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Applied Research

Scientific AI

Machine learning built for scientific instruments — where correctness, calibration, and physical constraints matter as much as accuracy.

AutoencodersCollider dataTrigger systemsLatent-space analysis

A research thread carried out during a research residency with CERN openlab's Next Generation Triggers initiative: studying what physically meaningful information survives the L1 trigger relative to full particle-level data, and building autoencoder-based models for physically interpretable collision-event embeddings.