Reliability
Backfills and real-time streams are reconciled using contract tests.
Aug 16, 2026 · 1 min read
Schema contracts, drift checks, and online/offline parity safeguards.

Backfills and real-time streams are reconciled using contract tests.

Latent-space voting and reconstruction thresholds for early fault alerts.

Forecasting pre-failure patterns from connected sensor graphs.
Monitoring concept drift and triggering retraining with confidence and distribution shift signals.