kapynResearch

Study explains why AI agents benefit from "skills" and when they fail

Princeton and UC San Diego researchers find AI agent "skills" mainly improve performance through structured workflows, not added knowledge. As skill libraries grow, agents increasingly struggle to select the right instructions, revealing a scalability bottleneck for agentic systems.

The Decoder·Aug 22, 2026

Opening Kapyn…