source, if that's cool. Another quick demo, Ghosty, my my So in this one, I actually used our MCP and I just straight up said, "How do I can make a new First Class integration to Zendesk?" I just said use the MCP. It would probably have picked it up, but I want to make sure for this demo that it did. It ran It did chose to use our research task tool. You can see that it constructed a query. So, the agent did that based on the shape of our MCP. So, it wrote the right query. Ran that. It did effort high for reasoning. It got the data back. Then it triggered its explore agents. This is key cuz now they're exploring the right place after this research packet came in. Great research results. Did the thing. Did the thing. Wrote me a plan. So, if you look at this plan, you do not know my source. That's fair. But, if we just scan it like it found all the things that matter like registering our provider obviously. We have a factory pattern. Um I'll just pull through but like the library modules client. Like this is like one hell of a plan is the short story. And it's like pretty correct. I would probably prompt this a couple more times to get it totally right. But, at any time while it's executing, it's able to keep calling our MCP. So, typically what we see is use the engine for planning. Run execution. And then basically as you get to code review, leverage your engine again. Cuz that engine is very good at code review and it's extremely good at planning.