HyperAgent shows manager‑specialist hierarchy

- HyperAgent introduces a nested "manager + specialist" training system that stacks a manager layer above specialist agents to coordinate multi‑step workflows. - The authors report roughly a 3x improvement on complex tasks when using nested hierarchies versus flat agent setups in their benchmarks. - The paper is presented as a blueprint for enterprise AI teams building multi‑agent coordination patterns at scale. (x.com)