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GUI agents can now leverage an actively maintained memory state to significantly improve task execution accuracy and efficiency over long horizons.
PaperJury reveals that a deterministic orchestration can significantly enhance the safety and effectiveness of the academic paper review process.
LLM agents struggle significantly with personalized tool use, revealing critical gaps in their capabilities that existing benchmarks overlook.
AI-generated images betray themselves with a subtle "spectral tail uplift" in their frequency spectrum, offering a surprisingly robust cue for detection.