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AI Agent

Definition

An AI system that can autonomously plan, make decisions, and take actions to accomplish goals, often using tools and interacting with external systems.

AI agents represent a significant evolution beyond simple chatbots, moving from reactive question-answering to proactive goal completion. An agent typically has access to tools (web search, code execution, APIs, file systems) and uses an LLM as its reasoning engine to plan multi-step tasks, execute actions, observe results, and iterate. Frameworks like LangChain, AutoGPT, and Claude's tool use enable agent development. Agents can book travel, conduct research, write and debug code, manage workflows, and interact with software on behalf of users. Key challenges include reliability (agents can make compounding errors), safety (actions may have real-world consequences), and cost (complex tasks require many LLM calls). Agents are expected to be the primary way humans interact with AI systems in the future.

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