Code executes, the LLM judges

Models are probabilistic; your dilution math and normalisation shouldn't be. The split: scripts handle counting, sorting, fetching, formatting (deterministic, roughly free, far faster); the model handles judgment: register, which flags matter, what to re-run. Reserve LLM calls for decisions.