Toward autonomous pharmacometrics: a multi agent framework for structure discovery, covariate selection and gray-box modeling

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This proof of concept combines language-model agents with a custom SAEM engine for iterative population-PK structure and covariate exploration. Simulated and clinical tacrolimus examples showed feasibility, while code instability, execution safeguards, computational cost and continued pharmacometric supervision remained explicit limitations.

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