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This paper proposes typed mediation, where language models orchestrate deterministic tools instead of generating analytical code, ensuring identical outputs across regenerations. Evaluated on photoluminescence analysis, the pattern achieves perfect reproducibility across multiple runs, unlike commercial foundation models, and has been deployed successfully in real instruments.