Code as an Artifact: LLMs change what code means, but specs remain

Agentic LLMs have shifted software engineering's end product from code to spec, as LLMs can regenerate code on demand. Elon Musk muses that source code is becoming like assembly, with AI generating binaries directly. Yet programming languages persist to reduce ambiguity in natural language, making them unlikely to disappear unless spec interpretation over time becomes acceptable.