MBS Workbench is a desktop IDE where everything runs on your own GPU. Load any GGUF model (Llama, Qwen, Mistral) with CUDA acceleration. A 35-tool autonomous agent reads/writes files, runs terminal commands, and iterates on tasks. Full Monaco editor with LSP, DAP debugger, native Git, and integrated terminal. Generate images offline with Stable Diffusion. Fine-tune LoRA/QLoRA adapters. Deploy to Docker, Kubernetes, or 10 cloud providers. Private beta — free access for 30 days.