AI agents How Do AI Agents Actually Work and When Should I Use Them Instead of Regular LLMs? AI agents are transforming how we build software—but how do they actually work? This comprehensive guide explains the perception-reasoning-action loop, when to use agents versus regular LLMs, and how to build reliable autonomous systems in 2026.