From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills

In three linesSystematic study of the full lifecycle of model-generated agent skills: extraction, consumption, and transfer. Evaluation framework spanning 5 agentic task domains. Findings: skills beneficial on average but exhibit non-trivial negative transfer; extractor/consumer performance independent of model scale. Introduction of meta-skill to improve quality and reduce negative transfer.

Summary generated by Claude — human-verified