As of 3.0, Apache Cassandra will be moving to a tick-tock release cycle to improve the stability problems that have plagued new major releases. Alongside that, we need to expand beyond our existing test infrastructure, and begin simulating production environments. We'll explore the Cassandra Validation Harness, a new testing infrastructure for improving our detection rate of resource leaks, concurrency problems, and other bugs that only show up at scale.