AI reshapes firms: the 12‑factor company framework for future orgs
AI is turning execution into a commodity, making context and judgement the new scarce resource. Huber outlines a 12‑factor playbook—own your data context, rent intelligence, build unique tools, buy infra, hire agents, keep teams tiny but high‑taste, and embed learning rubrics—to help companies reorganize around that bottleneck.