17 March 2026 — The world’s first framework to enable BitNet fine-tuning with LoRA on GPUs enabling fine-tuning on edge devices substantial performance improvements
QVAC Blog
17 March 2026
11 minutes read
LoRA Fine-Tuning BitNet b1.58 LLMs on Heterogeneous Edge GPUs via QVAC Fabric
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1 December 2025
21 minutes read
An Edge-First Generalized LLM LoRA Fine-Tuning Framework for Heterogeneous GPUs
1 December 2025 — 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.
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