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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 -
AI agent for Jupyter: Generate code, run cells with natural language.Open
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Paul🙏 29 karmaMar 19, 2026@Askiva AIWhat you’re describing is interesting, but also risky. If users stay for insights but you position around ops efficiency, you’re likely attracting the wrong icp and underpricing the real value. In similar cases, that creates a significant revenue ceiling. Have you tested leading with insight speed / decision advantage instead of scheduling pain? -
This tells you which queries you can win and what to make.Open
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Hello, If you had to describe your AI in one sentence without using the word "AI," what would you say? The reason I asked is because it's an interesting way to understand what makes a product truly valuable. How would you describe it? -
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It's frustrating being miscategorized. The CRMopti isn't the main focus of the DealFlow. The idea is to be able to know your customer before you even talk to them. First figure out your ideal client profile, then grab some leads and push them to the salesopti (the most powerful part of the entire program) and get to know them before you even talk to them! Know that you can run any particular part of the system by itself. Also, the check out the free tools if you get a chance.
Other tools
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Used it for PPT generation and performed extremely well, especially the numbers and data part.
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AI is the trend of the times. This product makes it easier and faster for me to learn and practice AI knowledge. It’s great.
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Revolutionizing image generation with 'a girl in a bikini' AI.OpenDoes not follow prompts and give wrong images. Do not use. - SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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Meet Ren, your AI powered leadership and accountability platform.OpenLove this app. Easy to use and feels like it gives very personalized advice based on the conversation history I've been building up with it. -
I loveeeee this idea but sadly it does not send the email so i couldnt log in and try it... tried 2 different devices with different emails...
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Every claim on this site starting with #1 Free use as many times as you like is false. Dont waste your time! "https://imagetovideoai.run/#:~:text=1,as%20you%20need.
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This is an amazing free app that uses community created characters. All AI processing is done on your local computer and doesn’t get loaded to some cloud database. Also, there is a paid cloud service that’s $15 a month but that’s not the focus of what they provide.
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Perfection. Completely local/offline, loads of different models, intuitive UI.
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OpenI tested the product on my own idea and was really satisfied with the result. The analysis feels structured, professional, and much more grounded than a typical LLM chat. It helped me see both the strengths and weak points of the idea and made me want to run it again with a more thoughtful input. I also liked the detailed AI analysis logging, the debate flow, and the potential/readiness matrix. Even after one run, the product already feels valuable for a founder. With deeper UX/UI and technical development, I can see strong potential in it. -
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Used it to check my running form. It helped me change a couple things and gave me some exercises. I have less knee pain now.
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Thanks a lot 🙏 Glad you’re using it for full outbound. Anything you’d change or want us to add next?
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What's the point of trying to get caracatures when the tool doesn't know what so many famous people look like to begin with. My last prompt just said Ren
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Transform thoughts into surreal, striking visuals.Open -
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Generate ultra-real 8K cinematic macro scenes with your subject.Open -
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Transform any topic into fascinating, little-known facts.Open -
AI that crafts ancient stone typography for fantasy worlds.Open
