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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Piyush Shukla

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#small language model Open access Sep 2026

Voting, Validation, and Vulnerability in Local Language Model Penetration Testing An Empirical Study of Module Selection Under Adversarial Evidence

Small local language models are attractive for privacy-preserving penetration-testing assistants, but their module choices must remain reliable when target-controlled banners contain misleading or instruction-like text. We evaluate module selection in three experiments on an Apple M2 system with 8 GB of memory. A verif...

Piyush Shukla · 0 citations
#small language model Open access Sep 2026

Voting, Validation, and Vulnerability in Local Language Model Penetration Testing An Empirical Study of Module Selection Under Adversarial Evidence

Small local language models are attractive for privacy-preserving penetration-testing assistants, but their module choices must remain reliable when target-controlled banners contain misleading or instruction-like text. We evaluate module selection in three experiments on an Apple M2 system with 8 GB of memory. A verif...

Piyush Shukla · 0 citations
#small language model Open access Sep 2026

Voting, Validation, and Vulnerability in Local Language Model Penetration Testing An Empirical Study of Module Selection Under Adversarial Evidence

Small local language models are attractive for privacy-preserving penetration-testing assistants, but their module choices must remain reliable when target-controlled banners contain misleading or instruction-like text. We evaluate module selection in three experiments on an Apple M2 system with 8 GB of memory. A verif...

Piyush Shukla · 0 citations

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