Prompting is no longer the whole interface. The frontier is Loop Engineering: give the model an objective, feedback, verification, memory, and tools, then let it self-correct until the work is proven.

Does your coding agent spend 5 minutes just grepping around when you give it a complex task? That's because it is re-learning context. Every new session, your agent wastes tokens and time building ...