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.

RSS Score 0 10/2/2026, 4:00:00 AM Original Source
Save an API key to vote.