The CornelIA project aims to federate and catalyze the interactions between these research institutions throughout the Hauts-de-France territory, catalyze the interactions between these laboratories and the socio-economic world and society more generally, relying on significant investments in material platforms. CornelIA's scientific project ranges from basic research to the study of its application. The UPJV proposes the implementation of a calculation package complementary to the FPGA architecture financed by CPER CORNELIA. FPGA processors are promising for AI because they are lighter in resources than conventionally used processors, but still pose a number of problems in their interactions with standard computing grids. The project will work on a heterogeneous architecture, and therefore better understand how to use these architectures transparently from a software point of view. Beyond the computing power available for the UPJV, the hybrid dimension that this ERDF investment will bring will make it possible to compare the FPGA approach with the conventional hardware approach, as well as better understand how to work on a materially heterogeneous grid.