Lessons from monitoring 1,000+ RL training runs

Drawing on experience overseeing more than a thousand reinforcement learning (RL) post-training runs, the monitoring approach used to track these runs has changed substantially over time. It started with basic logging and evolved as accumulated experience revealed what needed closer attention. The detailed writeup with specific lessons is posted as a separate blog post, linked in the comments.