Marcelo Maciel Amaral & Raymond Aschheim, arXiv:2510.20190v1 [cs.AI]. Modern LLMs are easy to steer and imitate almost anything on command. We argue that progress toward AGI requires a lock-in phase: a rapid transition where a model’s goals …