How does an MLOPs platform develop and evolve? Why do so many organizations struggle to get a sane, scalable MLOps system in place? In this talk, Hudson Buzby will discuss the origins and motivations of the Qwak platform, the challenges and struggles Qwak seeks to eliminate, and the pitfalls many organizations experience when building a robust machine learning environment.