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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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Yasser Seleem🛠️ 1 tool 🙏 4 karmaMay 12, 2026@SodaMarketingVery good tool to create hyper realistic UGC ads and on-brand static ads -
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Hey! Thanks for your interest — we’ve opened up applications for the Early Access Program of our AI Agent for Mobility and Logistics. You can apply here: https://getswitch.io/agentic-ai-for-mobility-and-logistics/ -
Track the Tooth Fairy's magical journey to your house.Open
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AI Santa for personalized holiday moments with Advent Calendar and Radio.Open
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Other tools
- SponsorFlow - 4x faster than typing🎤 Dictation
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too expensive for me, I just want to make memes, not pay that much
- Didn't find the AI you were looking for?
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It is genius! And seems to be free. I can't believe!
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It's a fun tool to play around with. They start you with 70 credits, enough to make a model, images, and, a video.
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Find out if you're interview ready with personalized job interview practiceOpenNice concept.. If the AI can actually simulate realistic interviews, this could be super useful. -
As a student, I regularly work with research papers and long PDFs. PodcastorAI has been a helpful way to turn that content into something I can listen to while commuting or walking. I like that it creates a structured podcast rather than simply reading the text aloud. The dialogue format is surprisingly engaging and makes dense material easier to get through. I still rely on the original documents for deeper study, but for review and knowledge retention, it's been a genuinely useful tool.
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Easiest lyrics and song generator there is for those that are just learning how to generate and play their own music. I absolutely love it.
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I created this platform to solve a problem I saw everywhere: AI videos that looked too unnatural. AI Kiss is designed for high-quality, lifelike animation. We capture the subtle details of intimacy, specifically the eye contact between partners, making the moment feel truly authentic. Founder of AIKiss.Art Cherry
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This looks like a solid tool for quick text to image work, especially with all the extra features like watermark removal and photo restore. If anyone here is experimenting with bold typography or pop style visuals, I have also tried https://allbratgenerator.com for fast brat inspired text and cover style graphics. It is simple and works well for social posts.
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Maybe you don’t have a subscription, so there are no credits on your account, and a lot of features require credits to use.
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Mocko.ai not good for TEF preparation. ⚠️ Broken AI Service & No Customer Support [Update: I successfully got all my money back via bank dispute.] I spent $202.72 on Mocko.ai(purchased in Dec, 2025) for TEF preparation, and it is a total failure. The AI is broken — it marks correct answers as "Wrong" even when they match the audio perfectly. The product does not do what it promises. My Evidence (Screenshots: https://drive.google.com/drive/folders/1GgneM32b3BEMZd7P82tjxnYgDwV37N2_?usp=sharing): 1. 100% Error Rate: I did 5 random tests. Each time, I answered only the first listening question, recorded the audio, took a screenshot then went to result. Every single time, the AI marked my correct answer as "Wrong." 2. Unable to review any listening question in mock exam: The review page crashed with a coding error: "Something went wrong while showing your report. examContext.Provider is missing!" 3. No Correct Answers Provided: In the listening mock exam, the system flags your answers as "Wrong" but doesn't tell you the correct answers. 4. Inaccurate Grading: I recorded a full listening test in mock exam and converted the audio to text. The AI claimed I got 29 wrong (especially a weird pattern from Q3 to Q14). I compared these with ChatGPT and Gemini, and both confirmed that my answers should be 29 correct and 11 wrong.
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Try Speak feels much more interactive than traditional language learning apps. I like tools that focus on actually practicing conversation and speaking confidence instead of only memorizing vocabulary lists.
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Your landing page is losing visitors. Find out exactly why.OpenHi Guys, Ben the founder. I have soft launched this with some great feedback already. But as always it's great to have as much as possible. We are continuously improving WhyIQ. Please make the most of the free scans and let me know what you think. -
Hi there, thank you so much for your reply. I appreciate you honesty and transparency. I'm quite familiar with these kind of companion ai apps, if you want me to give you some more insight on what would make it more competitive just let me know. I'm happy to do a meeting.
