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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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Lachlan🙏 9 karmaApr 11, 2026@Face Privacyif u care about privacy just get it. its a few dollars to not have cops or rando's tracking u -
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This is an easy, hassle-free way to track expenses, just snap a pic, speak a sentence, or text it—AI takes care of the rest. -
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it integrates so well with my workspace, could be more responsive though! -
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OpenJust tried it and it’s working fine for me. The results are actually nice, worth trying again! -
Create personalized photos with AIOpen - Spotlight
CodeRabbitCode reviews -
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I've tried to give this thing a chance and the people running it the benefit of the doubt but at this point I give up. I'm 20 bucks in and I can confidently say it's a fucking scam. NO IMPROVEMENTS PAST THE FIRST WEEK. THE AI IS ATROCIOUS AT VOICE RECONGITION. IT keep interrupting my to tell me it's reset it's memory for absolutely no reason at all. All this on top of the fact that the 'system' counts the first second you connect to a bot as a full minute. I'd ask for a refund but I have my doubts there is anyone to ask at this point. What a fucking waste of a genuinely interesting idea.
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Very good, they give a lot of loans, unlike other similar ones, and the quality is good and convenient
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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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One click, every headline: Real-time global news at your fingertips.Open - Didn't find the AI you were looking for?
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Supercharge Word with AI-powered writing assistance.OpenAwesome tool! Using it on a daily basis! -
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OpenWhy is the tool only available for iPhone? Too bad. -
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I'm absolutely blown away by the design quality of the presentations they look so vibrant and stylish. I was also pleasantly surprised that the AI asks lots of clarifying questions to make sure the final result is exactly what I wanted, not just something random. Vibes 🔥
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Personalized AI tarot readings, original deck worlds, journals, and tarot card games.Open -
Hey Thanks for the insightful review. You have raised some important points. It is $9/month and we do have a trial now and adding more options.
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Openthis generator is an absolute blast, you give it a theme or era and it cranks out epic civilization lore, wild tech trees, and crazy world events overflowing with mind-blowing detaillll, props to the guy who made it! W -
Multiplayer tools, AI notes, and knowledge-graph surfaces for TTRPG worlds and storiesOpen -
AI-powered storyteller for whimsical 'Gumball' episodes.Open -
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Create personalized World Cup Fan ID cards from photos.Open -
AI coloring book for enchanting kids' art adventures.Open -
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Build playable AI worlds — controllable, consistent, and physically grounded.Open -
Transform texts into vivid sci-fi visuals.Open -
Transform imagination into vibrant 3D fantasy worlds.Open -
Create mesmerizing miniature worlds from any concept.Open -
Create captivating fantasy realms with AI-powered imagination.Open -
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Craft hyper-realistic miniature NYC scenes from your ideas.Open -
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Turn prompts into enchanting miniature worlds.Open -
Transform scenes into captivating miniature worlds.Open -
Craft whimsical miniature worlds with vibrant digital art.Open -
Instant answers on any topic from an AI encyclopedia.Open -
Generate magical mushroom worlds in ultra-realistic 8K detail.Open -
Miniature worlds from your imagination, encapsulated.Open -
Travel through time with AI-powered historical narratives.Open -
Transform imagination into stunning dark fantasy artwork.Open -
Transform your photo into hyper-realistic cinematic scenes.OpenThis tool is designed to only receive a photo as a reference; just use this and see the result. -
AI illustrator conjuring whimsical magical animal scenes.Open -
Turn concepts into miniature worlds in capsules.Open -
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Transform yourself into a live-action Simpsons character.Open -
Create enchanting miniature worlds in glass capsules.Open -
Generate Cold War-inspired abstract art with AIOpen -
Creates ultra-realistic cinematic photographs of people through mystical doorways.Open -
Transform any photo into a hyper-realistic keychain portrait.Open -
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Create surreal 8K photos with miniature humans.Open -
Create ultra-photorealistic macro photographs with miniature people.Open -
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Guiding young learners to understand the world with videos and articles.Open -
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Defines words and generates images, excluding specific narratives.Open -
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Bringing history to life through AI conversations.Open -
Assists in fantasy/sci-fi world-building, designing maps, systems, and creatures.Open -
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Enjoy the world of anthropomorphic animals in flight attendant uniforms.Open -
Find words for games, education, and writing.Open -
Assisting RPG Game Masters in crafting immersive game worlds.Open -
Dive into a world of complete freedom and fantasy.Open -
Shape the world with your choices in this text-based adventure game.Open -
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In-depth insights into Sam Altman's tech and AI career.Open
