The surge in paper submissions to top artificial intelligence (AI) and machine learning (ML) conferences has led many venues to transition from closed to open review platforms. This paper analyzes the strengths and weaknesses of these models and highlights the growing community interest in transparent peer review. Leveraging insights from the Paper Copilot website, we advocate for transparent, open, and well-regulated peer review, aiming to foster greater community engagement and advance the field.