Design and implement a scalable MLIR-based compiler framework for cloud-based AI inference, collaborating with multiple teams to optimize model deployment.

Develop and tune high-performance ML kernels: implement low-level kernels, create reference implementations and unit tests, analyze scalability and performance, collect metrics, troubleshoot bottlenecks, and package implementations for partner teams.