Shuyue Hu

LLM-based agents can now autonomously enhance their own harnesses, leading to performance boosts of up to 18% without human intervention.

Mismatched levels of "mind-reading" between AI agents tank their ability to collaborate, but a simple adaptive strategy can fix it.

Structured composition unlocks significantly better agent performance compared to flat skill invocation, even with the same skill set.