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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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Verified tools
- SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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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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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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Built with passion. Thanks for your support. - cheers Solo founder :)
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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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okay so the timing on when it makes you review is kinda creepy accurate? like it'll pop up right when i'm about to forget something. been using it for bio and actually remembering lecture stuff past the exam for once.
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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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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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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. -
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 ;-) -
AI-powered tarot readings for self-reflection and deeper understanding.Open -
This app is an absolute beast when it comes to interview prep. I passed my first round thanks to Wyspa.
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Looks promising but unfortunately lots of error right now... can't sign in, can't create any images. Timeouts and auth issues need attention asap!
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I created this platform to solve a problem I saw everywhere: AI videos that looked too unnatural. AI Kiss is designed for high-quality, lifelike animation. We capture the subtle details of intimacy, specifically the eye contact between partners, making the moment feel truly authentic. Founder of AIKiss.Art Cherry
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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 🪄 -
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! -
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.
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Turn one screen recording into videos, interactive tours, and product guides.Open -
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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Excellent for my kids and keeps getting better!
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Learning shouldn't be a chore. Gamify your learning with AISheets.study.Open -
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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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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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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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I think this is the best app to learn English.
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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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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 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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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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OpenLove the app! It helps to make overthinking productive -
Rapidly generate AI training videos without equipment or editing.Open -
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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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. -
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. -
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. -
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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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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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. -
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! -
Every student must try this. It really saves me before final exams.
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OpenThanks - are you looking to generate business ideas from the transcript as an extra feature? -
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. -
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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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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OpenA perfect blend of entertainment and education! QualiTime.ai makes learning playful and interactive for children. Great overview! -
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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This one was really nice. In that it could also generate a white paper to go with the diagram
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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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Open - Didn't find the AI you were looking for?
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Hands-on LEGO learning makes computer science accessible.Open -
Transform any material into summaries, flashcards, and quizzes instantly.Open -
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Great for skimming research papers and reports
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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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“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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OpenI like the thought of having her close as a application used on phone android/iPhone ..... -
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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They couldn’t generate zebras without their stripes on 3 separate tries. That’s basic f-ing shit.
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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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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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OpenThere's still room for improvement, but overall not bad. It's great for start. Thank you! -
To start a learning application, I think this is a great platform to support adaptive and personalized learning.
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Transform any subject into personalized study flashcards instantly.Open -
Pretty responsive with detailed info about the Human Anatomy.
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AI-powered scenario generator for interactive learning.Open -
This tool is actually kinda clutch for quick physics questions. Saves me from digging through my notes every time :)
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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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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 script generator for captivating educational content.Open -
Transform prompts into swirling paper art masterpieces.Open -
AI-crafted forest adventure tales for young readersOpen -
AI-powered coloring book creator for kids' stories.Open -
Bring children's stories to life with AI-generated images.Open -
AI coloring book for enchanting kids' art adventures.Open -
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AI-powered English courses at your fingertips.Open -
Bring history to life with AI-generated visualizations.Open -
Clarifying complex financial concepts with academic sources.Open
