EVERY SIGNAL, SORTED.

United States, Reinforcement Learning, Language Models, Speculative Decoding, Training Infrastructure, Rollout Generation, N-gram Caches, CPU-GPU Scheduling, Throughput Measurement and Reproducibility

NgramRL reuses yesterday's rollouts. Measure the warm-cache advantage

A new training system turns recent completions into draft material for the next round. The speedup is real on its test rig, but it arrives only after history accumulates and only where outputs repeat.