Edge AI demands deterministic latency

- Posts argue that factory and warehouse inference needs deterministic, low-latency edge AI to handle messy inputs and safety‑critical decisions on-site. - Commentary stresses that on‑device models reduce network dependence and respond reliably to wet floors, occlusions and real‑time safety checks. - The point reinforces why edge stacks (not just cloud APIs) are vital for production robotics and security use cases. (x.com 1) (x.com 2)