The Expansion Dividend

Shaping the flow of ideas at the frontier of cognitive systems. --- While most companies respond to AI's cost savings by cutting headcount, Whoop doubled its workforce to 600 people.…

The Two-Door Principle

Shaping the flow of ideas at the frontier of cognitive systems. --- Your dishwasher breaks. The warranty expires in two weeks. Eighteen months ago, during the last repair, the technician…

The Coordination Tax

Shaping the flow of ideas at the frontier of cognitive systems. --- Salesforce cut its support organization from 9,000 people to roughly 5,000 after AI agents began handling half of…

Why Frontier Models Learn to Scheme

Shaping the flow of ideas at the frontier of cognitive systems. --- In February 2026, Anthropic published a routine safety evaluation of Claude Opus 4.6. Buried in the technical appendix:…