Why AgentSwarms
Most courses make you watch. We make you build — and break.
A learning & POC platform — not a production runtime. The fastest way to actually understand agentic AI is to run it, wire it, and watch it fail.
Learn by building, not watching
Every concept maps to a runnable agent or swarm you open in the browser. Read it, run it, fork it — no setup, no API keys to start.
We teach the failure modes
Diagnose and repair deliberately-broken swarms in Failure-Mode Labs — hallucinating RAG, runaway loops, dead branches. Almost nobody else teaches this.
A real builder, not a toy
The same visual Agent Builder and drag-and-drop swarm canvas you'd prototype with — guardrails, tools, memory, RAG, evals, and human approval included.
Curriculum
From "what's an agent?" to "I shipped a swarm."
Every lesson is interactive — read a concept, then run a live agent that demonstrates it.
Prompts & System Messages
Shape an agent's personality, role, and constraints with a system prompt. Same model, wildly different behaviour — just by changing words.
- Anatomy of a great system prompt
- Few-shot vs zero-shot patterns
- How temperature changes creativity vs accuracy
Tools & Function Calling
Give your agent superpowers. Connect it to APIs, MCP servers, and webhooks so it can fetch data, send emails, run SQL.
- OpenAI tool-call schema, plain English
- MCP servers in 5 minutes
- Designing safe, idempotent tools
Multi-Agent Swarms
One agent is a worker. A swarm is a team. Build researcher → writer → reviewer pipelines with explicit handoffs.
- Orchestrator vs peer-to-peer patterns
- Routing and handoff messages
- When to split an agent into a swarm
New ways to learn
More than a curriculum
Pick the format that fits how you learn — animated explainers, guided builds, or hands-on debugging.
Interactive Presentations
Animated, click-through decks on LLMs, prompting, RAG, agentic patterns, orchestration, security, observability, and inference internals.
Open presentationsBuild-Along Labs
Step-by-step guides that build 5 standalone agents and 5 multi-agent swarms in the real builder — with diagrams, exact settings, and deep links.
Start buildingFailure-Mode Labs
Fix swarms that are deliberately broken. The platform verifies your repair — the fastest way to build real intuition for what goes wrong.
Diagnose a swarmHow it works
Four steps from zero to swarm
No installs. No API keys to start. Open a demo, follow the guided prompts, then make it your own.
Try a Live Demo
Pick any template — Product Support, Research Assistant, Code Reviewer — and a working agent is provisioned in seconds.
Follow the Guided Tour
Each demo opens with a side-panel lesson. Suggested prompts walk you through RAG, guardrails, and approvals.
Fork & Experiment
Tweak the system prompt, swap models, wire up your own knowledge base. Break things — that's how you learn.
Build Your Own
Compose your own agents, chain them into a swarm, and watch traces light up in the observability dashboard.