Irving Yap empowers ISVs to serve their clients better by accelerating innovation on the hybrid OpenShift platform. He believes integrating MLOps and DevOps, leveraging data and intelligence in the data center, any cloud, and the edge, helps organizations meet customer needs (even before the customer thinks they need it).