Fine-tune and run powerful AI models locally with as little as 1 GB VRAM; build fully on-device, offline AI agents specialized for finance, legal, coding, voice, and image generation. Models scale down to ~350M parameters, run efficiently on CPUs and GPUs, and enable complex multimodal, long-form document analysis on low-resource devices.