tl;dr:An interview with Evan Morikawa, who led the OpenAI Applied Engineering team as ChatGPT launched and scaled. Evan reveals the five engineering challenges along with lessons learned. Challenges are: (1) KV Cache & GPU RAM. (2) Optimizing batch size. (3) Finding the right metrics to measure. (4) Finding GPUs wherever they are. (5) Inability to autoscale.