Firmulate’s live AI company experiment tests judgment under pressure—and shows how a read-only pilot can expose weak points in your own playbooks.

Moonshot’s newcomer K3 scored 93 in the Crucible, beating three of four Western frontier AIs at running a company — by reading two links deeper.

An analysis of recursive self-improvement, its core concepts, potential impacts, and why increasing interest signals growing concern and curiosity among experts.