Periodic's approach shares methods with standard AI training, including mid-training, reinforcement learning, tool-using agents, variance reduction, and reducing training–inference mismatches.

“There's a huge amount of commonalities. So the standard mid-training,”

“reinforcement learning,”

“the construction of tool-using agents,”

“variance reduction,”

“you know, making sure infrared doesn't have mismatches between like training and inference.”