[MarcoDewey]

Yes, this test-driven approach will likely increase generation time upfront. However, the payoff is more reliable code being generated. This will lead to less debugging and fewer reprompts overall, which saves time in the long run.

Also agree on the specification formality. Even a less formal spec provides a clearer boundary for the LLM during code generation, which should improve code generation results.