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AgentSwarms — Our Biggest Release Yet: 100+ Executable Framework Notebooks, Voice Agents, Website Embeds & More 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 started in seconds. Because voice runs on the same engine as chat, your tools, RAG, memory, and guardrails all carry straight over. Try it: https://agentswarms.fyi/voice-playground 3. Build an AI backend and embed agents + multi-agent task bots on your website Ship what you build. Embeds turns any agent or swarm into a widget you paste into your own site with a single iframe — no backend to stand up. Choose an Agent embed (a streaming chat panel that answers with the agent's full brain) or a Swarm embed (a run-and-return task bot where a whole multi-agent workflow executes server-side and returns the result). Every embed gets domain-locked API keys, a per-embed daily request cap, and serves anonymous visitors with no login. Details: https://agentswarms.fyi/docs/embeds 4. New interactive field-engineering blogs and presentations Our library now includes 30 field-engineering blog posts, each with custom interactive visuals you can click through — covering AI agents in financial services, multi-agent simulation, deploying MCP servers to AWS/Azure/GCP, voice agents, security, retrieval, cost control, and framework deep-dives. Alongside them are 25 interactive presentation decks on everything from LLM internals to multi-agent orchestration and LLMOps. Read them: https://agentswarms.fyi/blog 5. A lot more failure-mode labs and notebooks Real agents fail in ways demos never show, so we built the practice ground for it: 9 hands-on failure-mode labs in the swarm canvas that inject a real fault — a coordination deadlock, a cascading error, a runaway loop, a prompt injection — and then grade your fix. They're backed by a 38-cell "Failure Modes Lab" notebook that reproduces 12 production failure modes (hallucinations, sycophancy, RAG poisoning, context rot, cost blow-ups, goal drift, and more) and ships the exact fix for each. Start at https://agentswarms.fyi/learn 6. Free interactive AI tools We added 17 free, no-login browser tools for everyday agent work: a RAG chunking visualizer, prompt-injection tester, semantic chunker, swarm-architecture visualizer, PII redactor, multi-agent token-cost calculator, LLM-as-a-judge builder, tool-schema generator, GraphRAG triplet extractor, synthetic RAG-eval dataset generator, and more. Open and use them instantly: https://agentswarms.fyi/tools 7. Detailed swarm execution traces Every multi-agent run is now fully traced and replayable. Step through each node's inputs and outputs, every tool call and handoff, and read per-run token usage, cost, and latency on a timeline — the raw material for debugging, evals, and cost dashboards. No more guessing why a swarm did what it did. 8. More runnable industry templates We expanded the template library to 20 one-click, runnable industry templates — support triage / knowledge-base agent, research RAG, sales outreach, code reviewer, CRM data cleanser, long-context analysis, and more. Each spins up a working agent or swarm you can run immediately and adapt. Browse them: https://agentswarms.fyi/templates -
Identify any painting with AI-powered art recognition.Open
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Emre Kanatli🛠️ 1 tool 🙏 42 karmaJan 21, 2025@Menu ExplainUltimate foodie travel tool!
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Speed is amazing ! I will definitely utilize the tool in the future for film generation
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Tried this while walking in the town. That's amazing! It knows about, builds and tells great stories about any landmark I see around me
- SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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OpenExcellent AI therapy service! Accessible, intuitive, and supportive, it's a great tool for anyone looking to improve their mental health. Highly recommend - 5 stars! -
This has got a super-positive future. After creating just one video, I could see that there would be a large use-case for most industries, including mine with Online Marketing. One thing I did notice was that assets that appear on screen often overlap each other. The same was apparent on most of the other videos in their showcase. Once they get over this hurdle, it'll be worth paying for, for sure.
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Revolutionize your research with AI-conversational surveys.Open
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Upload a photo and explore simple ways to refresh your look.Open -
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They couldn’t generate zebras without their stripes on 3 separate tries. That’s basic f-ing shit.
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Not unless you create an account and start interacting with it
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It sure does Kristina, give it another go , try and refresh the page.
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Can't wait for mobile app!. I just realized it works in mobile web pretty well! As it doesn't seem like it loads heavy mp3 for voice, it's quite nimble compare to the other products. Love it!
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Craft captivating Akane Kurokawa fanfiction.Open -
OpenI especially like that there's a colored side to guide the artist as reference -
AI-powered coloring book creator for kids' stories.Open -
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Guide for alcohol-free, spiritual events, with interactive exploration.Open -
Recreating historical events for interactive exploration.Open -
Market analyst, educator, and blockchain explorer.Open -
Unravel the secret of funk in high-tech Tokyo.Open -
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Exploring Southern culture, traditions, and cuisine with warmth.Open
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A playful guide to the letter 'P', offering linguistic insights and creative ideas.Open
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Specialist in 3D modeling, scripting, and fractal design.Open
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Explore the bottomless, mysterious hole in our AI game.Open -
Your guide to a whimsical, Adams-esque universe.Open -
Search GPT Agents effortlessly with Maestrix AI.Open -
Expert in self-assembling space architecture.Open -
Your unbounded guide to wild historical adventures.Open -
Explore global cuisines with in-depth culinary information.Open
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Turning animated characters into real people.Open -
Embark on text-based adventure games inspired by classics.Open -
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Visualizing Earth's future and climate change impact.Open -
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Enjoy conversations with any historical person who ever lived.Open -
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Crafting interactive RPG adventures tailored by player choices.Open -
Assisting with English learning, mind maps, voice conversations and writing.Open -
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It literally told me it couldn’t create maps, and directed me to Mapbox.
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A festive guide to Christmas music, with recommendations and fun facts.Open -
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Your virtual assistant to explore and understand any topic.Open -
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Offering vivid journeys through time with accurate details.Open -
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Find words for games, education, and writing.Open -
Advanced, adaptive guide on exoplanets with dynamic categorization.Open -
Playfully creates realistic Lego Box Set images using DALL-E.Open -
Infinite adventure and exploration game with deep lore and character building.Open -
Dive, explore, and discover underwater archaeology.Open -
Creates balanced future scenarios with both positive and negative visions.Open -
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Experience an interactive adventure in gritty, cinematic dieselpunk.Open -
Ava: More than a guide, your companion in travels.Open -
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Vibrant guide to global travel and diverse cuisines, inspiring exploration.Open -
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Master survival and strategy on the Martian frontier!Open -
Explore 'A Christmas Carol' - Dickens' Classic StoryOpen -
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Your complete Star Trek companion, from classic lore to new frontiers!Open -
Your travel guide for hidden gems and local eats.Open -
Providing fresh, insightful, and tailored astrological readings.Open -
Converse with history's greatest thinkers.Open -
Guide your Titanic-saving, time-travelling adventure.Open
