This blog post provides an in-depth retrospective on the evolution of Pinterest's AI Platform over a decade, highlighting key lessons in building machine learning infrastructures, driving adoption among teams, and adapting to technological changes. The author shares insights from various eras of growth, including the journey from fragmented systems to unified platforms powered by deep learning and GPU optimizations. The post emphasizes the importance of organizational alignment, infrastructure efficiency, and the interplay between model development and platform capabilities.