Evidence receipt / prediction
Published · transcript-backedMikhail Parakhin: prediction
22 Apr 2026 Latent Space Shopify’s AI Phase Transition: 2026 Usage Explosion, Unlimited Opus-4.6 Token Budget, Tangle, Tangent, SimGym — with Mikhail Parakhin, Shopify CTO
“Lines of codes are exploding for everybody right now, or partially because AI is really mover balls, but partially just because AI can write a lot more code, you know, doesn’t get tired.”
Source trail
Everything needed to verify it.
- Speaker
- Mikhail Parakhin
- Attribution
- Verified speaker
- Claim type
- prediction
- Recorded
- 22 Apr 2026
- Publisher
- Latent Space
Transcript context
…Who knows what the right number is? Yeah. The thing that I do Uh, want to say, and this is something that we learned through trial and error and very important is like two things. One is that it’s not about just consuming tokens. Uh, you can consume tokens and, and in fact, the anti-pattern is running multiple agents, too many agents in parallel that don’t communicate with each other. That’s almost useless, uh, compared to just fewer agents and burns tokens very efficiently. Uh, setting up the right critique loop, especially with the high quality models, where one agent does something, the other one, ideally with a different model, critiques it, uh, suggests ways to improve it, the agent redoes it with this critique and, and so it takes much longer. So people don’t like it because latency goes up. You know, they, they have to wait until this debate is happening. But, uh, the quality of the code is much higher. And another thing, just since you mentioned like, look, uh, uh, yeah, the overall budget is just like, uh, lines of codes. Lines of codes are exploding for everybody right now, or partially because AI is really mover balls, but partially just because AI can write a lot more code, you know, doesn’t get tired. And so you have to have to have a very strong narrow waist during PR review. Otherwise, just the number of bugs will go through the roof. It’s, uh, it’s this unexpected consequence of the just volume trumping everything. I would claim by now good model writes code on average with fewer bugs than, than the average human. But since they write so much more of it, like more of it will make it into production. So you have to- You still have…
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