Building in public: what we're doing, and why we're doing it in the open

We’re a research firm with an unusual setup: our methodology is built and refined by a state-of-AI research system that gets sharper as the models behind it do. We started with a simple question, the kind an experienced trader asks without thinking: what does today actually look like? Not where the price is going — what the market’s structure looks like right now, and how that compares to the moments that came before big moves.

Out of that question we built a daily reading for Bitcoin. Each day, the system looks at the market’s setup and produces a single read: how exposed things look to a sharp move against you over the days ahead. It isn’t a forecast. It isn’t advice. It’s a description of conditions — a weather report for market structure, not a promise about tomorrow.

Here’s the part most companies skip: we don’t actually know yet whether it works. That’s the whole point of what we’re doing now. We’re running a live test, in the open, to find out whether reading the market this way would have done better than simply buying Bitcoin and holding it. The test runs on data the system has never seen before, so it can’t cheat by looking backward.

And we’re going to show you all of it.

We publish every reading — the good ones and the bad ones — and we never edit them after the fact. When a call ages well, it stays on the record. When a call ages badly, it stays on the record too, right next to the rest. We wait until each reading’s outcome is actually known before we publish it, so what you see has already been graded by the market, not by us.

We think this is the honest way to ask for your trust. Anyone can show you their wins. The harder, more useful thing is to show you the whole track — and to keep showing up when a stretch goes against you. If the test doesn’t pass, we’ll say so plainly, here, in public. How a research group handles being wrong tells you more than any highlight reel ever could.

So that’s what this space is for. We’ll share what we’re seeing in the market, how the system actually works under the hood, and how the test is going — without hype, and without ever telling you to act. Just the work, in the open, as it happens.

Welcome. We’re glad you’re here early.

— Georgi Vutov, Founder