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Sarah White🙏 370 karmaDec 3, 2024@TheaWent from a C to an A in Cognitive Psychology using Thea!! -
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 -
I 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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Have AI-powered conversations with famous historical figures.Open

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Identify any painting with AI-powered art recognition.Open

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Verified tools
- Spotlight
SureThing.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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This started from a small frustration that wouldn't go away: I'd open 12 tabs for "research," skim none of them properly, and close my laptop feeling more behind than when I started. The web rewards reading speed, not reading depth — and I wanted a tool that flipped that. So I built GetTheGists: a Chrome extension that gives you the gist of any page in 3 seconds, then lets you ask follow-up questions like you would a smart friend who already read it. A few things we went out of our way to get right: - Cognitive hierarchy, not walls of text. Every summary is structured as Gist → Why It Matters → Key Takeaways → Implications. Compression before precision. - Ask, don't just read. Hit the page with follow-ups, get answers grounded in the content. - 20 languages, full dark mode, and a resizable side panel that actually respects your screen. What surprised me building this: the hardest part wasn't the AI — it was deciding what not to show. Every iteration was about removing a section, not adding one. It's free to try (Premium and Pro tiers if you want higher limits). I'd love your honest feedback — especially on the summary format and where it falls short on your favorite kind of page. I'll be in the comments all day. Thank you for taking a look 🙏
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Turn notes into perfect infographics from 500+ designs.OpenHi TAAFT! I'm Henry, the founder of CartoMind. CartoMind offers a fully automated AI workflow to help you quickly organize text content and generate the perfect infographics to match. 【Why did I build this?】 When creating infographics with AI today, users are often forced to choose between two extremes. You either use generic AI image SaaS tools that trap you in complex prompt engineering and steep design learning curves with zero knowledge management, or you use products like NotebookLM. While they are fantastic for knowledge management, their infographic generation is just an afterthought, lacking design freedom and rich templates. 【Here is where CartoMind stands out:】 1. Lightweight knowledge & note management: We support uploading multiple file formats and automatically parsing text, allowing you to freely select the exact knowledge snippets you want to visualize. 2. Fully automated workflow: Based on your selected content, our AI automatically distills the key text elements and instantly matches you with the ideal infographic design from over 500 professional combinations. 3. Massive template library: A rich selection of infographic templates offering a true what-you-see-is-what-you-get experience. 【Who is using it?】 Marketers, educators, social media creators... In fact, anyone who needs to make their domain knowledge "visible" and loves to share it will find it incredibly useful. 【I can't wait for you all to try it out!】 -
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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As a student, I regularly work with research papers and long PDFs. PodcastorAI has been a helpful way to turn that content into something I can listen to while commuting or walking. I like that it creates a structured podcast rather than simply reading the text aloud. The dialogue format is surprisingly engaging and makes dense material easier to get through. I still rely on the original documents for deeper study, but for review and knowledge retention, it's been a genuinely useful tool.
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AudioScribe has been really helpful for turning meeting recordings into clean transcripts without much hassle. I especially like the AI summaries and speaker identification, since they make it much easier to review long conversations and pull out the key points. Solid tool overall, and definitely worth a 5-star rating.
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been using this for a bit and the songs it makes are honestly pretty good, way better than i thought. love the clean design too, makes it easy to use. only thing i wish is there was some kind of playlist feature so i can organize all the songs i made, gets hard to find stuff after a while. but yeah solid app overall
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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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made a presentation for my site with just 1 prompt, lol how did the AI get so much information out of my website lol
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AI-powered Modern English to Old English translator.Open
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Master any topic in 1v1 quiz duels. Knowledge that sticks.Open -
Pricing too steep for the offered quality.
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Skin Unites Us™️Personalized AI & biotech skincare for every shade, every story.OpenExtremely useful advice for any skincare related question, cute. Should give it a try girlies -
The talking avatar is something to been seen. Improvements are needed but AI technology is coming along. This looks promising!
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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!
