Need. A black box that claims it is traced.

How EngOS does it. UAOP analog, ticket outbox, dissent log. Default 40/40/20 is SAMPLE unless you set the weights.

Swarm. The run purse and the dissent log sit next to the ticket, not in a hidden tab.

Roles. MLOps Engineer · AI Trainer and Evaluator

Tools. trace · loop · eval

Honesty. SAMPLE stays visible. We do not invent a live ARR ticker from traces.

All eight · Auth · Tenant store · Isolation · Art. 50 · Export · Air-gap · Report