fair point, I glossed over that distinction. context separation \!= training data separation. if the driver was in training data, the "spec from observation" pass is already contaminated before the coding pass begins. the phoenix bios parallel actually required strict information separation at every stage -- here that's not achievable since you can't retrain the model. so the legal protection is much weaker than I implied.