AI4Pharma
PharmFast

Model workbench

Load a validated example or write your own NM-TRAN control stream. PharmCode checks it against PharmFast as you type — autocomplete, inline lint, and a live validity verdict — so an unsupported model is caught before you Fit, never after. Pick a dataset (or upload your own CSV) and click Fit; parameter estimates and diagnostics appear inline. Stuck? The AI assistant repairs a refused model in one click.

NM-TRAN Control StreamPharmCode
Autocomplete, inline lint, and a live PharmFast validity check as you type. Anything the engine would refuse (e.g. $MSFI, η-on-ALAG1, infusion-in-$DES) is flagged here first — and the AI assistant can repair it.
(load a model to see routing)
AI Assistant
PharmCode
Grounded in PharmFast's validated envelope — suggested models avoid constructs the engine would refuse. Review every change before applying.

Results

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Load an example, optionally edit the control stream, select a dataset, and click Fit.

AI4Pharma PharmFastCPU mode