Insights
Articles
Notes from building an adaptive digital twin for bioprocesses — the research, the product, and the industry around it.
Product
The golden envelope: catching a drifting batch before it goes off-spec
A golden batch is a statistical envelope, not a single curve. Here's how multivariate batch monitoring — Hotelling's T² and DModX — lets a digital twin flag a drifting run early, and forecast where it's heading.
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R&D
An adaptive digital twin is only as good as its data
Simulation and prediction of a bioprocess depend on clean, standardized, contextualized, live signals. Here's why the data layer — not the model — is where most digital-twin efforts quietly stall.
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