Typed mediation lets LLMs orchestrate fixed deterministic tools for scientific workflows, producing identical analysis outputs across runs where direct LLM generation varies.
Experiences with model context protocol servers for science and high performance computing
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It's not the Language Model, it's the Tool: Deterministic Mediation for Scientific Workflows
Typed mediation lets LLMs orchestrate fixed deterministic tools for scientific workflows, producing identical analysis outputs across runs where direct LLM generation varies.