As part of the strategic partnership between ONHYM and the Managem Group, and in accordance with the ONHYM-MANAGEM cooperation framework agreement, a seminar was organized on July 15, 2024, in Dakhla, with the presence of a multidisciplinary team from BRGM (Bureau of Geological and Mining Research - France). Their expertise provides an integrated external perspective for the development of our key projects in strategic metals necessary for the energy transition and Morocco's industrial sovereignty. The discussions focused on the current state of knowledge, the work done, and the next steps in the program for the main projects in partnership, particularly those concerning rare earths and copper. A new exploration model based on intelligent systems and machine learning was at the heart of the debates. This workshop marks an important milestone in our collaboration, reinforcing our shared commitment to ambitious and innovative goals.