NVIDIA Dory 4B Runs Locally via llama.cpp Guide
Looped models allocate compute dynamically per input, so the guide's loop-by-loop cost analysis shows where inference time actually goes and how caching changes that picture. Developers deploying small models on local hardware can follow the pinned-branch setup to reproduce the results. The paired-evaluation section gives a template for measuring whether looping improves output quality on your own workloads.