Why production inference bills always exceed estimates — and the Finance-Engineering governance framework for per-agent budgets, model routing, context compression, and cost forecasting without capability degradation.
Karpathy's four coding-agent principles are useful defaults, but production agents need scoped edits, test-gaming controls, trust-boundary calibration, and a fifth rule for calibrated reporting.