استشارات عمليات النماذج اللغوية (LLMOps)

We name the systems, users, owners, constraints, evidence sources, and decision authority before the operating scope expands, then establish a production baseline from representative traces, quality signals, cost, latency, incidents, release paths, and current controls, keeping unknowns visible. Every material change keeps its version, evaluation, rollout, monitoring, rollback, and owner decision together, so a model update, a prompt edit, a new document source, or a vendor change is something the team can see and act on. Options are compared and the selected change is tested against representative behaviour, critical failures, and rollback conditions; the record closes with the accepted change, open exceptions, residual risk, operating responsibilities, and the next review trigger.