WAS MY $48K GPU SERVER WORTH IT?

Summary from the TLDR Dev newsletter

Moving into independent research, this dev built a custom $48,000 GPU server that paid for itself in just fifteen months by avoiding expensive cloud rentals. This investment not only streamlined their workflow for heavy reinforcement learning tasks but also directly enabled a major breakthrough in LLMs for them.