Intermediate · Systems

Agent Framework

Visual diagram · (in preparation) · Math · (in preparation) · Worked example · 3 difficulty levels.

TL;DR. A software library or toolkit that simplifies the development of AI agents capable of planning, executing, and adapting tasks.

Technical Definition

A software library or toolkit that simplifies the development of AI agents capable of planning, executing, and adapting tasks.

How it works

Agent frameworks provide structured environments and pre-built components for constructing intelligent agents. They often include modules for memory management, tool integration, prompt orchestration, and control flow logic. By abstracting away complex implementation details, these frameworks enable developers to more easily build sophisticated, goal-oriented AI applications.

Related Concepts

• Agentic AI — AI systems designed to independently plan, execute, and adapt actions to achieve a given goal, often involving multiple steps and external tools.
• Orchestration — The process of coordinating and managing multiple AI models, tools, and data flows to achieve a larger, more complex AI application or workflow.
• Tool Use — The ability of an AI model, especially an LLM agent, to autonomously identify, select, and utilize external tools and APIs to accomplish tasks.