graph-orchestration

EvoSteer proposes an online self-evolving graph orchestration paradigm for LLM-based multi-agent systems, using a reference-anchored flow-matching loss (AnchorTB) and validated skill admission to repair failing steps during execution, outperforming baselines across twelve datasets spanning QA, math, code, and decision-making.