# AgentEngineering.org > Practical AI agent engineering for builders, operators, and technical decision-makers. ## About - Site: https://agentengineering.org/ - About: https://agentengineering.org/about/ - Articles: https://agentengineering.org/articles/ - RSS: https://agentengineering.org/rss.xml - Sitemap: https://agentengineering.org/sitemap.xml ## Recent Articles - LLMs, Workflows, and Agents: What Actually Changes?: https://agentengineering.org/articles/llms-workflows-and-agents-what-actually-changes/ The real shift from LLM to workflow to agent is not a buzzword change. It is a change in who owns the task, the execution path, and the next-step decisions. - Why Agent Engineering Is Becoming Its Own Discipline: https://agentengineering.org/articles/why-agent-engineering-is-becoming-its-own-discipline/ Agent engineering is emerging because the hard problem is no longer a single prompt. It is designing closed-loop systems that can reason, retrieve context, use tools, stay governable, and hold up in production. - What Is an AI Agent?: https://agentengineering.org/articles/what-is-an-ai-agent/ An AI agent is a goal-directed system that can observe state, decide what to do next, use tools, and act across multiple steps. Here is the clean first-principles definition, plus how agents differ from LLMs and workflows.