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What is Applied Autonomy

Vin VadoothkerVin Vadoothker
June 23, 20261 min read

We build the parts of AI nobody screenshots. The agent that grabs the wrong tool. Data that went stale Tuesday and quietly poisoned everything downstream by Thursday. The failures that don't throw an error, they just return something plausible and wrong, and you find out a week later.

You don't learn to see those coming from a thread. You ship something, watch it break in a way you didn't predict, and sit with why.

Do that enough and something shifts. You start calling where this goes before the consensus forms. You stop asking whether an approach is allowed and start arguing about whether it's right.

That's who Applied Autonomy is for. People who've already put systems in front of real users and watched what happened.

Here's how it works. We get in a room. Dinners, talks, whatever gets the right people in front of each other. The point is the conversation that happens when builders who've shipped real systems say what they actually think is coming. And we back each other's bets early.

We keep it small. The rooms that decide how things get built are always small, and they form before the rest of the world is looking. We'd rather be in that room now than write about it in five years.

If you've shipped the thing and you're tired of keeping your opinions to yourself, apply.