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Researchers introduced MosaicLeaks, a benchmark revealing that deep research agents leak private information through web queries, and proposed Privacy-Aware Deep Research (PA-DR) training that reduced…

ARES (Adaptive Reasoning Effort Selection) is a framework that reduces the cost of multi-step LLM agent tasks by using a lightweight router to predict the minimum reasoning effort needed for each step…