We published a method to store verified knowledge as KV state and restore it byte identical to fresh computation. On Gemma 4 12B, cached knowledge improved the same routing system from 76.7% to 90.0% on AIME 2025. I will pitch this at AGI Summit on July 19. Paper: https://arxiv.org/abs/2607.14431
