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By making environment design a learnable process, SPADE unlocks a new frontier in self-improvement for language agents, leading to substantial performance gains across diverse tasks.
LLM agents can learn to continuously adapt and improve in complex environments by reflecting on past experiences and explicitly storing/retrieving reusable lessons, leading to substantial performance gains.
