TurnCost: Turns, Not Observations: Cache-Aware Loop Engineering for Coding Agents

Pramod Kumar, Raj Kumar Pandey

AI coding agents operate in iterative loops: they modify code, run tools, inspect the results, and decide what to do next. We call the design of this process loop engineering, whic…