Agents Learn Their Runtime: Interpreter Persistence as Training-Time Semantics

Victor May, Aaditya Salgarkar, Yishan Wang +2

Tool-augmented LLMs are increasingly deployed as agents that interleave natural-language reasoning with executable Python actions, as in CodeAct-style frameworks. In deployment, th…