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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 -
Johnny Ruhlen🙏 4 karmaMar 6, 2026@TentedImpressive work from the team at Tented.ai, their approach to AI-driven automation is genuinely next-level. -
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CodePup AI is incredible — it makes generating professional websites effortless with zero coding required. -
Man, with the free models that we have web creation became so easy. But everyone had the same websites. I really like how different they look from others.
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The fact that it's available through ChatGPT plugin actually helped me find a lot more AI tools to help me do certain tasks. Thanks.
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it's actually kinda crazy. turned nothing (or lazy ideas) into tiny apps. and you can even tweak stuff. love that it's open source too. big ups to the dev. oh and it's really REALLY quick
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Open - Didn't find the AI you were looking for?
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OpenEasily saves me an hour every day - I no longer have to type long winded “professional” sounding email replies to my colleagues, I just speak roughly with minimal effort 👏 -
Love how direct the name is. “EduSolver” instantly tells you what problem it’s trying to solve 👀
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Whacka now lives in your chats. Build real apps from Telegram, Discord, or WhatsApp. Not a screenshot. Not a prototype. A live website with its own link, ready to share and install. Say hi once. Whacka remembers what matters and turns your words into a real app.
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Hey Michael 🙂 Thanks for the honest feedback , and I totally understand where you're coming from. We recently added the tutorial to help new users understand the app quickly, but we hear you , we’ll look into making it optional. Also, just to clarify: we do offer a free plan! You should be able to create and preview documents without paying. If you ran into any issues, please reach out to us at [email protected] , we’d be happy to give you extra free credits and make things right. We’d love the chance to turn that 2⭐️ into a 5⭐️ , and your input helps us get better. Appreciate you giving it a shot! Best, The Writedoc.ai Team
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the founder is cool, definitely a recommendation if you have personal requests and grow the app along with you.
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Looks like an interesting project with complete focus on ease of use and no-code environment! 🤩 #NoCode #Project #Software #Development #EaseOfUse
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I love the idea of how one platform can hold so many features in one place, working so efficiently.
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This is a great overview! It clearly explains how the AI simplifies the entire process, from design to content creation. Perfect for anyone looking to launch a business quickly.
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Search and chat across multiple developer documentation sources in one place.Open -
Really cool app to code faster and get less errors
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These are sooo cool, I love them, so many cute outfits I can create for Roblox
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I mostly use ChatGPT and Claude for writing content. What I like Chatgbot is that it saves me from multiple monthly payments for different AI tools. Everything works fine, accuracy included. Worth subscribing.
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The tool's quality has dropped significantly over the past three months. The AI is taking three times longer to solve problems and is still making many mistakes. Accuracy has decreased by at least 60%. I had to manually fix everything and stop using the prompt. Unfortunately, it used to work very well for me, but now it no longer does.
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Assign Jira tickets directly to Cursor agents and get PRs and Previews.Open -
Since the VSC extension became available, I've been using IDEs just to install the extension and run Claude Code in them. In the peak of my dev frenzy, I was running nine Claude Code instances in three projects on two computers. Cognitive strain was also extreme, but the amount of code and solutions deployed at that time was extreme as well.
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interesting ai tool, quickly let you create a good looking website.. thumbs up
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We're live folks! Do check us out and drop your feedback or requests.
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Really impressed by the multi-model planning and code review. Having different models collaborate instead of relying on just one actually leads to better decisions. You can feel the difference on more complex tasks.
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Transform unstructured documents into actionable data instantly.Open -
ChatGPT — v61.5M+ context window points to much longer context handling across documents, codebases, and persistent sessions. A new pre-training foundation suggests a deeper base-model reset rather than a small iterative checkpoint. Rumored 10T-scale training implies broader capability coverage and stronger knowledge compression. Substantial agentic gains point to better tool use, task planning, and multi-step execution. Stronger reasoning aimed above current top tiers implies better performance on difficult chained problem-solving tasks.
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I was just trying it out at first, used some free credits a few hours ago to build a simple app. Turns out, it actually came out pretty decent! I got to test it on my phone without spending a dime, and even showed it to my wife, she was pretty surprised too. So we decided to go ahead and pay to polish it up and download it properly. So far, everything’s running smooth
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Ship Your Full-Stack MVP in Hours, No CodeOpenThe AI tool that turns Figma design into production-ready websites, automates complex backend tasks like auth and payments, adds AI capabilities, and I like their support team service. -
Seemed good, the concept of 'vibe coding' is reaaally cool, but I couldnt generate anything with this tool :(
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This is a very useful app! Going to use it on all my products.
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Purely magic. It increases the productivity by a lot and the process is pretty addictive. I've been building websites like there's not tomorrow.
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I use Devra for every project -- I've created 5 new projects this year with it
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Yes, finally a slack tool that does it all. I wonder how safe it is?
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Ready-to-use AI Teams for Your Automation NeedsOpengood！A different kind of AI tool that has been very helpful for my work！ -
Seems to work fine for me, maybe try and give it another chance :D
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Absolutely love this tool! It helps me apply to jobs so quickly and is so easy to use
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Honestly, with the website looking the way it does on 5.4.2024, I feel discouraged to even try it for free. First impressions matter IMO. It would be great to have a showcase of products, etc
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AI-timekeeping enabling lawyers, accountants, and consultants to focus on their work.Open -
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Hands-on LEGO learning makes computer science accessible.Open -
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Code varies from run to run. Still it is a helpful app. You can specify coding languages that are not in the dropdown menu.
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Transform programming ideas into crystal-clear pseudocode instantly.Open -
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Web Development and App Building Services Overview As a skilled developer, I can assist with creating websites and building mobile applications. I can also generate code to help with programming tasks. Web Development Services Mobile App Development Services Cross-Platform Mobile Apps: I can also develop cross-platform mobile apps using frameworks like React Native, Flutter, or Xamarin. Mobile App Design: I can create user-friendly and intuitive mobile app designs that meet your specific needs. Programming Services Code Generation: I can generate code snippets in various programming languages, including Python, Java, JavaScript, and C . Programming Language Support: I can assist with programming tasks in a variety of languages, including but not limited to: Bug Fixing and Debugging: I can help identify and fix errors in your code. Example Code Generation Here's an example of a simple "Hello, World!" program in Python: def main(): print("Hello, World!") if __name__ == "__main__": main() Or a simple JavaScript function to add two numbers: function addNumbers(a, b) { return a b; } console.log(addNumbers(2, 3)); // Output: 5 Let me know if you have a specific project in mind, and I'll be happy to assist you. I can create websites, build apps and generate codes
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Thank you for the answers and solutions.
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AI-powered wizard for crafting Chrome extensions effortlesslyOpen -
Gave it a spin today—absolutely blown away. For anyone building something and tired of delays and complexity, this is a game-changer. I spent ages navigating technical back-and-forth before this made it effortless. Had my site up almost instantly. Couldn’t ask for more.
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Converting Python code into illustrative diagrams.OpenI like how it gives both PlantUML and Mermaid code, as I found that the Mermaid graph TD code would sometimes not work in the Mermaid Live Editor. -
Provides complete unit test files for code blocksOpen -
KAI, your ultimate assistant dedicated to the entire Python universe.Open -
Guiding in ethical software development practicesOpen -
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