Context
Regulated enterprise operations
The operating context
Teams want agents to classify, coordinate, and prepare work across internal systems, but sensitive data, external actions, and changing model behavior make unrestricted automation unacceptable.
Critical decision
The choice to make explicit
Which steps belong to agents, deterministic code, or people, and what evidence should be required before the workflow advances?
Approach
A deliberate path forward
Classify decisions by risk and reversibility
Enforce permissions and human gates
Evaluate, monitor, and control cost
Intended outcome
The operating advantage
An observable, testable workflow that accelerates routine coordination while keeping consequential decisions accountable.