i do https://github.com/npc-worldwide/npcpy

https://arxiv.org/abs/2506.10077 followup paper coming soon which further demonstrates these contextuality results for a suite of models. there is no way to fundamentally impose on the training data or processing effective guardrails that can transcend this reality.