autonomous-experimentation

This paper proposes replacing the stateless autoresearch pattern with a stateful ReAct agent using LangGraph, reducing per-iteration token costs from O(n) to O(1) and achieving 52-90% fewer tokens on hyperparameter tuning and code optimization benchmarks.