She holds a Ph.D. in Educational Innovation, with postdoctoral research on education in the age of AI at the Institute of Advanced Studies at USP; she also holds a degree in Education from the same institution and an MBA from FGV. She served as coordinator of the innovation lab, the graduate program, and the School of Education at Instituto Singularidades, where she continues to teach. She is an advisor to the Telefônica Vivo Foundation and a consultant to K-12 schools. An author and co-author of several books, her most recent publication is *Educational Innovation: Theory and Practice*, published by Contexto.