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OpenThis is my favourite, so handy and works brilliant -
Transform documents into interactive knowledge bases using advanced AI.OpenThis tool is expected to evolve rapidly, we are also taking all feature requests so submit what you like and we'll build it if it aligns with our product vision! Have fun with the tool and let us know what you think!
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Excellent for my kids and keeps getting better!
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All I can say is WoW! I don't know too terribly much about Tarot, but my reading was 110% spot on. And I am not referring only to the fact of the cards drawn couldn't have come closer if I hand-picked them but it was the analysis of each card individually, as well as overall. I'll be using this regularly from now on.
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Learning shouldn't be a chore. Gamify your learning with AISheets.study.Open
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Transform AI-generated content into natural, human-like text.Open
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It's a pity I got a red line saying there is an error Actually, after a while, I got an email with the presentation So it was created, delivery was average I'd say, I didn't use it
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Great tool for experimenting with paint effects. It's like an AI-powered version of microsoft paint. Also made a video on it https://youtu.be/ZWOP1M7pgSE
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The workflow is straightforward, the output quality is clean, and it’s especially useful for marketing videos, product demos, and social media content. Overall, it’s a solid AI video generator that saves a lot of time. Highly recommended.
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Hi Taaft community! I’m the creator of ConceptViz. We built this tool specifically for educators and researchers who deal with complex information daily. ConceptViz uses AI to instantly transform dense lesson plans, curriculum notes, or research frameworks into clear, structured diagrams. Our goal is to help K12 teachers make abstract concepts tangible for students and to help researchers map out logical workflows without the manual drudgery of drawing. I’d love to hear how this fits into your academic or classroom workflow—your feedback will help us build a better tool for the education community! 🚀
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It's very easy to use, completely free, and even supports files up to 1GB in size.
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Solve Math Problems Instantly with AI-Powered Step-by-Step ExplanationsOpenI like the AI Math Solver for my math problem.
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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.
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I have tried to import a docx file, and it said that it can't extract content from it. I tried again with a PDF file and it worked like a charm. Hope you guys will fix this.
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Love it!!! It still need work, I wish I can add 3 or 4 more voices in my podcast. I trying to make callers call in. That would help.
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Chat with any PDF, ask questions, summarize and extract insights effortlessly.OpenThe maximum number of pdf pages for the free tier is 10, which is a bit small. Generally, I think people need this service for pdf documents over 50 pages or so.
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It seems to be working for me. Give it another try.
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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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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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Such a nice tool. I uploaded a few integrals that had me completely stuck and it solved them INSTANTLY, with step by step super clear explanations. Great tool if you’re struggling with math
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Phone number and the school you work at is required probably so they can nag you. Phone number and school information is completely unnecessary.
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It might be ok, but you have to give your credit card details before they give you the free trial. Hard pass.
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Personalized 180-day homeschool curriculums for any state.Open -
Instant answers on any topic from an AI encyclopedia.Open -
AI-powered tool to create engaging training course outlines instantly.OpenI used 2 of my Interest Topics and it seems to have gotten a good outline, when reading through the outline I thought of other information that I could add to it if I wanted to. -
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A free AI English speech analyzer for effective communication.Open -
Expert of the 1997 Constitution of Poland powered by GPT4 engine.Open -
Your interactive guide to mastering C Programming pointers.Open
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Comprehensive research and analysis for any company.Open -
Delivers concise Python code and interprets non-English commentsOpen -
Multilingual AI for Vitest unit testing management.Open -
Offering vivid journeys through time with accurate details.Open -
Helping you pass the driving knowledge test in Canada BCOpen -
Guide in esoteric and occult knowledge via chaos magick techniques.Open -
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Expert in international relations and multilingual education.Open -
Unveiling Sin and Redemption in The Scarlet LetterOpen -
Unraveling existential and social enigmas.Open -
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Expert in advanced physics, insightful and preciseOpen -
Helps beginners understand Vulkan concepts and terminology.Open -
Educational guide for investing in Domains & Digital Identity.Open -
Crafting academic essays and detailed research papers.Open

