Crusoe investigated out-of-memory errors on GPU instances and traced the root cause to NIXL’s memory registration pattern, where firmware-page fan-out across multiple NICs caused every registration to produce two memory regions instead of one. The findings led to upstream fixes in NIXL and UCX that deliver a 70% reduction in host memory overhead for multi-GPU deployments.