wallclock

Estimate AI-task cost and duration and calibrate over time. Trigger whenever the user gives you a non-trivial request (multi-step coding, research, writing). Output estimates in three units (human-hours, tokens, AI wall-clock seconds), then let the hook log actuals so you can learn.