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Orchestrating thousands of agents is a new form of test-time compute, a fourth lever alongside network size, training data and training flops.

Drawn from what Boris Cherny said

What these subjects mean

scaling laws Whether more compute keeps buying more capability, and where the curve now bends -- pre-training, post-training, test-time.

AI agents Agents beyond the editor: software that acts on your behalf, and what independence it should be given.

What Boris Cherny actually said

  1. Boris Cherny Creator of Claude Code at Anthropic
    Like this is actually like a new form of test time compute. Like when we talk about the scaling laws and kind of we talk about the model getting more intelligent over time, historically, it's been a function of the size of the neural net, the amount of training data, and the number of flops that you put in to the training. And then recently, we also added test time compute. So this is essentially a fancy way a researcher way of saying how many tokens does it generate. And now dynamic workflows are essentially a new way to orchestrate test time compute.

    Watch from 26:55 plays here

    ↗Boris Cherny: We Cut 80% of Claude Code's Promptyoutube.com

    27 Jul 2026 · video · 35m · spoken · machine transcript

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