Why Traditional Secure Networking Can’t Protect AI Workloads

This blog post argues that traditional secure networking technologies (VPNs, SD‑WAN, IPsec) are ill‑fitted to AI workloads because they create predictable, observable traffic patterns and chokepoints that enable side‑channel attacks and degrade performance; it recommends adopting stealthy, multipath, dynamic, zero‑trust transport designs that preserve confidentiality, integrity, and performance for distributed AI pipelines.