Self-hosting AI systems comes with many benefits; by designing and building an affordable, long-term, sustainable, on-premise LLM inference workstation for development, agentic research can be accelerated by lowering compute cycle costs. Goal is to be competitive with NVIDIA DIGITS and Framework Desktop over a longer time horizon via P