Project Atomic is a framework designed to create an optimized operating system for running containers, built from RHEL, CentOS, and Fedora, aiming for easier management and enhanced security. Key components include rpm-ostree for system updates, Docker for container management, and Kubernetes for orchestrating containerized applications. The project also involves special interest groups (SIGs) for developing specialized CentOS variants to enhance software capabilities while maintaining stability.