AI RESEARCH
Beyond Static Sandboxing: Learned Capability Governance for Autonomous AI Agents
arXiv CS.AI
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ArXi:2604.11839v1 Announce Type: cross Autonomous AI agents built on open-source runtimes such as OpenClaw expose every available tool to every session by default, regardless of the task. A summarization task receives the same shell execution, subagent spawning, and credential access capabilities as a code deployment task, a 15x overprovision ratio that we call the capability overprovisioning problem.