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Company NewsOctober 22, 2026

Shafayat Ahmed’s BIOVIA Internship: Modernizing Antibody Developability Prediction

Discover the journey of Shafayat Ahmed, Software Engineering Intern at BIOVIA. Learn how Shafayat modernized antibody sequence annotation and developed an automated workflow for predicting antibody viscosity using ANARCII and DeepViscosity.
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AvatarDefne Ozgulbas

Shafayat Ahmed just completed his internship in Software Engineering with the Protein Modeling and Simulation team at BIOVIA. The overall goal of Shafayat’s project was to develop a modern, automated and reproducible antibody viscosity prediction workflow in BIOVIA Discovery Studio Simulation. Shafayat leveraged the ANARCII framework and DeepViscosity to improve antibody viscosity prediction directly from protein sequences, eliminating the need for explicit 3D structure generation. He helped develop and integrate the workflow into BIOVIA Pipeline Pilot, creating a faster, more reproducible, and reliable pipeline for antibody sequence processing, viscosity prediction, downstream analysis, and result visualization.

I really enjoyed working at the intersection of computational biology, machine learning, and software engineering, and appreciated the guidance and support from mentors Defne Ozgulbas and Rohith Mohan, and rest of the BIOVIA Life Sciences Modeling and Simulation team throughout my internship.

— Shafayat Ahmed

Check out the video to learn more about Shafayat’s journey and his experience developing scientific software solutions at BIOVIA, Dassault Systèmes.


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