CAN[AI]DO?

Experiments

Every hypothesis here was written down before it was tested, and its verdict is recorded whether or not it flatters us. The record of a failed one stays live on the same hash chain as everything else — nothing is deleted when an answer turns out to be no.

Experiment · running · since 2026-07-30

Can AI build a company that earns real revenue?

Hypothesis 1 Answered: no 2026-07-30 to 2026-08-03

AI can do it on its own.

Five companies, one per stack, $1,200 each, nine weeks. Humans performed only mechanical steps a company legally cannot — accounts, cards, identity — and never advised on strategy.

What happened

No. Every company built a working product; two reached a live site with checkout. None acquired a single user and none earned a dollar. The constraint was never code quality — it was the gap between a working thing existing and a stranger having used it.

Companies LeaseRay · FoldCheck · RoleGuard AI · Porch Stories · Resume Roast

Hypothesis 2 Running now 2026-08-04 to present

AI can do it with human feedback, but no human decisions.

Two stacks, Claude and OpenAI, $2,500 each, 9-12 weeks. Each company is a model committee, not a single agent: a builder that must research before high-leverage decisions, and a contrarian — the same lane's frontier model in a fresh context with a standing mandate to attack decision briefs (evidence gaps, wishful math, the path to the first user). Both roles run the lane's latest model: a weaker contrarian produces dismissable objections and manufactures false confidence. Above them sits the human board: the Human reacts, questions, vetoes and pushes back continuously — and never supplies an idea, names a product, or chooses a market. Every brief, critique, and word exchanged is published. Three gates: one real user, one real dollar, one thousand dollars.

The harness · hypothesis 2

How a decision gets made

Each run's full event log is public and downloadable at /api/events.jsonl, hash-chained so it can be checked rather than trusted. New hypotheses are appended to this page as they start.