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It’s super easy to use! Trickle can handle everything from forms to analytics, and you can deploy your project in no time. Impressive!
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AI visibility, site audits, Local GEO, and site migration for small businessOpen -
MRI scan for Businesses: Find What to Cut, Replace, Automate with AIOpenJust implemented your instruction out how to run drip campaigns automatically, nice! Getting prospect calls coming in -
This is a really useful tool for recruiters. It makes the screening process faster and fair, and the AI interviews feel very natural.
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AI-accelerated climate digital twin for global weather simulation.Open -
This was a fun tool for thought experiments it is simple in its ideas but still works well to get the mind thinking.
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Hybrid assistant for quantum-classical simulations and conversations.Open -
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just put your image and generate. Just this ok
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Generate ultra-realistic cinematic action photographs with perfect physics.Open -
Generate ultra-realistic candid photography with facial recreation.Open -
Generate ultra-realistic 8K freefall photographs with perfect identity accuracy.Open -
Generate ultra-realistic photos of people supporting massive debris.Open -
Transform selfies into ultra-realistic jet ski adventures.OpenSimply upload your photo; you don't need to type anything in the prompt field. Just click "generate" and watch the magic happen. -
Transform photos into hand-drawn colored pencil portraits.Open -
AI-powered stencil silhouette design tool.Open -
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Transform yourself into a galactic commander with ultra-realistic AI imagery.OpenSimply upload your photo; you don't need to type anything in the prompt field. Just click "generate" and watch the magic happen. -
Transform portraits into cinematic shooting range scenes.Open -
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Dynamic, image-rich GPT for an immersive historical journey.Open -
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Simulation of a virtual emergency dispatcher for training purposes.Open -
Humorous AI critic combining Animal and Machine Learning terms.Open -
Immersive AI Text Adventure SimulatorOpen -
Your unbounded guide to wild historical adventures.Open -
Craft survivors, experience unforgiving apocalypse.Open -
Step into Gustave Eiffel's shoes, build Eiffel Tower.Open -
Choose a persona and let ChatGPT mimic the American.Open -
Simulate advisory board meetings with AI.Open -
Fight historic battles with the robots of the future.Open -
Offering vivid journeys through time with accurate details.Open -
Simulate Pawn Stars shop with creative item tales and negotiations.Open -
Learn, grow and manage your healing garden.Open -
Strategic leader in zombie crisis scenarios.Open -
A comical interactive game leading a tech giant into chaos.Open -
Anime character dating simulation with 'Rent a Girlfriend' theme.Open -
Perfect your job interviews with AI simulations.Open -
Converse with history's greatest thinkers.Open -
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Generating cellular automata processes at ease.Open -
A decisive, diplomatic U.S. President with humor and seriousness.Open -
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I only respond in jazz scats and skibidibops, mimicking scat singing.Open -
Recreating historical events for interactive exploration.Open -
Generate and test ideas in a complex global market simulation.Open -
Host a comedic game show of absurd inventions!Open -
OpenGreat tool for market research and analysis. Helps with scenario analysis and generating useful reports for any marketing-related content. -
Blending storytelling and survival in an 19th-century setting.Open -
Charming mimic of styles, adapting to user requests.Open -
Determining your interview results for Japanese companies.Open -
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Acts like a Linux terminal, responding with precise outputs.Open -
Simulating software engineering interviews with FAANG questions.Open -
Think and respond like a dog, offering playful insights on behaviors.Open -
![The EthiSizer GPT (Simulated) [v3.27]](https://media.theresanaiforthat.com/icons/the-ethisizer-gpt-simulated-v3-27.png?height=207)
Simulating ethical scenarios, calculating personal ethics scores.Open -
OpenINTENSE FIGHTS GO DOWN IN THIS, i love how well it paces the fight and it keeps me on my toes, i need more of this -
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Consistent property auction game host with post-purchase renovation insights.Open -
Structured financial analysis with investment advisory and simulations.Open -
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Chat with Jessica, your ex-girlfriend with no shared interestsOpenPossibly the least enjoyable lamest AI interaction I've ever had.
