Agents Are Not Enough

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Chirag Shah, Ryen W. White

Published: 2025, Last Modified: 14 Jan 2026Computer 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: As artificial intelligence (AI) integration grows, autonomous agents are experiencing a resurgence, and examining their past incarnations reveals lessons about what worked and what failed that can inform current development. We propose combining generative AI with a robust ecosystem to make the current wave of agents more effective and sustainable.