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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 -
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James Effarah🛠️ 1 tool 🙏 8 karmaMay 24, 2026@LlamarooLlamaroo has helped over 250 primary school teachers and parents generate engaging lessons for students since February 2026. We are very excited to launch Llamaroo on TAAFT and excited to give parents and teachers an empowering tool to win student attention back from apps like Roblox, Minecraft, TikTok, etc. -
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Transform your vision into stunning, diverse images.OpenI really haven't said enough about this wonderful tool. No words, amazing, I mean, I would say it has revolutionized the field of images. Thank you. -
i liked i didn`t tested, but i could`t find any error with code , the only possible thing i could criticize so far is that can`t provide where i could find the shape file , but this isnt that much for a hassol . so is very good
- Spotlight
SparkVoxLinkedIn -
Craft captivating short stories in 100 words or less.Open -
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OpenI didn't thought that it would work this smooth good thing is it doesn't get confused. -
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Looks good but leaves little room for instructions, but allows you to edit the lesson plans afterwards. The bad thing is I could not try doing any of these as it cannot be used without subscription
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omg yes!! finally i found a free tool to learn japanese. isn't the best one but i can work with it!!!!
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AI-powered lesson plan generator using Backward Design methodology.Open -
I ran topics in for Higher Education (English and Cyber Security) for lesson plans and activities. I was truly impressed with the output.
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I like that the quiz lessons are intuitive and similar to Duolingo
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One of the best tools to generate standard aligned lesson plans and assignments with the help of AI. Presentation generated for the lesson plan was also really good. Loved it!
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Sorry, there may be a web server issue, the bug will be fixed in a few days, you can expect the new version
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AI-powered English courses at your fingertips.Open -
Your personal AI English tutor for improving speaking skillsOpenGreat tool which helped me to enhance my English speaking skills -
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Craft AI-powered storyboards for Spanish e-learning courses.Open -
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Create stunning AI watercolors in Carl Larsson's iconic style.Open -
Master the mystical Enochian language with guided lessons.Open -
AI-powered lesson plans for kindergarten teachers.Open -
I think this is the best app to learn English.
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Its good but that helpful when it comes to teaching everything,It generates topics accurately and precisely a bigger version can surely do the work
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AI platform that creates lessons, grades essays, and generates reports for teachers.OpenCleverSchool has some of the best features for teachers at zero cost. -
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I'd use it myself if I were to learn Italian. :)
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OpenThere's still room for improvement, but overall not bad. It's great for start. Thank you! -
AI-powered guide for effortless pre-calculus mastery.Open -
I like it. Based language - english. Some weird machine pronunciation.
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It is useful to analyze your experimental data, generate protocols and mostly used for an Quick search on any biology related concept.
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Purpose-built products that unlock student motivation and drive learning.Open -
OpenIt told me it could not provide personal information like phone numbers. Unless it was public information. -
Beginner-friendly Python guide with practical projects.Open -
Your global teacher's ally for engaging lessons and ADHD support.Open -
A guide for Python programming with tailored explanations and memory feature.Open -
Revolutionizing math learning with interactive problem-solving.Open -
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Your go-to for lyrics, tabs, music lessons, and personalized musical guidance.Open -
Practical strategic guidance from 'The Art of War' for personal development.Open -
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Expert tutor in compilers and assemblers, offering detailed coding solutions.Open -
A friendly, efficient assistant for secondary school lesson plans.Open -
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Tailored lessons on practical daily life subjects and Japanese culture.Open -
Creative lesson plans and practical advice for primary school teachers.Open -
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very dope! i was able to pick a good guitar within my budget along with some accessories, really good whether u’re a beginner or a pro. 5 *****’s
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Meet ChatGPT, your engaging AI conversationalist.Open -
Intro to Programming course lesson planner for ages 9+Open -
A helpful assistant for teachers in lesson planning and classroom management.Open -
![Math Lesson Plans - Common Core [GPT-4.5]](https://media.theresanaiforthat.com/icons/math-lesson-plans-common-core-gpt-4-5.png?height=207)
Aligning lesson plans with Common Core standards.Open -
Generating Person of the Year for Time Magazine.Open
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Providing CDC-guided, person-centered language feedback.Open -
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