Evaluating Agents Across Runtime Contracts: When Mismatch Costs Efficiency or Quality.

arXiv:2603.01209v3 Announce Type: replace Abstract: In CodeAct, language-model agents write Python that calls tools and use execution feedback to choose actions. Persistent runtimes preserve Python variables between actions; stateless runtimes clear them witho