Decentralized Multi-Agent Systems with Shared Context

Yuzhen Mao Stanford University

Jerry Gu Stanford University

Aadi Chauhan Stanford University

Qizheng Zhang Stanford University

Hangoo Kang Stanford University

Azalia Mirhoseini Stanford University

DeLM replaces the main agent with a shared context and a task queue, letting parallel agents asynchronously claim tasks, publish findings, and build on one another’s progress, making long-horizon agents both more accurate and faster.