FFmpeg is a free and open-source project that started in 2000 for processing multimedia files and streams. It has grown into a large international community that has faced challenges with leadership changes, splits with other projects like Libav, and balancing the needs of users, developers, and industry. Key lessons learned include developing thick skin to handle criticism, focusing on fixes over new features, and enjoying being part of the community despite its harsh nature.