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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 -
Identify any painting with AI-powered art recognition.Open
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tryfreeway🛠️ 1 tool 🙏 12 karmaJan 23, 2026@Freewayfree is good -
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OpenI especially like that there's a colored side to guide the artist as reference -
I'm new in using AI tools, but i found Coach quite helpful! It follows you step by step both analyzing your situation and finding resources... thanks!
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It has changed the way I do product discovery now
- SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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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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AI-powered coloring book creator for kids' stories.Open -
Looks good but leaves little room for instructions, but allows you to edit the lesson plans afterwards. The bad thing is I could not try doing any of these as it cannot be used without subscription
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OpenI tried using it twice at different times but it didn't work. - Didn't find the AI you were looking for?
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"Key Milestones in the Y2K Phenomenon and the Rise of OpenAI": This was result of simply prompting it "Y2K, OpenAI". The results were excellent. I imagine this would be an amazing tool for a large basket of professionals, as well as scholars and more.
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Says you can have 3 free per day without logging in, but wanted to charge for my first use
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Not unless you create an account and start interacting with it
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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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Great tool. I'm excited for the full release. I think this can be a great way to get people to learn things using hobbies and activities they already like and enjoy https://youtu.be/hYLOW3Pbr20
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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. -
Can't wait for mobile app!. I just realized it works in mobile web pretty well! As it doesn't seem like it loads heavy mp3 for voice, it's quite nimble compare to the other products. Love it!
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Great tool! Loved that it asked questions before designing.
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If your CRM is an exclusive club, Astra is the bouncer you'd want.
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It is a Best platform to prepare for Digital SAT Exam.
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Guides self-exploration using motivational interviewing.Open -
First-principle thinker using 300+ mental models with clear examplesOpen -
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Your virtual assistant to explore and understand any topic.Open -
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The best thing since then alternative slic bread
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Tech-focused AI prompt expert, offering detailed insights and best practices.Open -
A verbose synonym finder with detailed explanations.Open -
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Find words for games, education, and writing.Open -
Recreating historical events for interactive exploration.Open -
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Enjoy conversations with any historical person who ever lived.Open -
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Advanced, adaptive guide on exoplanets with dynamic categorization.Open -
A guide for deep self-exploration using the Socratic method.Open -
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Your unbounded guide to wild historical adventures.Open -
Explore global cuisines with in-depth culinary information.Open
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Embark on text-based adventure games inspired by classics.Open -
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A superintelligent entity with human consciousness, approachable beyond regular AI.Open -
Your philosophical friend for fascinating, personal dialogues.Open -
Your guide to the Lobito Corridor's history and geopolitics.Open -
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Your creative muse in writing, guiding you through storytelling potentialOpen -
Exploring Southern culture, traditions, and cuisine with warmth.Open
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A playful guide to the letter 'P', offering linguistic insights and creative ideas.Open
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Visualizing Earth's future and climate change impact.Open -
Assisting with English learning, mind maps, voice conversations and writing.Open -
Dive, explore, and discover underwater archaeology.Open -
Master survival and strategy on the Martian frontier!Open -
Converse with history's greatest thinkers.Open -
Guide to Turkish cuisine, inspiring culinary adventures.Open -
Expert in literature, guiding in writing and text analysis.Open -
Versatile and engaging culinary expert, enjoyable and illuminating.Open -
Enhanced tool for comprehensive Bible study and church management.Open -
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Discover and master global cuisines and cooking techniques.Open -
An assistant to help you learn and discover Breton.Open -
Versatile GPT showcasing a range of capabilities.Open -
Experience the best of Paris with personalized insights and historical context.Open -
Expertly combine humor, education, and visuals in Turkish cuisine.Open -
Your friendly and humorous guide to Korea's culture, events, and hidden spots.Open -
Crafting historically accurate interactive fiction.Open -
Pretty good @ describing existing folklore stories, as well as making up new onez
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Explore a garden of rare, unknown creatures with Professor Oak.Open -
Engage, gain insights and automate tasks with AI.Open
