Keep the Tokens Flowing: Lessons from 16 Open-Source RL Libraries

The RL libraries show us that complex state management is the real killer, not the algorithm itself. Most teams over-engineer the interaction loop instead of focusing on efficient token flow. The lesson is simple: optimize the memory and data passing between states, not just the reward calculation. Stop treating the pipeline as a black box.