When a worker thread completes a task, it doesn't return a sprawling transcript of every failed attempt; it returns a compressed summary of the successful tool calls and conclusions.

Abstract: The growing trend toward decentralization within factories has brought attention to distributed welding shop scheduling problem (DWSP) among both practitioners and researchers. However, ...

Thanks to the new approach, NS can respond more quickly and effectively to unexpected changes or disruptions in the timetable.

Abstract: This work addresses an energy-minimized deadline-constrained task scheduling problem in human-cyber-physical systems. It consists of three subproblems: processor allocation, task sequencing, ...