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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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OpenKristoff 1 Skalet 1🛠️ 2 tools 🙏 11 karmaOct 12, 2025@My professional coloring bookI especially like that there's a colored side to guide the artist as reference -
Prompt asked for did not include any forbidden content and was not remotely touching on any serious or borderline content, yet it would never generate a single prompt and end up just tapping its fingers even after the generate button reverted from generating to generate.
- SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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Insightful guidance tailored to your life's questions.OpenThis ai tool is awesome because I did figure out last Christmas when I was was lucky enough but thanks for sharing a tarot reading. But now I will be using this as often as I can. This may my Christmas a miracle for me. -
Speed is amazing ! I will definitely utilize the tool in the future for film generation
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AI-powered coloring book creator for kids' stories.Open -
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This was a fun tool for thought experiments it is simple in its ideas but still works well to get the mind thinking.
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Ask data questions, get instant insights, SQL, and charts — all poweredOpen -
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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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
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Awesome app - if you're a podcast fan, check out Jellypod, it pairs well with Snipd!
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It offers a quick, accessible, and discreet biblical guidance, excellent for ready-made devotions or sermon ideas.
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Says you can have 3 free per day without logging in, but wanted to charge for my first use
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Melo - AI Song Generator
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Not unless you create an account and start interacting with it
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Thank you — this honestly means a lot 🙏 "No design experience needed" was exactly the goal, so it's awesome to hear it clicked for you. Thanks for creating with MagicReels, and don't hesitate to reach out if you ever need anything!
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Still crashes on Mac Silicon. No response from emails to support about crashes with logs. Indexing takes forever and ai not that good once completed.
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It sure does Kristina, give it another go , try and refresh the page.
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Very helpful tool in my design process and coming up with new features!
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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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AskNova Dream Interpretation helps people reconnect with their dreams in a more vivid and meaningful way. Instead of just typing out what you remember, the experience combines immersive soundscapes and guided prompts to bring back the feelings and details of your dream, making recall easier and deeper. It’s an AI-powered tool that is designed to feel more like a journey of self-reflection rather than a simple analysis.
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Generate ultra-realistic mirror photographs exploring self-perception psychology.Open -
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pretty... it makes some really beautiful landscapes... gives me good drawing ideas...
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Search real papers and write literature reviews without AI hallucinations.Open -
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Transform objects into haunting digital masterpieces.Open -
I have become closer to God, so many questions arise, but I don’t have time to read the Bible, so I ask my questions to the AI pastor. I can also ask anything, reveal my deepest sins, and no one will judge me and will never know. Thanks to the developer!
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These are sooo cool, I love them, so many cute outfits I can create for Roblox
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Craft trippy, cosmic wallpapers from dark dreams.Open -
MusicAura is an AI music generation tool designed to help creators quickly turn ideas into royalty-free music. It focuses on a simple workflow where users can generate music from text prompts in seconds, making it useful for content creators, indie developers, and marketers who need fast audio ideas without complex production tools.
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As a tattoo nerd who cares about solid guidance and clean cover-ups, this one is a surprisingly good jump-ogg. Great for "what can I make here" and getting three or four workable angles to bring to the shop.
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Offering vivid journeys through time with accurate details.Open -
First-principle thinker using 300+ mental models with clear examplesOpen -
It literally told me it couldn’t create maps, and directed me to Mapbox.
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Tech-focused AI prompt expert, offering detailed insights and best practices.Open -
Assistant for summarizing web links and exploring your favorite topics in depth.Open -
A verbose synonym finder with detailed explanations.Open -
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Experience class with a cool, knowledgeable, and approachable AI professor.Open -
Turning animated characters into real people.Open -
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Helps Editors Write Professional Grade Opinion PiecesOpen
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Search GPT Agents effortlessly with Maestrix AI.Open -
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Enjoy conversations with any historical person who ever lived.Open -
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Playfully creates realistic Lego Box Set images using DALL-E.Open -
Expert on Space Odyssey and Foundation series, offering deep insights.Open -
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Specialist in 3D modeling, scripting, and fractal design.Open
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Discover wildlife through your photos!Open -
Your creative muse in writing, guiding you through storytelling potentialOpen -
Guiding users through the world of swamps and wetlands with environmental expertise.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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A festive guide to Christmas music, with recommendations and fun facts.Open -
Unveiling Sin and Redemption in The Scarlet LetterOpen -
Converse with history's greatest thinkers.Open
