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Author

Agam Goyal

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#artificial intelligence Preprint Aug 2026

Facts Without Rules: Boundary Metadata Collapse in Multi-Agent LLM Handoffs

It is shown that this handoff step is a structural source of privacy leakage: summaries preferentially preserve operational facts while weakening the boundary metadata that governs how those facts may be used---a failure mode the authors call summary collapse.

Yian Wang, Agam Goyal, Eshwar Chandrasekharan et al. · 0 citations

Answer Bubbles: Information Exposure in AI-Mediated Search

Responses to real search queries are examined at three levels: source diversity, linguistic characterization of the generated summary, and source-summary fidelity, to find that generative search systems exhibit significant source-selection biases in their citations.

Michelle Huang, Agam Goyal, Koustuv Saha et al. · 8 citations

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