Love this framing—treating LLMs like compilers captures how engineers mentally iterate: code, check, refine. It’s not about one-shot prompts. It’s a loop of design, compile, analyze, debug. That mindset shift—seeing LLMs as thought compilers—might be the missing link for real developer adoption.