Calibration Anchors (aggregates) and/or ZKP seeds; DP‑friendly; segment/time windows; FAQ.
Evaluation Always‑on evaluators (toxicity, bias, PII, injection); selective prediction; evidence export.
Reproducibility Innovation Test Harness; fixed seeds, frozen recipes, ablations; signed evidence JSON.
Links Open anchors · Evaluators · Evidence bundles