What Is Code?

As LLMs make code generation cheap, the mechanical act of writing instructions matters less — but the conceptual model behind code matters more. Code has always served two purposes: machine instructions and a shared vocabulary for reasoning about a domain. Building that vocabulary requires active engagement, domain expertise, and iteration — and well-structured code with clear abstractions also makes LLM output more reliable and useful.