2 papers
cs.AI2026
Learning Reusable Agent Subroutines from Experience
Zhihan Lei, Jiarui Yan, Joshua Momo +1
Existing methods induce various forms of knowledge from agent traces, from sample workflows to programmatic skills. We propose ARISE (Agent Routine Induction from Successful Experi…
cs.LG2026
Learning to Construct Practical Agentic Systems
Aditya Kumar, Zhihan Lei, Jerry Yan +6
Automated design and optimization of agentic LLM-based systems leads to sophisticated systems that substantially improve result quality over off-the-shelf agentic patterns. However…