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Mikhail Parakhin: evaluation

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

“I, I think everybody right now is just trying to keep their head above the water ‘cause, ‘cause there, there’s so many PRs and then everybody’s CICD pipelines start creaking, the, the times are increasing, the number of bugs slipping by increasing, and you have to, have to clap on down.”

— Mikhail Parakhin

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Speaker
Mikhail Parakhin
Attribution
Verified speaker
Claim type
evaluation
Recorded
22 Apr 2026
Publisher
Latent Space

Transcript context

…I’m kind of curious if, like, there’s this PR mentality and, like, c-- the, the, the CICD paradigm will be changed eventually. Some people are like, obviously a lot of people want new GitHub, but I even wonder if, like, Git is the problem, right? Like, is that the bottleneck? Is the concept of a PR a bottleneck? Do you guys use stack diffs? I don’t know if, uh, that’s a, like, a merge queue stack diff type of thing. We, we use, we use Stacks, we u- we use Graphite. We worked with, uh, Graphite a lot. Uh, so we use Stack, uh, PRs. I think, uh, like that’s clearly the overall CICD in general, and the interaction with the code repository right now is the, clearly the sort of the, the main issue and the bottleneck for us, uh, and highest top of mind. I would say we probably need a different metaphor or different whole design of how to process it in new agentic world. I haven’t seen anything dramatically better yet. I, I think everybody right now is just trying to keep their head above the water ‘cause, ‘cause there, there’s so many PRs and then everybody’s CICD pipelines start creaking, the, the times are increasing, the number of bugs slipping by increasing, and you have to, have to clap on down. And so we are a little bit in this situation when we need to first stabilize that story and then start thinking, hey, what, what it could be a completely different and new world, which I haven’t... I know some people working on it. I haven’t seen something, like anything super compelling yet, but clearly the old thing were designed for humans will need to be morphed into something new. One of the thing that I, I think about is kind of like the merge conflict is basically a global mutex on the whole system, right? And in, in hu- in human organizations, we do have something like that. It’s the company standup. But like, other than that, it’s like it’s actually fitting for us to be somewhat decentralized, somewhat plugged into one stream of information source, but somewhat lossy. Like it’s okay, you know, that, that not every delivery is like atomic consistency. Like we’re not dealing with a database sometimes.…

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