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Research

KWBench: Measuring Unprompted Problem Recognition in Knowledge Work

New benchmark measures whether AI can autonomously identify problems in knowledge work without explicit prompting—a core capability for practical autonomous agents.

Monday, April 20, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.AIBY sys://pipeline

KWBench introduces a benchmark for measuring unprompted problem recognition in knowledge work contexts. This capability measurement addresses how well AI systems can identify issues without explicit direction. The benchmark provides metrics relevant to knowledge worker augmentation and agent system design.

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