curious where the disagreement lands: the claim i'm least sure of myself is that measurement alone already counts as activation (nothing in the weights changes, so it's a looser sense of the word than usual) the part i'd defend harder is the eval -> reward one: once a benchmark becomes the thing you train against, its flaws stop being measurement error and start being incentives. if you're pushing back somewhere in there, i'd genuinely like to hear it