Inverted perovskite solar cells increasingly require electron transport layers that combine efficient charge extraction with interfacial stability and scalable processing. Here, we highlight 2PB-T, a nonfullerene conjugated polymer that addresses these demands through coordinated molecular and interfacial design. The fused PBI units and conjugated polymer backbone create a molecularly organized interface that integrates efficient electron transport with interfacial stabilization through coordinated packing, energy-level alignment, and surface interactions. Small area devices reached a power conversion efficiency of 27.8%, with a certified maximum power point tracking efficiency of 27.3%. The same material delivered 24.4% efficiency in 20.6 cm² minimodules and 22.5% in 625 cm² modules. Under accelerated aging, devices retained 98.6% of their initial efficiency after 1752 hours, while encapsulated large area modules preserved 96.9% after 5900 hours of outdoor operation. These results show how polymer based interface engineering can connect high efficiency, operational durability, and practical manufacturability in perovskite photovoltaics.