04:00
2026-10-01
machinebrief.com
ai-agents
Do Self-Evolving Skills Generalize to Held-Out Tasks?
A study of five self-evolving skill methods and a one-shot skill across six benchmarks found that of 21 skills that improved on their training tasks, only 5 kept all of that improvement on held-out te…