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This is a recording of a hybrid seminar that took place on 11th December 2025, as part of the CRANE Wales Regional Seminar Serices. The speaker is Assoc Prof Berry Schoenmakers MPyC is a Python package introduced in 2018 as a versatile framework for programming MPC solutions. This seminar discusses aspects of secure multiparty computation taking MPyC as primary example. It highlights developments in usability, security, performance, and deployment of MPyC typical for the wider developments in MPC, touching on a wide range of topics such as outsourcing, threshold cryptography, fixed-point arithmetic, vectorized processing, and public verifiability. The seminar also discusses practical and commercial deployment of MPC by Roseman Labs, based on their C++ MPC engine with crandas (“encrypted pandas”) as Python front-end for secure data collaboration.