AgentSwarms — Hands-On Agentic AI Learning Platform

AgentSwarms is a browser-based platform for learning and prototyping agentic AI. Visitors can run lessons, notebooks, templates, labs, agents and multi-agent swarms, then fork and modify examples without local setup.

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AgentSwarms is a browser-based learning platform focused on agentic AI and multi-agent systems. It provides hands-on lessons, build-along labs, runnable notebooks, interactive presentations, templates, and guided demos that let visitors build, test, fork, and modify agents and swarms directly in the browser. The site covers topics such as prompting, tools and function calling, retrieval-augmented generation, memory, guardrails, observability, voice agents, embeddings, and orchestration patterns. It is designed for people who want to learn how AI agents work by experimenting with live examples rather than only reading about them. Typical uses include studying agentic AI concepts, prototyping multi-agent workflows, exploring failure modes, and turning lesson examples into custom projects. The intended audience includes developers, builders, AI practitioners, and learners interested in agentic systems, especially those who want a practical introduction to building runnable agents and swarms. The hosted service is offered free during beta, with a generous AI usage credit and no credit card required. Users can sign up with email or Google to save work, and the platform also supports browser-based use without local setup or preexisting API keys for initial learning.

Key features

  • 50+ lessons across 8 tracks
  • 50+ runnable agents and swarms
  • Build-along labs
  • Failure-mode labs
  • Interactive notebooks
  • Interactive presentations
  • Templates for real-world use cases
  • Voice-agent playground
  • Embed support for website widgets
  • Visual agent builder and drag-and-drop swarm canvas
  • Observability traces and guided demos
  • Open-source or source-available self-hosting path for the broader platform

Who it is for

  • Developers
  • AI builders
  • AI practitioners
  • Students and self-learners
  • Teams prototyping agentic workflows
  • People exploring multi-agent systems

Access and pricing

Free during beta with a generous AI usage credit; no credit card required; daily request caps apply; sign-up is available with email or Google.

What it is best for

Developers, AI builders, practitioners, students, self-learners and teams exploring agentic AI and multi-agent workflows

Advantages

  • Interactive, browser-based learning with runnable agents, swarms, notebooks and labs
  • No local setup or API keys are needed to start learning
  • Curriculum covering prompting, tools, RAG, memory, guardrails, observability and multi-agent orchestration
  • Templates, failure-mode labs, interactive presentations and notebooks complement the lessons
  • Users can fork, modify and run examples directly in the browser
  • Includes voice-agent, website embed and observability features for experimentation
  • Free during beta with AI usage credit and no credit card required

Limitations

  • The hosted site is intended for learning and proof-of-concept usage rather than production deployment
  • Daily request caps apply during the free beta
  • Some capabilities depend on the platform's managed AI gateway and environment
  • Free access terms may change after the beta period

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