Vineeth Sai Narajala

Amazon Web Services

Amazon Science

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Recommendation & Information Retrieval (1)Red-Teaming & Adversarial Robustness (1)Tool Use & Agents (1)

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Hammad Atta (1)Hammad Atta (1)Ken Huang (1)Ken Huang (1)

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Mar 18, 2026

Amazon Science2w ago

LAAF: Logic-layer Automated Attack Framework A Systematic Red-Teaming Methodology for LPCI Vulnerabilities in Agentic Large Language Model Systems

Agentic LLMs are surprisingly vulnerable: a new framework finds successful attacks in 84% of attempts by escalating prompt injection techniques across multiple stages.

Hammad Atta, Hammad Atta, Ken Huang +25

Recommendation & Information Retrieval Red-Teaming & Adversarial Robustness Tool Use & Agents

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Vineeth Sai Narajala

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)