Edge AI agents classify sensor anomalies locally on resource-constrained IoT devices and escalate only complex reasoning to the cloud. This post shows how to build a Rust-based AWS IoT Greengrass component that runs quantized ONNX inference on-device and escalates complex anomalies to an Amazon Bedrock AgentCore agent for root cause analysis.