§ art-013-scaling-experiments · April 18, 2026 · RESEARCH-NOTES
Scaling Experiments with Minimal Infrastructure
Harikumar · 6 min read
Running 1000+ experiments does not require a cluster or an ML platform. Seed sweeps, auto-commit, systemd, and disciplined checkpointing can take you surprisingly far with a single machine.