Published on October 18, 2025 Beyond Text Generation: How Agentic AI Systems Differ from Simple LLMs ai llm agents Explore the fundamental differences between simple LLM models and advanced agentic systems like Claude that can execute code, use tools, and interact with dedicated execution environments.