Researchers at Princeton University and UC San Diego found that skill libraries improve agents via structured workflows rather than expanded knowledge. Performance peaks early but drops as libraries grow. Agents struggle to retrieve the correct instructions from oversized sets. Developers must prioritize curated, lean skill sets over exhaustive lists to maintain reliability.