Do AI skills actually improve the work?

The author proposes testing the same model on the same job and evidence, with and without a skill. They describe an AI making a literal battle card image instead of a usable sales document. Citing Vercel’s Next.js eval, they say merely making a skill available left the agent’s pass rate at 53%; telling it when to use the skill raised it to 79%.