Shipping an anomaly model: latency, drift, and the operator UI nobody plans for

invalid@example.com (Aior), Aior
Thu, 30 Apr 2026 22:34:03 +0000
Deployment

The deployment is 70 % of the project​
The model is the part of the project everyone wants to talk about. The deployment is the part that determines whether the project survives. Below is the runbook we've converged on after a few dozen anomaly stations.

Latency budgets that actually exist on a line​

Continuous flow, 200 mm/s, 100 mm part pitch → 500 ms part-to-part → model + IO budget < 200 ms...