Swarms Academy
Free, structured courses for every Swarms product. Pick a track and go from your first AI agent to production multi-agent systems.
Learning tracks
Four tracks. One agent economy.
Each track teaches one surface of the Swarms stack, with docs, examples, and production patterns.
Swarms API
A four-part course on hosted multi-agent orchestration. Run your first agent, master streaming and tools, compose swarms, and ship to production.
Swarms Marketplace
Learn to publish, price, and sell agents and prompts on the open agent marketplace, and how to find production-ready agents built by the community.
Swarms Framework
Master the flagship Python framework. Build single agents, then compose them into sequential, concurrent, and hierarchical swarms in pure Python.
And More
Go deeper across the rest of the stack: Swarms RS in Rust, no-code swarms with Swarms Chat, simulations, research papers, and enterprise deployment guides.
Why learn here
Multi-agent courses built by the team that builds the stack.
Learn by executing, on the real API
Swarms Academy courses embed live API trials directly in the lessons. You run real requests against api.swarms.world from the page, edit the JSON, and read real responses, so the multi-agent concepts stick as working muscle memory rather than theory.
The complete multi-agent curriculum
From your first AI agent completion to sequential pipelines, concurrent fan-outs, hierarchical swarms, debate and consensus patterns, and graph workflows, the curriculum covers every orchestration architecture the Swarms API supports, with guidance on choosing between them.
Free, structured, and tested
Every course is free with no signup. Parts build on each other in order, each ends with a checkpoint project and a graded quiz, and the material is kept in sync with the official Swarms API documentation.
FAQ
Swarms Academy, answered.
What is Swarms Academy?
Swarms Academy is the free learning hub for the Swarms multi-agent AI stack. It opens with a full four-part course on the Swarms API, with dedicated courses for the Swarms Marketplace and the open-source Swarms framework coming soon, taking you from your first AI agent to production multi-agent systems.
Are Swarms Academy courses free?
Yes. Every Swarms Academy course is free, with no signup, paywall, or certificate fee. Lessons that execute live requests against the Swarms API use your own API key and consume a small number of credits, and new accounts include free credits to learn with.
Which course should I start with?
Start with the Swarms API course. It is a four-part multi-agent course that covers authentication and your first agent, single-agent capabilities like streaming and structured outputs, multi-agent orchestration architectures, and production operations at scale.
Do I need prior experience with AI agents?
No. The courses assume basic Python and nothing else. Every concept, from a single agent completion to hierarchical swarms and directed graph workflows, is introduced from first principles with runnable code examples.
What is a multi-agent course?
A multi-agent course teaches you to build systems where several AI agents collaborate on one task: sequential pipelines, parallel fan-outs, hierarchical teams with a director, debate and consensus patterns, and graph workflows. The Swarms Academy multi-agent curriculum teaches each architecture with live, runnable API examples.
How long do the courses take to complete?
The flagship Swarms API course takes about six hours across four parts, including live API trials, checkpoint projects, and end-of-part quizzes. Each part is self-contained, so you can complete one sitting at a time.