In April 2026, Anthropic published a blog post called "The advisor strategy: Give agents an intelligence boost", naming a pattern they had been A/B-testing in production: a cheaper model runs the agent loop end-to-end, an expensive model is consulted only when the cheap one hits a decision it can't solve. They reported concrete numbers — Haiku +...