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Predictive process engineering

Executed physics · unqualified demonstration

Select physical models, generate reproducible analysis pipelines, and review predictions for technology transfer and CDMO operation.

Frame PROCESS-SIMULATION

Published case, reconstructed demonstration

Vanbillemont et al., AAPS Open (2025) supplies formulation and heat/mass-transfer parameters. Raw experimental trajectories are unavailable. Local capacity derating and CDMO observations are synthetic. This workspace calls the live API; the platform’s general agent dock remains a sample experience.

Assess a receiving dryer

BSA / sucrose / Tris formulation · 2.50 mL in 6R vials · critical interface temperature −28°C

Development API · stored MSAT actor priya · seed 2025

Published commercial deposition capacity: 1.49 kg/h. The default 0.65 kg/h represents an uncharacterized derated receiving site. Site names do not enter the equations.