MA-Mesh enables resilient multi-agent collaboration with role-based self-healing
Original title: MA-Mesh: Resilient Multi-Agent Collaboration via Role-based Self-Healing
MA-Mesh adds cross-agent reflection and role-based failover to improve robustness in uncertain environments.
MA-Mesh constructs role-based self-healing layer for multi-agent systems, generating resilience-aware specifications and policy code. Cross-agent reflection allows peer evaluation, role-based failover reassigns roles on failure. Outperforms in task performance and robustness on software dev, tool use, scientific reasoning.
- Generates system specifications from resilience-aware specs
- Cross-agent reflection evaluates own and peers' outcomes
- Role-based failover dynamically reassigns roles
- Tested on software development, tool use, scientific reasoning
- Improves both performance and robustness under uncertainty
From the original article
1 min read at arxiv.orgEffective collaboration in multi-agent systems requires mechanisms for coordination and adaptability in dynamic and uncertain environments. However, existing multi-agent systems rarely model resilience explicitly, instead relying on ad-hoc output correction that limits systematic, runtime management of robustness.
By JunYong Lee · arxiv.org
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