Kuat Labs

We eliminate the data bottleneck in ML training.

Quattree is a next-generation data format and loader built in Rust. It replaces the standard PyTorch DataLoader and NVIDIA DALI to maximize GPU utilization.

The Benchmarks

4x Faster End-to-End Training Throughput
20x Faster Data Loading (ImageNet)
100% Accuracy Retention (Lossless/Natural Regularization)
Zero Code Changes (Drop-in Replacement)

Status

Currently in private beta with select design partners.

Contact

For enterprise inquiries or pilot access:

founders@kuatlabs.com