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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 -
Mihnea Stanila🛠️ 1 tool 🙏 42 karmaFeb 23, 2026@ConnectTheDots GeneratorI just published a children's drawing book on Amazon in 2-3 hours of fiddleing with this tool. Really really good! -
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Ahaha Sam was really nice to me, we did some brainstorming together. It s great for getting some strategies ideas, especially if you have a small business like me -
AI agent for Jupyter: Generate code, run cells with natural language.Open
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Have AI-powered conversations with famous historical figures.Open
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Track the Tooth Fairy's magical journey to your house.Open
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Being able to tell it to create an app for anything I want - for myself or for the AI to use is the coolest thing!
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This one was really nice. In that it could also generate a white paper to go with the diagram
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Grok — v4.5Handles difficult long-running tasks more effectively by investigating problems, using tools, recovering from mistakes, and verifying results in realistic environments. Extends beyond software engineering into data science, finance, legal work, and other computer-based knowledge tasks with a broader training mix. Improves agent-style computer work through training on large volumes of codebase interactions and developer-agent behavior with software tools. Gains stronger robustness on hard problems through reinforcement learning environments designed specifically to remain challenging even for frontier systems. Offers a separate fast variant, indicating a higher-speed option alongside the main weight class for lower-latency workflows.
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I tried a chat section. It's pretty cool, I used another company that's very similar to yours but it didn't recognize speech nearly as well as yours does. The only negative feedback I have for you is the web app seems a little bit buggy on my phone sometimes when you click to hold down for speech it doesn't work very well you have to try it a couple times. I like it though I'm going to try it again.
- SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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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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Every student must try this. It really saves me before final exams.
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To start a learning application, I think this is a great platform to support adaptive and personalized learning.
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Super student Ai is a genius idea! It makes studying more fun by turning practice questions into a scrollable format like TikTok. Perfect for students who want to learn smarter and stay engaged."
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Land More Interviews with AI-Powered Resume Optimization for Every Job ApplicationOpenGreat tool! Super easy to customize your resume for each job application and totally free. Definitely recommend! -
Master languages through content you love — news, videos, flashcards. AI assisted.OpenLearning language and getting knowledge upgrade at the same time. Hope it will include more chat features and options in future. -
OpenI like the thought of having her close as a application used on phone android/iPhone ..... -
This app is an absolute beast when it comes to interview prep. I passed my first round thanks to Wyspa.
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SCORM-compliant, Interactive course builder, personalized learning, tools instructional designers, Teacher toolsOpenI’ve been using Mexty for a few weeks now and it honestly makes lesson creation so much easier. The interface is clean, and I can build interactive content in minutes without needing to code. It’s been super helpful for saving time and still getting professional results. -
Excellent for my kids and keeps getting better!
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A very cool free AI tool to help you with homework
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Transform YouTube videos into polished documents and quizzes.OpenSuper helpful tool for content creators like myself. I have a Patreon where I give my Patreons quizzes and video summaries based on my YouTube video and this website speeds the whole process up tremendously. -
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Turn any browser workflow into a polished, AI-narrated video guide in minutes.OpenHey everyone, I’m Evaldas, co-founder of Guideless, the fastest way to turn any browser workflow into a polished, AI-narrated video guide in minutes. No screen recording. No tedious editing. Just turn on the extension, click through your process as you normally would, and instantly get a share-ready guide. We recently shipped a major update: a sleeker UX and new high-quality AI voiceover characters — making guides sound and feel more vibrant than ever. Give Guideless a try and see how effortless creating high-quality tutorials can be 🪄 -
Made writing my first book simple and fast. I turned scattered ideas into a full, professional manuscript in a weekend. The guided flow kept me focused, and the editing felt natural.
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Learning shouldn't be a chore. Gamify your learning with AISheets.study.Open -
Not what I expected. The roblocks stuff. When you say PDF to video, I was expecting whatever the PDF says there would be an animation or cartoon or something visually animated going on.
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Process YouTube playlists faster — extract signal without watching every minuteOpenTubeYakker matches how I already use YouTube. Saving things for later and processing them bit by bit. The UI is pretty minimal, which I like, though it took me a minute to understand the intended workflow. Keep it up ;-) -
OpenThanks - are you looking to generate business ideas from the transcript as an extra feature? -
They couldn’t generate zebras without their stripes on 3 separate tries. That’s basic f-ing shit.
