Sam McCandlish Found a Ruler for Intelligence - Then Tried to Build the Guardrails

A physicist trained to see depth in flat surfaces helped turn neural-network growth into something measurable. Now Anthropic's Chief Architect works on the harder sequel: making immense systems useful, legible, and governable at once.