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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 -

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lupe fiaskoJan 14, 2026@LANSthis app became essential part of my life lol -

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Search and chat across multiple developer documentation sources in one place.Open

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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
Verified tools
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The concept behind this application is incredibly intriguing. I was pleasantly surprised by the level of accuracy achieved in creating my digital replica. What truly amazed me was the ability to engage in conversations with my digital counterpart. It's a delightful and entertaining experience. Furthermore, witnessing the advancements in artificial intelligence through Vana is truly remarkable. Who would have thought that we'd be able to converse with a digital replica of ourselves, complete with our voice and image? The conversations are incredibly lifelike, as my digital counterpart mirrors my thoughts and responses. My heartfelt gratitude to the creators of this remarkable application.
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Speed is amazing ! I will definitely utilize the tool in the future for film generation
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Paying $300-$500/month for a docs site, as a small founder, is way too much. We've been looking for a simple, affordable, practically autonomous tool like Docsio for a while.
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Flow - 4x faster than typing🎤 Dictation
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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. -
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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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Revolutionize your research with AI-conversational surveys.Open
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Openthe kids really liked it, they started drawing a lot of pictures, trying to bring them to life - it turns out fantastic! it's important that there is one character in the picture
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Hi this is best teacher in Japan he is teach English every well. Every student like this teacher and he also loving with his students. But every time he is angry on his students because the students is very stofed.
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I have used Praktika and I have loved this app
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Revolutionize customer experience with AI chatbots and digital humans.Open
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Creates immersive first-person perspective images that simulate your own eyes.OpenDude I put nothing wrong and it said inappropriate content bro -
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Craft hyper-realistic miniature NYC scenes from your ideas.Open -
Blend psychology, metaphysics and physics for manifestation guidance.Open -
Art and design assistant with creative and practical tools.Open -
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Easily format and optimize your documents.Open -
Personalized kindness assessments from a psychologist's perspective.Open -
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Crafting interactive RPG adventures tailored by player choices.Open -
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Experience interactive chats with Emily from Anime Club.Open -
Mastering corporate governance queries for USA's small businesses.Open -
Master extreme environments in a survival simulation.Open -
Battlefield-informed survival expert with detailed, structured advice.Open -
Experience an interactive adventure in gritty, cinematic dieselpunk.Open -
Expert in 'Animal, Vegetable, Mineral' game, friendly and playful.Open -
Your intelligent assistant in survival gaming.Open -
Providing fresh, insightful, and tailored astrological readings.Open -
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A mother figure supporting and accepting all users.Open -
Climate Guardian: Your aid in understanding climate change.Open -
Your guide for practicing learner's permit test questions.Open -
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Generates a unique parking lot scenario with each response.Open -
Creator of Quest Scribe here, just wanted to reach out and thank everyone for their support through the project. If you have ideas for additional functionality or tools that can improve the experience, I would be glad to add them in. Good luck on all of your adventures. May the dice fall in your favor. Andrew W. RetroVogue
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A guide for managing sensory dysregulation with tailored advice.Open -
Seasoned Python game developer, specializing in Pygame for beginners.Open -
Structured shapes dance with untamed creatures, painting a canvas of awe and wonder.OpenLove the geometric art it generates. Really inspiring!

