Fine-tuning modern open-source models like Llama 3 and Qwen no longer demands an enterprise server cluster. By replacing bottleneck compute kernels with Unsloth's custom Triton operations, you can cut VRAM overhead by 80% and train 8B models on consumer Linux GPUs.