Why AI Engineers Are Building Multi-Agent Systems From the Wrong Direction — and What Great Engineers Do Differently

Most frameworks put the agent workflow in the middle. The real leverage is modeling the domain first — its rules, state, and invariants — then letting agents act inside it and learn from a feedback loop.