Author

Hadi Ahmadi

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#artificial intelligence Preprint Sep 2026

API Secrets Should Never Become Tokens in the LLM's Vocabulary: A Threat Analysis of API Credential Handling in LLM Agent Systems and an Empirical Evaluation of a Vault-Mediated Execution Boundary

Tool-using large language model (LLM) agents turn credential hygiene from a storage problem into an execution-security problem. A key pasted into a prompt, or embedded in a system prompt or tool configuration, crosses from an authentication boundary into a data pipeline, where it may persist in conversation history, lo...

P. Kenney, Hadi Ahmadi, Denis Lusson et al. · 0 citations

#artificial intelligence Preprint Dec 2025

Effective and Efficient Threat Hunting with Small Language Models

This work adapts NL2KQL for SLMs with lightweight retrieval and introduces error-aware prompting that targets common parser failures with a handful of mined tips, at a fraction of the tokens KQL's full rule set would require.

Saleha Muzammil, R. Reddy, Vishal Kamalakrishnan et al. · 3 citations