Invariant-driven testing

Grafana's Normal stacking drew 20 late rejections at the top of a 3,020-event pile

The ingest-sentinel project wrote dedupe, out-of-order folding and a five-minute late window down as explicit invariants. That is why one raw Prometheus query could separate a panel misconfiguration from real data loss.