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  1. If you want the best design an LLM can produce, don't ask for one - ask for five in a single call, and force the model into parts of latent space it would never visit cold.

  2. A model's review uses the same weights that produced the code.

  3. Surplus AI coding tokens are wasted capacity.

  4. Domain Code Reviews

    Stop asking LLMs to 'review this code.'