After leaving a FAANG job to become an independent researcher, an engineer built a custom $48,000 server equipped with six RTX 6000 Ada GPUs. The blog post details the technical challenges of the build and evaluates whether owning the local hardware was ultimately more practical and cost-effective than relying on cloud computing resources.