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Author

Colin Smith

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Preprint Oct 2026

ToFu: Exploiting and Fuzzing the LLM-Orchestrator-Tool Trust Boundary

Large language models (LLMs) are increasingly deployed as agents that interact with external software through tools, with an orchestration layer translating model outputs into structured tool invocations. This architecture creates an LLM-orchestrator-tool trust boundary where tool semantics may go unenforced and LLM-ge...

Md. Nazmul Islam Ananto, Pierre Prevost-Avenel, Colin Smith et al. · 0 citations
#software testing Open access Aug 2026

Towards stack buffer overflow detection in stripped binaries with context-augmented LLMs

This work introduces a static, decompiler-driven pipeline built on top of Ghidra that augments decompiled functions with binary-derived evidence including recovered stack regions, callgraph context, and p-code-derived features and presents the real-world evaluation as a diagnostic stress test rather than evidence of a...

Colin Smith, Nathan Keough, Jason Carter · 0 citations

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