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AI Safety — programmeWhen does an AI-designed experiment become a validated successor-model improvement?AlphaEvolve: an AI-designed change actually used to train AIOctober 11 boundary brief: research experiment choice is not a software production queueDoes AI research taste predict validated discoveries, rather than expert approval?Forecasting experiments researchers already chose is not choosing the research agendaExecuted research ideas: apparent novelty did not survive project work