כתבה
arXiv cs.AI ·
Inherit-MAS: התפתחות מערכות מרובות סוכנים
Inherit-MAS: Test-Time Evolution of Multi-Agent Systems through Workflow and Execution Inheritance
Inherit-MAS משפר מערכות מרובות סוכנים עם משוב בזמן ריצה. המערכת משתמשת ב-GPT-4o-mini ו-Qwen3-32B כדי לשפר ביצועים.
תקציר מקורי באנגליתarXiv:2610.02396v1 Announce Type: cross Abstract: Multi-agent systems (MAS) built from large language models coordinate specialized agents to tackle complex tasks, but effective workflows are difficult to design in advance. Test-time evolution refines workflows using execution feedback, yet broad revisions can disturb useful components, while re-executing unchanged requests can incur redundant computation. Inspired by the interplay of inheritance and selection in biological evolution, we introduce Inherit-MAS, which makes inheritance explicit at the workflow and execution levels. A meta-model first synthesizes a workflow of worker agents with declared roles, communication inputs, and tool permissions, and a separately prompted judge scores each executed candidate and diagnoses its deficien
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arxiv.org
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