Datadog has integrated its observability capabilities with the AWS Neuron SDK, providing real-time monitoring for cloud infrastructure and ML operations, specifically for AWS Inferentia and Trainium AI chips. This integration enables users to track performance, diagnose failures, and optimize resource utilization, ensuring efficient inference and preventing service slowdowns. With comprehensive visibility into instance health and performance, teams can identify issues in real-time and take corrective action, such as alerting via Slack or email when latency spikes or vCPU usage crosses a certain threshold. The integration also provides key performance metrics, including execution status, resource utilization, and vCPU usage, helping users maintain efficient and high-performance Neuron workloads. By combining this integration with Datadog's LLM Observability capabilities, users can gain comprehensive visibility into their LLM applications and optimize infrastructure as needed.