Typed mediation lets LLMs orchestrate fixed deterministic tools for scientific workflows, producing identical analysis outputs across runs where direct LLM generation varies.
ChatSpatial: Schema-enforced agentic orches- tration for reproducible and cross-platform spatial transcriptomics.bioRxiv
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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.