AWS adds Data Capture to SageMaker HyperPod for live inference logging and retraining

AWS says SageMaker HyperPod now includes Data Capture, a built-in feature that records live inference inputs and outputs to Amazon S3 with minimal latency impact and no effect on model availability. The post walks through one HyperPod cluster where a home-appliance support router captured production traffic, Amazon Athena identified a new-product blind spot, and a SQL policy labeled the data for fine-tuning. AWS says a 60-second LoRA run raised recall on the new category from 0% to full recall without regression on existing classes.