AgentArk distills the collaborative behavior of multi-agent systems into a single LLM agent, decomposing trajectories into role-conditioned skills and recovering most of the ensemble's performance at a fraction of the cost.
Feb 4, 2026
Distilling multi-agent intelligence into a single LLM agent. Decomposes multi-agent trajectories into role-conditioned skills and trains a single agent to reproduce the collaborative behavior of the original ensemble. Under review at NeurIPS 2026.
Feb 4, 2026