Explore evidence-led notes on where AI should run, what agents need after the demonstration, and how technical mechanisms change workflow economics. Claims are bounded to their workload and evidence.
Turn an AI evaluation oracle into a release control by combining deterministic checks, human review, and calibrated model judging. The release-control card makes workload scope, category thresholds, false passes, false failures, traces, override authority, rollback conditions, drift triggers, and material review boundaries explicit before a model or prompt change advances.
