AgentSwarms

TL;DR — what's new: -103 executable, in-browser notebooks across 9 agent frameworks — no setup, run every cell live. -Voice agents you build with speech-to-text + text-to-speech and talk to right in the browser. -Website embeds — drop a standalone agent or a multi-agent task bot onto your own site with one iframe. -30 interactive field-engineering blogs + 25 interactive presentation decks -9 hands-on failure-mode labs + a 38-cell failure-modes notebook covering 12 real production failures -17 free, no-login interactive AI tools -Detailed swarm execution traces — tokens, cost, latency, every handoff -20 runnable industry templates AgentSwarms is a learn-by-building platform for Agentic AI: build, run, test, and ship AI agents and multi-agent swarms — and actually learn the frameworks by running real code, not reading about it. This is our largest update to date. Here's everything that's new. 1. Framework-specific notebooks with executable cells — learn every major agent framework by running it We shipped 103 notebooks with live, editable cells that execute right in your browser — zero installs, zero API keys to wrangle. There are dedicated, in-depth tracks for OpenAI Agents SDK, Google ADK, LlamaIndex, Mastra, LangChain, LangGraph.js, and AWS Strands SDK — plus Vercel AI SDK and VoltAgent. Each track walks the whole arc: fundamentals → typed tools → multi-agent handoffs → memory → guardrails → evaluation, with clear, beginner-friendly explanations next to code you can change and re-run. Start here: https://agentswarms.fyi/notebooks 2. Build voice agents with TTS + STT — give any agent a voice and talk to it You can now turn any agent into a voice agent using a speech-to-text → LLM → text-to-speech pipeline, pick from 11 studio voices, and talk to it live in the Voice Playground — tap the mic, speak, and hear it answer back. Fork a ready-made sample to get

Building AI agents is hard enough. You shouldn't have to wrestle with nested JSON schemas by hand or guess how your RAG pipeline is splitting text. Just shipped a new suite of 100% free developer utilities on AgentSwarms, including: 🛠️ Tool-Calling Schema Generator 🕸️ GraphRAG Entity Visualizer 🧪 Synthetic RAG Dataset Creator Stop guessing. Start building: https://agentswarms.fyi/tools

The AI engineering job market has shifted massively in the last 6 months. Interviewers are no longer just asking "how does a transformer work?" or "how do you write a good prompt?" They want to know if you can architect production-grade multi-agent systems, prevent RAG hallucinations, and manage state across LLM calls. I’ve been building a visual learning sandbox for multi-agent workflows (agentswarms.fyi), and today I just launched a completely free AI Interview Prep Module inside it. I compiled 42 top interview questions specifically for GenAI and Agentic AI roles. But instead of just giving a generic answer, the module breaks down the "Standout Answer" and teaches you the mental model of how to answer it like a senior architect.

AgentSwarms now has a model registry consisting of 507 models. If you want to browse and filter through all the models to find out which provider is offering what models with what capabilities, this is the place you should be looking for! Good news - AgentSwarms supports all the popular model providers and cloud providers as integration!

We have launched a Wren-AI Inspired BI Agent within the SQL Chat Agent to proactively provide schema-aware queries and visualization out of the dataset!