Scalability to larger task-agent backbones and cluster-scale deployment

Determine whether the performance benefits of RSIFlow remain significant with larger task-agent backbone models and at cluster scale.

Background

The reported experiments evaluate RSIFlow primarily with Qwen3-4B and Qwen3-8B task-agent backbones. The paper identifies uncertainty about whether adaptive workflow orchestration and Meta-Agent evolution will retain their benefits when applied to larger models and substantially larger computational deployments. It explicitly identifies evaluation at larger scale as future work.

References

However, whether these benefits remain significant with larger backbone models and at cluster scale remains unexplored. Future work will extend the evaluation to larger-scale settings to assess the scalability of RSIFlow.

— RSIFlow: Adaptive Self-Improvement Workflows with an Evolving Meta-Agent  (2610.21791 - Zhang et al., 15 Oct 2026) in Section “Limitations”