Neon has been utilizing an AI tool named Devin to streamline their documentation processes, focusing on tasks like changelog setups, pull request (PR) reviews, and extensive edits across a large codebase. Devin is praised for its ability to autonomously handle repetitive and well-defined tasks, such as automating the setup of changelog files and addressing GitHub issues, which has significantly reduced manual labor. It also exhibits context awareness by integrating relevant images into documentation without explicit prompts. However, Devin's limitations are evident in complex, ambiguous tasks and its black-box nature, where it operates without interactive feedback, making it less reliable for tasks requiring nuanced judgment. Despite these challenges, Devin has been a valuable assistant for Neon, enabling their team to work more efficiently by offloading certain clerical tasks, although there is a desire for more interactive capabilities to enhance its usability.