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AgentProv: Auditing Agentic LLM API Providers via Tool-use Policy Probes

Wang, Xun et al.
arXiv (OAI Expanded) · Papers
Open Source ↗Direct PDF ↓
computation-and-languagecryptography-and-securitymachine-learning
Commercial LLM APIs advertise a specific foundation model, but the served backbone may be silently substituted, quantized, or wrapped, for example to save deployment costs. All existing audits decide backbone identity from the text-output channel, which is structurally fragile for agentic APIs becau
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