Atomix:为可靠智能体工作流提供的及时、事务性工具调用 / Atomix: Timely, Transactional Tool Use for Reliable Agentic Workflows
1️⃣ 一句话总结
这篇论文提出了一个名为Atomix的系统,它通过为AI智能体的工具调用提供类似数据库事务的保障,确保在发生故障、冲突或推测执行时,未完成的操作可以被安全地撤销或补偿,从而提高了智能体工作流的可靠性和隔离性。
LLM agents increasingly act on external systems, yet tool effects are immediate. Under failures, speculation, or contention, losing branches can leak unintended side effects with no safe rollback. We introduce Atomix, a runtime that provides progress-aware transactional semantics for agent tool calls. Atomix tags each call with an epoch, tracks per-resource frontiers, and commits only when progress predicates indicate safety; bufferable effects can be delayed, while externalized effects are tracked and compensated on abort. Across real workloads with fault injection, transactional retry improves task success, while frontier-gated commit strengthens isolation under speculation and contention.
Atomix:为可靠智能体工作流提供的及时、事务性工具调用 / Atomix: Timely, Transactional Tool Use for Reliable Agentic Workflows
这篇论文提出了一个名为Atomix的系统,它通过为AI智能体的工具调用提供类似数据库事务的保障,确保在发生故障、冲突或推测执行时,未完成的操作可以被安全地撤销或补偿,从而提高了智能体工作流的可靠性和隔离性。
源自 arXiv: 2602.14849