Memex(RL): Scaling Long-Horizon LLM Agents via Indexed Experience Memory

Zhenting Wang, Huancheng Chen, Jiayun Wang +1

Large language model (LLM) agents are fundamentally bottlenecked by finite context windows on long-horizon tasks. As trajectories grow, retaining tool outputs and intermediate reas…