Mammoth is a Kubernetes-native platform designed for scalable and high-performance AI serving, aimed at bridging the gap between AI models and production-grade inference infrastructure. It addresses common challenges faced by enterprises, such as managing multiple models and efficiently utilizing GPU resources, by providing intelligent automation and vertical integration with the MAX Platform. Mammoth's intelligent control plane optimizes model placement based on performance needs and hardware capabilities, transforming diverse infrastructure into a unified system that adapts to changing business requirements. Key features include multi-model, multi-hardware efficiency, automatic scaling, advanced resource optimization, and enterprise-grade reliability, all built on Kubernetes. This platform offers significant performance improvements by integrating MAX's compiler and scheduling optimizations, resulting in over 2x improved throughput in benchmarks. As a result, Mammoth allows organizations to streamline AI infrastructure, reduce operational complexity, and bring AI features to market faster, positioning them at the forefront of AI infrastructure innovation.