Akamai details its internal Machine Learning Operations (MLOps) platform, highlighting the transition from manual model management to a standardized, Kubeflow-based infrastructure. The platform enhances real-time security detections by streamlining model evaluation, tuning, and deployment, and is currently evolving to support LLMOps and AgentOps for generative AI applications.