PACE: Provenance-Aware Capability Enforcement for Tool-Using LLM Agents
The paper introduces PACE, a system for enforcing capability enforcement in tool-using LLM agents. It mediates every tool call before execution, verifying schema-defined effects against authority and preventing malicious influence. PACE shows significant security gains in agent-security benchmarks, with full-benchmark native utility losing at most three points relative to the undefended agent.
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