances and statements → this page counts the times other people say the name.

Everything said about Stephen Balaban, oldest first

Jun 18, 2026
Assertion Supported
Balaban: Backwards pass accounts for two-thirds or more of training compute
“Generally speaking, when you're doing a training run, you might think that you might be some sort of split between the backwards pass and the forward pass on the model. And the backwards pass might be, let's say, two thirds or more of the compute and the forwa…”
Stephen Balaban Jun 18, 2026 ▶ 21:49 The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Jun 18, 2026
Assertion Not checkable as stated
Balaban: Depreciation is largest cost component of a GPU hour
“The largest part of that cost structure is the depreciation that is associated with that GPU hour.”
Stephen Balaban Jun 18, 2026 ▶ 17:31 The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Jun 18, 2026
Assertion Supported
Balaban: Gigawatt AI clusters require up to $45B for servers alone
“If you were to talk about the capital stack, let's say you can go back down to power generation, two to three million dollars a megawatt, two to three billion dollars a gigawatt for a power plant. The data center is between 10 and fifteen billion dollars a gig…”
Stephen Balaban Jun 18, 2026 ▶ 24:07 The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Jun 18, 2026 positive
Prediction Not checkable as stated
Balaban: Complex GPU financial securities may eventually emerge as compute matures
“I think that the, that market is starting to mature that, that, that may be an eventuality is having more complex securities that surround GPUs. But I think for right now, people are starting to realize that it's a great credit investment and that's what's cha…”
Stephen Balaban Jun 18, 2026 ▶ 43:30 The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Jun 18, 2026
Assertion Supported
Balaban: Practically no new US data centers use evaporative cooling
“Practically no new builds in the United States are using evaporative cooling for doing the, these closed loop direct to chip liquid cooling systems.”
Stephen Balaban Jun 18, 2026 ▶ 14:06 The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Jun 18, 2026 bullish
Prediction Not checkable as stated
Balaban: Everyone in the US will eventually require at least one GPU
“I believe that in the future, everybody in the United States will need the computational power of one GPU or more to just do their daily work You know, enjoy life, whether it's getting access, whether it's getting entertained, whether it's being productive, wh…”
Stephen Balaban Jun 18, 2026 ▶ 1:11:18 The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Jun 18, 2026 bullish
Prediction Not checkable as stated
Balaban does not foresee model disruptions causing compute demand to decline
“So I don't really foresee a very likely outcome where we have this huge model disruption that would cause a decline in the demand for compute.”
Stephen Balaban Jun 18, 2026 ▶ 10:33 The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Jun 18, 2026 positive
Prediction Not 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 Balaban Jun 18, 2026 ▶ 6:07 The GPU Myth: State of AI Compute 2026 | Stephen Balaban
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 400 conversations transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.