You don't mention generating code from scratch; is that on purpose? Perhaps a developer could add many constraints that would have been too expensive previously - e.g., code in Spark, use only these ___ system calls, never use this riskier capability, use only these ___ libraries, etc.

The LLM might take longer than otherwise, but still be fast enough. The new technology, like every useful one, changes the tradeoff equation.