Developers should abstract away from direct LLM code generation toward higher-level semantic specifications

LLM coding operates at too low a level of abstraction, requiring developers to translate intent into explicit code instructions

The current approach mirrors early programming paradigms before we developed higher-level languages and frameworks

Better solutions would involve specifying what code should accomplish rather than how to write it line-by-line

Moving to semantic abstraction layers could improve code quality, maintainability, and reduce token usage inefficiency