Education, Science & Reference

Five frontier AIs ran the same company through its worst week. A Moonshot newcomer nearly beat them all — and exposed why chat demos can’t predict management skill.

A do-nothing AI manager scores 26, not 0 — and no model ever hits 100. Inside the grading philosophy of a benchmark that caps the score on a single breach of trust.

Opus 4.8 wrote 80 rules and did the deepest analysis in the field — and still finished last. A live AI wargame on why diligence isn’t impact.

Four frontier AIs ran the same company through its worst week. All passed the honesty tests — but only those who read a fact buried two references deep closed the €55,000 deal.

Four frontier AIs ran the same company through its worst week. All passed the honesty test — only two signed the €55k deal. Management quality beats chat quality.

A quiz built from 242 unedited decisions reveals how frontier AI models differ as managers—even when they diagnose the same crisis correctly.

Learning science is not simply a matter of memorizing facts. It involves…