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Dan Balsam: belief

8 Aug 2026 The Cognitive Revolution Thinking in Silico: Goodfire CTO Dan Balsam on Concept Manifolds & a $1000/Month ML Research Agent

“Our goal is to get that to be, like, 10 to 20 even in the next month or two, which I think be a really great place to be.”

— Dan Balsam

Source trail

Everything needed to verify it.

Speaker
Dan Balsam
Attribution
Verified speaker
Claim type
belief
Recorded
8 Aug 2026
Publisher
The Cognitive Revolution

Transcript context

…pool the same way that any of the subscription models with the models are are credit pools that you pulled out from. But what the thousand dollar a month subscription lets us do is it's a pretty generous credit pool. It's a credit pool that should allow someone to run at the current price somewhere between, like, five to 10 autonomous experiments a week, and then we refresh that weekly. It depends on, like, sort of the scale of the experiment. Our goal is to get that to be, like, 10 to 20 even in the next month or two, which I think be a really great place to be. But, yeah, fundamentally, it's a good deal on on tokens, and it can also be exchanged for GPUs. Gotcha. Okay.…

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