ELF introduced widely used reference systems, most notably ELF OpenGo, demonstrating at-scale self-play with strong analysis tooling and public checkpoints. Its design emphasizes reproducibility: deterministic seeds, logging, and evaluation harnesses make large-scale experiments trackable and comparable. Because the platform is modular—envs, samplers, learners, and collectors—researchers can drop in new environments or algorithms without re-architecting the pipeline.