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OpenA perfect blend of entertainment and education! QualiTime.ai makes learning playful and interactive for children. Great overview! -
Extract Wisdom from Any Link -- 6 AI Models, Haiku 4.5 SynthesizedOpenExtract wisdom from YT, websites, PDFs, any link. Multiple models catch what single perspectives miss. Organized thematically. Honest about uncertainty. Built for understanding, not compression. All feedback welcome! -
tried it on one of my old random sketches and the animation came out smooth, everything looked spot on with perfect proportions. only downside is that it's pretty short, wish it had an option for longer clips. but for a free test, it really shows off what the tool can do. fantastic. 5/5
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Great for skimming research papers and reports
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Turn your slides into narrated videos with AI voiceoverOpenWe built Vidsembly to make video creation from presentations as simple as having a conversation. Just upload your slide deck, pick a voice, and get a clean narrated video in minutes. No editing software or mic needed. Great for creators, educators, and sales teams who want their message to land. You can try it free with 30 credits. -
Open👋 Karl, Co-founder here. We built IRL PLAYground because we believe a child’s first contact with AI should be ethical, creative, and human-centered. Not a tool that replaces their teachers and play environments, but one that works alongside them to unlock imagination and the potential of learning spaces. This first release focuses on the invisible work teachers carry: lesson planning, materials, classroom flow. Not flashy, but foundational. We didn’t build an MVP. We built the infrastructure of play. And this is just the start. It’s designed to be in classrooms now, and soon we’ll bring it into the home. If you’re a teacher or parent, we’d love your feedback, all ideas welcome. Share to those that need it, and let’s build this together. -
This is hands-down the most engaging language app I’ve ever used. The AI conversations feel real, and the talking avatar makes it fun to practice speaking without anxiety.
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Rapidly generate AI training videos without equipment or editing.Open -
“very useful for studying and comprehension.” does a great job of generating relevant questions from books. it’s straightforward to use and has helped me highlight key points and themes. very helpful tool for studying or preparing discussions. the accuracy of the questions is impressive, and it saves time compared to coming up with questions manually. overall, it’s a solid resource for students and readers.
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OpenThere's still room for improvement, but overall not bad. It's great for start. Thank you! -
I'm currently testing on iOS and I so very strongly wish I had a web version or Android version as well so that I can use it across all my platforms. Hands down my fav app for news on any device currently.
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Great way to improve you prompting skills through daily exercises. This should be implemented in schools, would really help students. Can also see it being really valuable for adults. Not just for prompting, but for articulation in general. Also made a video about it: https://www.youtube.com/watch?v=A8ZRJgLCFy8
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Great reader app that allows for importing many articles. I hope the interface can be made to look a bit better. 期待を込めて5星を。
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TutorGPT has been a lifesaver for my math assignments. What I love most is that it doesn't just give the final answer—it provides clear, step-by-step explanations that actually help me understand the logic. It's fast, accurate, and highly recommended for anyone struggling with complex problems!
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Great App! Comes in handy to generate questionnaires or quizzes out of specific topics from PDFs and scanned notes. If you are looking to boost kids performances either as a parent or a teacher then this is the app. Try it to believe it!
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Turn one screen recording into videos, interactive tours, and product guides.Open -
I think this is the best app to learn English.
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I really loved this tool for learning DSA , the AI coach is really helpful and the platform provides structured learning paths and questions
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Built with passion. Thanks for your support. - cheers Solo founder :)
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From draining mental fog into a clarifying 'aha moment' in one conversation.OpenDropped thoughts in and the ask youfself and downstream consequences brought clarity to myself. -
Bring children's stories to life with AI-generated images.Open -
Just tried it for doing our new employee inductions, which saved me a lot of work and time. It's amazing and the Avatar is so cute. I'm gonna try it in other occasions and see how it goes.
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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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OpenLove the app! It helps to make overthinking productive -
Llamaroo 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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AI-powered tarot readings for self-reflection and deeper understanding.Open -
Pretty good tool for writing assignments or essays even, easy to use, gives a structured way to use AI and the outputs are better than expected, looks human.
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AI-powered coloring book creator for kids' stories.Open -
Hi there, thank you so much for your reply. I appreciate you honesty and transparency. I'm quite familiar with these kind of companion ai apps, if you want me to give you some more insight on what would make it more competitive just let me know. I'm happy to do a meeting.
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Gistr has been a game changer for processing long YouTube videos and PDFs - saves hours and actually helps you retain what you consume.
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Love how direct the name is. “EduSolver” instantly tells you what problem it’s trying to solve 👀
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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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Been using it for the past few days and it is exactly what I hoped it was. Nothing complicated, does exactly what it says it does without the fluff. The analysis section is great, does not produce canned summaries. It appears to be doing something different for every different type of topic, which is great. Still playing with it.
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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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Identify any painting with AI-powered art recognition.Open -
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threw in one short essay that I had. I really liked the recommendations section, super clear and helpful. easy to use
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This tool is actually kinda clutch for quick physics questions. Saves me from digging through my notes every time :)
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AI coloring book for enchanting kids' art adventures.Open -
AI-powered English courses at your fingertips.Open -
AI-powered script generator for captivating educational content.Open -
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Transform any subject into personalized study flashcards instantly.Open -
Yoo, just gave this chat a theme and it spat out a brain-twister that's straight fire! kinda dope, but u ll need some hints to dial down the guesswork
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Pretty responsive with detailed info about the Human Anatomy.
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AI-crafted forest adventure tales for young readersOpen -
AI-powered scenario generator for interactive learning.Open -
Bring history to life with AI-generated visualizations.Open -
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Hands-on LEGO learning makes computer science accessible.Open -
Transform prompts into swirling paper art masterpieces.Open -
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Transform any material into summaries, flashcards, and quizzes instantly.Open -
Clarifying complex financial concepts with academic sources.Open
