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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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DavidRFeb 27, 2026@Wonder WispCool idea and nice read for my kids! -
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Being able to tell it to create an app for anything I want - for myself or for the AI to use is the coolest thing!
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Accurate. Private and anonymous. No ads, spam or tracking. Just the way I like it
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This tool allows you to output quizzes that conform to Bloom's Taxonomy which is really cool for adult learning. I think this tool is worth taking a long look at.
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Yeah, Chatgot is really amazing. I used it for over two months, it was really precise and helpful with every kind of question. I used to ask it to explain math problems to me, and any other questions. It gave detailed and comprehensive explanations. It used to be free, but now it is premium so I can't use it anymore. Overall, it's really great.
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Wow, Happy to see a very nice ai Jinnah. He answering me about everything .
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Hi Romony (and everyone reading this), We’re sorry to hear about your experience and want to set the record straight: We never received your initial cancellation request (it appears it didn’t reach us—sometimes free email providers like yours can have delivery issues). As soon as your March 2nd message arrived, we immediately canceled your subscription and issued a refund. We requested details on what you were dissatisfied about so we can improve, but never heard back. You can always cancel instantly in the app’s settings—no email needed. We’ve also rolled out new features—like photo-based character uploads and improved illustration consistency—that we hope you’ll find useful. If anyone has any questions reach out at [email protected]. We're transparent and are continually striving to improve My StoryBot.
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Turn your slides into narrated videos with AI voiceoverOpen- Complete rebuild with a redesigned interface and faster workflow. - Added AI script generation to automatically create presentation narration. - Expanded language support for creating videos in more languages. - Added new natural-sounding AI voices across supported languages. - Improved presentation rendering speed and overall reliability. - Enhanced export experience with downloadable MP4, PDF, and script files. - Refined project management and editing workflow. - Numerous bug fixes and performance improvements. -
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Rapidly generate AI training videos without equipment or editing.Open -
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Link ends up going to OpenAI website, and login and integration with APIs are required. Lots of set-up and not what was expected.
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Great way to improve you prompting skills through daily exercises. This should be implemented in schools, would really help students. Can also see it being really valuable for adults. Not just for prompting, but for articulation in general. Also made a video about it: https://www.youtube.com/watch?v=A8ZRJgLCFy8
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OpenFree to try, sadly Image Generation is too expensive to be 100% free. I update the info to be more clear about that! -
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It’s easy to plan and test app ideas and the AI helps a bit with coding. Some things could be smoother, but it works fine for simple projects.
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Really impressed with the latest updates! The collaborative whiteboard and real-time web design tools are incredibly useful — I can sketch ideas, tweak layouts, and instantly see the results, all in one place. It’s smooth, fast, and actually helps me get work done instead of just talking about it. Athena is already one of my go-to tools. I use it daily for creative projects and team discussions, and it's made a real difference in how I work.
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Fintool saves hundreds of hours with its chat interface into EDGAR. It enables research projects that would otherwise require a team of financial analysts.
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I gave Verve Copilot a fair shot. Used it for about two weeks hoping it would help me prep better for interviews. Honestly? It felt super basic. The responses were slow, generic, and half the time I didn’t even feel like I was in a real interview. More like filling out a survey. 🫠 The UI looked clean, but that’s about it. There was no depth in the feedback, and it didn’t adapt to my answers at all. I kept thinking — is this it? Out of frustration, I tried LockedIn AI (wasn’t expecting much tbh), but man… what a difference. The mock interviews actually felt real, the questions were on point for my role, and the feedback made sense. Even the resume review caught things I hadn’t noticed for months. I don’t usually write reviews, but if someone’s seriously preparing for interviews — skip Verve and go straight to LockedIn. It actually feels like you’re practicing with someone who knows what they’re doing. Verve was more like talking to a voice assistant who’s just... there. 😅
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Love how direct the name is. “EduSolver” instantly tells you what problem it’s trying to solve 👀
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Finally an API provider that is actually affordable. Nano Banana Pro API saved me over 50% on my bill. Also super impressed that they have access to video models like Sora 2. Wisdom Gate is legit!
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I spent a few days on the free plan testing Melody Genie to draft verses and choruses in different artist styles, and it nailed the vocabulary and flow more often than not. The tool's ability to switch tones and produce coherent punchlines made it effortless to iterate on song ideas. Maybe till now the best lyric generator out there with a huge difference
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Useless. Makes you to create an account and upload your voice memos then ask you to pay. You dont even get the chance to try what they can offer. I think it's fraud
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Providing factual and educational insights on the Constitution of India.Open -
A rap battle bot that creatively competes in lyricism.Open -
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Empathetic virtual coach for personal development and motivation.Open -
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Analyzing Austria's digital education curriculum.Open -
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Get answers on B2B integrations. In seconds.Open -
Crafting essay introductions for university students.Open -
Chat with the fictional character you wantOpen -
Providing legal information on American matters.Open -
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Assists in creating detailed briefs with examples.Open -
Analyzing and interpreting tax laws to inform strategies.Open -
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Provides tailored policy updates and interactive Q&A for Chamber members.Open -
Experience advanced AI assistance with The Michael Anderson ProtocolOpen
