2 papers
cs.MA2026
MetaShare: Failure-Aware Collective Self-Improvement for Open-Ended Agents
Vishal Bhutani, Prasang Gupta, Sumanth Chundru +1
Humans often learn fastest not by repeating success, but by remembering which failures not to repeat. Open-ended self-improving agents can share experience across lineages, as in G…
cs.AI2026
Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems
Prajjwal Gupta, Prasang Gupta, Vishal Bhutani +4
As agentic LLM systems move from prototypes to deployment, evaluating them has become more important and more difficult. Evaluation goals are often left implicit. Without a clear a…