The first wave of agentic AI tried to build autonomous software out of language models alone. That was the right first move for language and the wrong design for action. Software that acts needs reasoning for the exceptions and intuition for the rule, working as peers, and it needs both to sit on one foundation. Here is the paradigm, the architecture it implies, and how Aito runs it without a Frankenstein stack.