
· Prakash Natarajan · Reliability
AI Agent vs LLM: The Real Difference
The line between an AI agent and an LLM isn't vocabulary, it's who decides the next step. What actually changes in cost, failure modes, testing, and multi-tenant risk once a model starts directing its own loop.