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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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Earl Grey🙏 19 karmaAug 27, 2025@Your Own AII found the AI easy to use after watching the intro video on youtube. I like the conversational nature. These Personalities are engaging. The report feature is useful. -
Love it! So far it looks like a hybrid of educative.io (path, text format, practice with mistakes correction after) duolingo (on the practice part) based on the user experience and I personally like both
Other tools
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As the service was in beta-testing stage, I created there a dozen of AI-generated courses for free. I wanted to use them. Those courses remained in my account as they started subscription tiers. But recently I have found out that they were deleted. The support didn't answer to my e-mail at all.
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A valuable resource. I think I will be using this site quite regularly.
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tried it out and the results were quick and well organized. really helpful for turning content into something easier to study. and it’s freeee!
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Our aim is for everyone to easily master at least one foreign language. We created SpeakPal with artificial intelligence and AI teachers to lower the barriers and costs of learning foreign languages for users around the world.
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Profoundly expensive. They are charging $79 per month on a yearly subscription. The free version has few ais available. If you opt for the monthly subscription you'll be morgaging your family at $99 per month. I don't know any teachers who could afford that even in the short term. There are far less expensive ai options out there which are just as good.
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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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I like the interface and all the variety of activities but I’ve found the leveling system to be rather inaccurate. I’m in advanced speaker of Korean, and after doing the level test and manually adjusting my level, I still receive activities related to beginner Korean grammar. Overall, I think it’s a great idea, but it might still need some tweaking regarding levels.
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Memoripy is a GAMECHANGER. I see why it has so many stars on GitHub- we use it for all of our agents to ensure they are context aware! Great job 👏
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OpenThanks - are you looking to generate business ideas from the transcript as an extra feature? -
Really amazing! Makes learning content and engaging with things so much easier!
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OpenThere's still room for improvement, but overall not bad. It's great for start. Thank you! -
It is a Best platform to prepare for Digital SAT Exam.
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Really impressed with the latest updates! The collaborative whiteboard and real-time web design tools are incredibly useful — I can sketch ideas, tweak layouts, and instantly see the results, all in one place. It’s smooth, fast, and actually helps me get work done instead of just talking about it. Athena is already one of my go-to tools. I use it daily for creative projects and team discussions, and it's made a real difference in how I work.
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I like it. Based language - english. Some weird machine pronunciation.
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it's wild how MLflow takes chaotic experiments and turns them into neat, tweakable apps.it's open source, dead-simple to install and crazy fast at loggin metrics. kudos to the dev :D
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Build fluency through conversations on any topic with Arti, our AI tutorOpen -
Great tool. I'm excited for the full release. I think this can be a great way to get people to learn things using hobbies and activities they already like and enjoy https://youtu.be/hYLOW3Pbr20
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Try Speak feels much more interactive than traditional language learning apps. I like tools that focus on actually practicing conversation and speaking confidence instead of only memorizing vocabulary lists.
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Master the mystical Enochian language with guided lessons.Open -
Hands-on LEGO learning makes computer science accessible.Open -
A Russian language education assistant for students and teachers.Open -
Beginner-friendly Python guide with practical projects.Open -
Master machine learning through hands-on labs and AI.Open -
Enhance your vocabulary with clear meanings and spaced repetition.Open -
Creates educational flashcards and integrates with Anki.Open -
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Specialized in Hindi education, adept at curriculum-based learning and personalized teaching.Open -
Analyzing student's test to provide personalized study advice.Open -
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Italian language education assistant, tailored for students and teachers.Open -
Bridging educational gaps with multilingual task adaptation.Open -
Assists in memorizing Bible and Orthodox Christian texts.Open -
Improve language skills through interactive scenarios and feedback.Open -
Useful and works step by step with you. Overall a pleasure to use.
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A specialized GPT for Korean education, personalized for your learning.Open -
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Master survival and strategy on the Martian frontier!Open -
Your personal guide to responsible innovationOpen
