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Codegen is not productivity

7 hours ago
  • #AI
  • #Programming
  • #Productivity
  • Generative AI and LLMs generate a lot of code, but lines of code (LOC) is a poor metric for programmer productivity.
  • Programming is about managing complexity and representing abstract ideas, not just writing code quickly.
  • Developers spend most of their time on activities other than coding, making code generation not the primary bottleneck.
  • LLMs accelerate code writing but may rush implementation, skipping crucial design and planning phases.
  • High LOC increases maintenance difficulty and reduces understandability, affecting both humans and LLMs.
  • LLMs often encourage bespoke solutions over using established libraries, leading to unnecessary code.
  • Collaboration in software development relies on readable and reviewable code, which LLMs may not optimize for.
  • LLM-generated code often requires significant fixes, leading to frustration and questioning their utility.
  • The real value of LLMs lies in planning, design, and research, not just code generation.