Linux memory overcommit lets the kernel promise more RAM than physically exists — a gamble that ends badly for production databases and AI services when the OOM killer strikes at 2 AM. This guide covers how vm.overcommit_memory modes work, how to configure them correctly for PostgreSQL and ML workloads, and how to monitor commit usage before it becomes a crisis.