Unstructured intent becomes scoped work.
The request arrives as whatever a human typed or an integration passed in. The Planner reads it, decides what work actually needs to happen, weighs it against the current backlog, and writes a spec that downstream agents can execute against. If the intent is ambiguous, it routes back to a human instead of guessing. That's the step most AI systems skip, which is why so many demos never ship real work.