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University of Miami, Harvard University
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LLM agents can ditch unwieldy context windows entirely: compacting memory at every single turn matches or beats full-history baselines when guided by privileged full-context distillation.
Simulating 8.3 billion diverse personas reveals nuanced user interactions that traditional evaluations miss, transforming how we assess AI systems.