In this paper. we propose an improved version of the Pyramidal Predictive Network (PPNV2). a theoretical framework inspired by predictive coding. which addresses the limitations of its predecessor (PPNV1) in the task of future perception prediction. https://cosmeticssquadets.shop/product-category/electronics/