
From TensorFlow to Brain Co., Clemens Mewald has kept asking what happens after an AI demo. His answer involves data checks, customers, and a surprisingly useful lesson from IKEA.

He started Apache Spark to fix a stubborn research problem. Seventeen years later, Matei Zaharia is still turning computing bottlenecks into open systems that other people can build on.
Code Ocean is a New York-based B2B SaaS platform that makes computational research reproducible, traceable and collaborative. Its flagship Compute Capsule bundles code, data and the exact software environment together so an analysis runs identically today or years from now. Used by pharma, biotech and leading research institutes, and integrated with journals like Nature and IEEE, Code Ocean is building a trusted virtual lab where both scientists and AI agents can run real analyses with full version control, lineage and compliance.