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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.
LLMs don't just change *how* we write, they subtly distort *what* we mean, leading to blander, less insightful, and potentially biased communication.