Practice AI

Nobody owns whether the model is right

Your model is failing and your dashboards look fine

Detecting inference quality regression on devices you can't reach

Operating Edge-AI Inference in Production - live cohort

Your model update is not a container update

Why edge deployments break every assumption that makes rolling updates safe