Shepherd: A Runtime Substrate Empowering Meta-Agents with a Formalized Execution Trace 事件

Shepherd: A Runtime Substrate Empowering Meta-Agents with a Formalized Execution Trace arXiv:2605.10913v2 Announce Type: replace Abstract: As LLM agent systems take on more complex tasks, they increasingly rely on meta-agents: higher-order agents that operate on other agents, much as managers supervise employees. Whatever a meta-agent does: coordinating agents, halting risky actions before execution, or repairing failed runs, requires manipulation of agentic execution at runtime. Existing agent