The document discusses the concept of Pythagorean fuzzy weak bi-ideals and their properties within the framework of γ-near-rings. It introduces both Pythagorean fuzzy weak bi-ideals and interval-valued Pythagorean fuzzy weak bi-ideals, and establishes their characteristics and applications in homomorphism. The research emphasizes the mathematical definitions and theorems associated with these concepts, contributing to the field of fuzzy algebra.