Anatoli Cholakov.

I'm a SaaS founder building products the AI-native way: agents write, review and test most of the code, and I design the systems and the guardrails around them. Not as a demo. It's the everyday method behind everything on this site.

The factory holds more products than I talk about. These are the three I build fully in the open. Stayblox is a property-management platform for independent hosts and hotels: apps, themes, storefronts, a developer API and a mobile app on both stores. Roasproof is first-party conversion tracking that attaches browser identity to server-side orders and forwards clean signal to the ad platforms. Parsemend is error tracking where every failure ends in a pull request. It ingests errors like Sentry, then an AI agent proposes and ships fixes without your source ever leaving your machine.

They share one multi-tenant chassis, so every product makes the next one faster to build. That is the experiment I document in public: how far one founder can push a fleet of agents when the guardrails are right. Confidence gates, human stopping points, draft-PR-only policies, and benchmarks that prove which model finishes the job.

Alongside my own products I take on a few client projects: refining agent behavior, building guardrails, and making multi-step AI workflows reliable enough to ship. If that is the problem on your desk, DM me on X.

The best ways to follow along: the ship log, the newsletter on the notes page, and Instagram.