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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

M. F. Mridha

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Preprint Aug 2026

Agentic Security: A Systematization of Tools, Failure Modes, and Design Laws for LLM-Driven Penetration Testing

A four-dimensional Integration Friction Index is introduced that separates one-time engineering cost from recurring organisational, legal, and maintenance cost and shows why scope and budget enforcement cannot be delegated to system prompts.

Israt Moyeen Noumi, Tarannum Ahmed Nowshin, Md. Mehedi Hasan Bhuiyan Nipu et al. · 0 citations
Jul 2026

NetInjectBench: Benchmarking Indirect Prompt Injection in Tool-Using Large Language Model Agents for Network Operations

The findings show that network-operation agents need execution-time authorization boundaries alongside prompt-level instruction hygiene, and that network-operation agents need execution-time authorization boundaries alongside prompt-level instruction hygiene.

Ruksat Khan Shayoni, Muhammad Shoaib, S. M. Asif Hossain et al. · 4 citations

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