2026
Automated Stateful Specialization for Adaptive Agent Systems
ICLR 2026poster
Current automated agent design frameworks produce either static workflows that lack adaptability or per-query optimizers that prevent the accumulation of deep, agent-level task expertise. We propose a new direction that reconciles these paradigms: creating stateful teams of specialist agents that ac…