But the origin is personal: my daughter Bettina. Watching what AI could and couldn't do for her - and how confidently it hallucinated the things that mattered most - is why I started measuring where LLMs fail instead of trusting vendor claims. Atrakta exists because a father needed to know what an AI system could actually be relied on. Everything in this project is built the way you build something for someone you love: preregistered protocols, sealed evidence (HMAC custody), blind judges, and published negative results - including rejecting our own steering round.

Production record: 2,002 adversarial attacks survived across 85 vectors, 0% cross-tenant leakage, 96% containment, 0 false blocks on 585 legitimate queries, 1.9ms p99. 155 lab documents. atrakta.ia.br