AGAR: a reinforcement learning substrate for LLM program evolution.

arXiv:2610.09215v1 Announce Type: new Abstract: Given a task and an evaluator, a language model can rewrite a candidate program while a search loop decides which rewrites survive, offering a practical route to algorithm discovery. But that loop is governed by