Jake Cooper

speaker

1,106 appearances 1 recordings 1 series first heard May 2026 last heard 20 May

Jake Cooper’s voice in public audio — every appearance, attributed to the second.

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Recordings per month over the last 12 months — 1 in all, peaking in May 2026 with 1.

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Latent Space: The AI Engineer Podcast · Railway: The Agent-Native Cloud — Jake Cooper · 20 May 2026 podcast

They need to be able to shadow traffic.

They need to build all these other, I think we've built so much ceremony around like production is sacred, all of these other things that like we need to get to a point where it's just trivially easy to test different behaviors, right, in a safe environment.

Because then you can make those mistakes in an environment that's like safe in general, right?

So.

It's hard because then you almost need, well, for us to like determine it, like we need almost...

we'd have to hook in with like your observability infrastructure in general right this is like why we almost have the template loop on the platform is to be able to kind of roll those things out progressively where you say hey listen you know i can roll this out to like johnny vibe coder initially right or i can push a shard and you can almost like uh consume that at your own leisure and be like oh okay i'm gonna update to this specific version right or have this kind of like roll out over a period of weeks where you're pushing a new version and then it goes to

you know, 0.1% of people, 1% of people early, like whatever, and then rolls out all the way there, right?

That's the kind of like non-deterministic version control that we've kind of like talked about earlier.

So yeah, 100%, right?

And I do believe that like that's where most things should go towards because I think ultimately most companies end up building that stage rollout system in-house, right?

And it's just the same thing built again and again and again at every single one of these different companies.

So there's a massive opportunity to consolidate a lot of like developer stack.

And that's why the, you know, we talked about, yeah, we talked about, you know, the impact of that on like 3,000 people or whatever.

We start with the kind of lower impact people, like the, you know, larger companies, et cetera, on the platform, right?

Like, they're the last ultimately that should receive those kind of rollouts so that they have a version of the platform that's like deeply, deeply staked.

I have three services, so I'm sure I get the first one.

It's almost like the stacking entropy thing in general, right?

Yeah.

I think if you don't have the primitives to make iterating in production safe, it becomes very, very difficult, right?

And so if you're an observability provider and you're like, oh, here's this fix to this error, right?

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