One-Card Tuner: on-prem QLoRA fine-tuning appliance for confidential corpora

A pre-configured workstation plus software stack that fine-tunes an open 7B–13B AI model on a law firm's or hospital's confidential documents using a single 24GB GPU kept on their own premises — the data never leaves the building.