When AI slashes code cost, engineering managers must rethink headcount
LLM tools have collapsed the cost of writing code, invalidating many traditional management rules that tie headcount to capacity. Managers should audit each practice for assumptions that rely on code cost, keeping only those that rest on human coordination, trust and verification. The shift lets teams stay lean while preserving essential friction.