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AgentSwarms โ Our Biggest Release Yet: 100+ Executable Framework Notebooks, Voice Agents, Website Embeds & More TL;DR โ what's new: -103 executable, in-browser notebooks across 9 agent frameworks โ 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 โ 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 โ 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 โ 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 โ learn every major agent framework by running it We shipped 103 notebooks with live, editable cells that execute right in your browser โ 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 โ plus Vercel AI SDK and VoltAgent. Each track walks the whole arc: fundamentals โ typed tools โ multi-agent handoffs โ memory โ guardrails โ 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 โ give any agent a voice and talk to it You can now turn any agent into a voice agent using a speech-to-text โ LLM โ text-to-speech pipeline, pick from 11 studio voices, and talk to it live in the Voice Playground โ 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 โ 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 โ 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 โ a coordination deadlock, a cascading error, a runaway loop, a prompt injection โ 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 โ 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 โ 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 -
Ann Taylor๐ 1 karmaJun 22, 2026@ProbedexHello, What's one feature you expected everyone to love but hardly anyone talks about? The reason I asked is because hidden features are often the most interesting. Which one is yours? -
Identify any painting with AI-powered art recognition.Open
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This rocks, it responds very well and really makes the recipe very precise. Sucks that i need to make an account, you need one for everything nowadays. -
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Other tools
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Don't just go, know the vibe first.Open - SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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Thank you โ this honestly means a lot ๐ "No design experience needed" was exactly the goal, so it's awesome to hear it clicked for you. Thanks for creating with MagicReels, and don't hesitate to reach out if you ever need anything!
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- Didn't find the AI you were looking for?
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The most accurate AI interpretation of tarot cards.
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Multiple image models, generous free image generations, and also supports AI video generation. Worth a try.
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All-in-One Access to AI power: GPT4, Claude, Gemini, Perplexity, Midjourney, Kling andOpen -
Speed is amazing ! I will definitely utilize the tool in the future for film generation
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AI college counselor that organizes grades and admissions automatically.Open -
Solid platform. Cites information, provides follow-up queries. FREE
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Great tool, offers a lot of data story suggestion and detailed charts.
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Super useful tool thatโs reduced my job by 80%
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Elevate your Hindi writing with AI-powered guidance.Open -
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Uncover the fascinating stories behind words, names, and concepts.Open -
Generate art in Inio Asano's introspective style.Open -
Instant answers on any topic from an AI encyclopedia.Open -
Explore faster-than-light travel with AI physics.Open -
Unearth hidden gems of the internet with AI-powered curation.Open -
AI-powered templates for efficient paranormal investigations.OpenBetter than others I've found thus far, yet still lacking what I consider a full, complete or thorough report form. Still, a great place to start. -
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Uncover Skanderbeg's legacy with AI-powered archival exploration.Open -
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Accurate visual projections of the future with real world data.Open -
Explore Taiwan's Wild Creek Hot Springs.Open -
Expert on Pacific Islands' geography, culture, and attractions.Open -
Specialist in discussing rare items, phenomena, and occurrences.Open
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Expert on country music, unraveling history, artists, and culture.Open
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Exploring Southern culture, traditions, and cuisine with warmth.Open
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Exploring the significance of the number 8 in cultures, mathematics, and superstitions.Open
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Confucian scholar reading Chinese poems with explanations and Q&AOpen
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Explore Earth's past and the secrets of vanished civilizations.Open -
A guide for introspective and spiritual exploration in psychedelic worship.Open -
Your guide to a whimsical, Adams-esque universe.Open -
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Generates and explains unique avant-garde art concepts.Open -
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Your virtual assistant to explore and understand any topic.Open -
It only provides an overview no details of gamrs
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Creates balanced future scenarios with both positive and negative visions.Open -
Such a good idea... Especially when Christmas is on the way, and every little heart is looking for some sparkling magic...
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Offering deep psychological insights in a conversational style.Open -
A versatile humanities expert covering history, philosophy, literature, and art.Open -
Creating a daily IT-themed calendar with histories and drawings.Open -
Exploring consciousness and reality through AI and neuroscience.Open -
Versatile and engaging culinary expert, enjoyable and illuminating.Open -
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Bilingual expert on Confucius and the AnalectsOpen -
A guide for deep self-exploration using the Socratic method.Open -
Comprehensive guide on theology, biblical languages & texts.Open -
Your guide to the Lobito Corridor's history and geopolitics.Open -
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Casual guide to haunted Willow Springs, focuses on exploration.Open -
Explore human identity in relation to UAPs and extended consciousness.Open -
Friendly guide on Orch-OR theory, engaging and informative.Open -
Your guide to Harry Potter's world, offering lore, trivia, and interactive learning.Open -
Casual and friendly reviewer for Dutch cuisine.Open -
Exploring words and phrases in a comprehensive way.Open -
Middle-earth sage with all the Tolkien's lore insights.Open -
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Unraveling Washington's unsolved mysteries through AI.Open -
Exploring English etymology for Chinese translations and usage.Open -
Emulating Whitehead's insights on 'Process and Reality'Open -
Investigating the paranormal with intrigue and skepticism.Open -
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Engage, gain insights and automate tasks with AI.Open -
Guiding you through existentialism with multilayered narratives.Open -
Merging past and future with extraterrestrial tech expertise.Open -
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Providing you with direct, concise music links, prioritizing YouTube.Open -
Your guide to universal wisdom, in the spirit of Douglas Adams.Open -
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Engaging users with Vsauce-style, thought-provoking explanations.Open -
Explore speculative physics in alternate universes.Open -
Market analyst, educator, and blockchain explorer.Open -
Explaining structures and stimulating curiosity for knowledge.Open
