Queued subsystem lab for how machines become approved UnifiedFlow capacity through bootstrap evidence, heartbeat, capability profiles, leases, and bounded assignment.
Queued subsystem lab for resource telemetry, canary process state, stage health, and how remote scientific runs become inspectable operations.
Queued subsystem lab for read-only source posture, lab-owned raw data, output custody, scratch policy, and source-duration truth.
Queued subsystem lab for portable weights, profiles, calibration artifacts, critic reports, rejected examples, and training evidence.
Queued subsystem lab for replacing fixed-duration assumptions with metadata-confirmed full-source movie coverage and critic agreement.
Queued subsystem lab for profile critics, neuroscience critics, condition governors, event adjudicators, and figure-readiness authorities.
Queued subsystem lab for how working knowledge, evidence artifacts, figures, and review decisions become durable Labs studies.