Blog
Articles, guides and deep dives from the QVAC team.
LoRA Fine-Tuning BitNet b1.58 LLMs on Heterogeneous Edge GPUs via QVAC Fabric
The world’s first framework to enable BitNet fine-tuning with LoRA on GPUs enabling fine-tuning on edge devices substantial performance improvements
Read More
An Edge-First Generalized LLM LoRA Fine-Tuning Framework for Heterogeneous GPUs
We present a unified, cross-platform framework that successfully enables parameter-efficient training of modern LLMs with LoRA on consumer hardware such as mobile SoCs and desktop GPUs, without relying on a CUDA-only ecosystem.
Read More