Objective
A defined operational result and measurable boundary.
Connecting a model to company systems is not the same as building an operation the business can safely rely on.
Production transition
A defined operational result and measurable boundary.
Only approved sources and typed capabilities required for the job.
Role-based access, memory boundaries, budgets, and action limits.
Explicit rules for when work pauses and who may release it.
Named failure classes, accountable owners, and recovery paths.
Run history, outputs, decisions, costs, failures, and verification.
Every production workflow receives a machine-readable and human-readable contract defining what the system is expected to do, what it may access, what it may never do, when a person must intervene, how performance is measured, and how the workflow can be stopped or reversed.