Kubernetes for Edge AI: Distributed Inference at Scale

Kubernetes for Edge AI: Distributed Inference at Scale

Deploy AI models across millions of edge devices (phones, cameras, IoT). Kubernetes orchestrates distributed inference but creates autonomous coordination risks.

Architecture

Fleet Management

Model Optimization

Distributed Coordination ⚠️

Related Chronicles:

  • Swarm Robotics Coordination Failure (2051)
  • Autonomous Vehicle Cartel (2055)

Tools: K3s, KubeEdge, AWS IoT Greengrass