
Kyle Cesmat
Engineering Manager for Agent Experience at Coinbase, leading AI tools and agentic workflows for developer experience.
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Jul 20, 2026
How Coinbase cut AI inference costs by half while tokens went up | Kyle Cesmat, Coinbase
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7:56AmeyaHOST
So like especially the auto routing piece, right? So when I'm selecting it, I'm selecting it, right? But as an engineer, if I don't select it, like outside of in Cloud Core or outside of Cursor essentially, like where is the actual routing happening here?

Kyle CesmatGUEST
I'm a firm believer that I think harnesses should dictate to some degree the model routing, model behavior.

Kyle CesmatGUEST
And quite honestly, as we're designing our harnesses, we're trying to make them more geared towards discrete tasks.

Kyle CesmatGUEST
So you'll have kind of an orchestrator agent that will, you know, run a discrete task, like a fixed CI task, for example.
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12:19AmeyaHOST
What are the actual use cases in practice? What actually happens in cloud harness? How much of an elaborate setup that is? What kind of tasks can be delegated to those relatively safely? So tell me what works great, what kind of is okay, and what kind of doesn't work.