AI products

I am, like, working harder than I ever have because I have all these agents, and they, like, they need stuff from me. And I'm constantly, like and I'm doing building things that I always wanted to build, but just never had the time to.

on like 10% of the users, I would randomly test parameters and then I would see if they would, because you can favor the photo or you can download it, I would measure if they favor it or like the photo. And then I would A/B test

if you look at the photorealistic models that people use now, there’s still core of porn there, of naked people. So I need to prompt out, and everybody needs to do this with AI startups, with imaging, you need to prompt out the naked stuff.

if you think about an MCP gateway as a way to easily control and scale access to MCP servers, especially within you're in a cloud, I guess, platform. So we may have, like, 30 or 40 MCP servers that we run

let's just assume you're gonna have not Internet limited or no Internet access.

We give you two out of three rights. Agentic systems can access sensitive information, it can execute code, and it can communicate externally. We could keep things safe if we gave you two out of those three capabilities at any time, but not all three.

if you just eyeball the rate at which these capabilities are increasing, it does make you think that we’ll get there by 2026 or 2027. Again, lots of things could derail it. We could run out of data. We might not be able to scale clusters as much as we want.

we don’t program, we don’t make them, we grow them. We have these neural network architectures that we design and we have these loss objectives that we create. And the neural network architecture, it’s kind of like a scaffold that the circuits grow on.

if we get something in place that’s poorly targeted, that wastes a bunch of people’s time, what’s going to happen is people are going to say, “See, these safety risks, this is nonsense. I just had to hire 10 lawyers to fill out all these forms.