ResidualAuth: What Authorization State Must Language Agents Preserve under Revocable Delegation?
Read the original on arXiv AI →The Flow has not summarised this story yet — read it at arXiv AI.
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The paper examines the security challenges of delegating authority to autonomous LLM agents that act on users’ behalf. It introduces a threat model with four adversaries and eight security requirements, demonstrates that current frameworks (LangGraph, CrewAI, AutoGen, MCP) fail to meet these standards, and presents an authorization broker that blocks all identified threats with minimal overhead. The broker is shown to resist numerous attacks and limits compromised sub‑agents to their delegated tasks, and its principles are implemented in VotalAI’s LLM Shield.
The paper introduces the Secret-Use Delegation Protocol (SUDP), a method for agentic systems to perform user-authorized operations without granting reusable authority to untrusted requesters. It formalizes the Agent Secret Use (ASU) problem, outlines seven required security properties, and demonstrates that SUDP satisfies six of them under standard cryptographic assumptions, with the remaining property addressed via hardware-rooted runtime composition. A reference implementation shows minimal overhead for mediated calls.
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