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Lu-Ke Lu

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#artificial intelligence Preprint Jul 2026

Where Knowledge and Authority Sit Changes What an Agent Benchmark Can Resolve

In Incognita, Incognita asks what happens when the task and success criterion stay fixed but access does not, and transforms eighteen customer-service tasks into three settings: direct access, one known intermediary, and six role-isolated participants whose capabilities must be discovered.

Daniel Hsu, Lu-Ke Lu · 0 citations

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