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#artificial intelligence Preprint Sep 2026

Closed-World Resolution Against Tool Hallucination in LLM Agents

Tool-augmented large language model (LLM) agents fail in a way no tool-selection or tool-security method addresses: they call tools that do not exist and pass arguments no schema declares. Existing defenses either pick the right tool (selection) or constrain what an agent may do with real tools (gating), both of which...

Lax Iyer · 0 citations

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