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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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Human-like AI voice agents for calls, follow-ups, and supportOpen
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FireLizard IT Solutions🙏 7 karmaJan 28, 2025@ChatsistantChatsistant has completely transformed how we run our business. Its custom LLM framework and RAG technology allow us to automate lead generation, streamline customer support, and create consumer-facing products with ease. With multi-platform integration like WhatsApp and Slack, plus API and webhook connections, we’ve customized workflows and scaled seamlessly. The AI Supervisor ensures all chatbots perform efficiently, while multilingual support helped us reach new markets. From automating tasks to optimizing operations, Chatsistant is more than a tool... it’s a true game-changer. If you’re ready to innovate, Chatsistant.com is the way to go! -
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Hi, Which type of user gets the most value from your platform? The reason I asked is because I like understanding who benefits the most from new products. Who's your ideal user? -
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The AI receptionist that answers calls and books appointments in your voice.Open
Callie has helped us capture more bookings by answering calls we would have otherwise missed. As a small business owner, I am often with customers, working on jobs, or handling day-to-day operations, so I cannot always pick up the phone right away. Having Callie available to answer, respond intelligently, and help move customers toward booking has made a real difference. It gives us peace of mind knowing calls are being handled even when we are busy. It is practical, easy to use, and genuinely useful for businesses that rely on phone calls. -
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Verified tools
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I started using Calvin for my channel and results looks really good. Also, the experience feels amazing
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Hey Jack, fair question! The AI is the "Wingman" feature inside the video call. Instead of transcribing the audio (which would violate our privacy policy), the AI is an on-demand agent powered by GPT-4o. You toggle modes like 'Roast' or 'Spicy', and it generates context-aware conversation cards to save the date if things get awkward. We prioritized user privacy over an 'always-listening' AI assistant. Give the Roast mode a try—it's pretty ruthless!
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I really liked the agency billing with stripe really makes it easier to charge my clients and show their campaign results
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This one is by far the most realistic, some of the voices feel so real it's actually scary.
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If voice agents break on real conversations, you’re losing leads silently -> ~20% conversion drop. How often do calls actually complete successfully end-to-end?
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I used the AI to cancel my flight, and it worked great! I wouldn’t use it for something that high-stakes, though, because the AI can hallucinate!
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This looks like a solid tool for managing calls. Looking forward to more updates!
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You're right, there wasn't a Freemium option available before. We've updated the tool's pricing. Really appreciate you pointing it out.
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This is amazing! I just used it to lower my monthly car insurance for 70 dollars a month
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Other tools
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Instafill excels at filling out lengthy legal and government forms, provided the PDF form is fillable. The app accepts multiple source files in various formats, such as PDFs, images, and text files, to extract the necessary information for form completion. It has exceeded my expectations and saves a tremendous amount of time when filling out forms.
- Didn't find the AI you were looking for?
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I’m genuinely impressed with this tool—it’s easily one of the best AI calling experiences I’ve ever had. Out of curiosity, I visited their website where they offer a feature that lets you enter your phone number and receive a real-time call from the AI to answer any questions you might have. What really stood out to me was how the AI not only responds to every specific question—tailored to your business—but also serves you through a live, personalized demo so you can clearly understand how everything works. I had a 9-minute conversation right after entering my number, and it cleared up all my doubts immediately. This is exactly the kind of experience my customers will get too—an informative, satisfying conversation that gives them all the details they need. It’s a game changer. It boosts lead conversion, enhances productivity, and eliminates the need for telecalling staff or customer service. This one tool handles it all, and that’s a huge win for growing my business.
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AI-powered platform streamlines university admissions with automated evaluation.Open -
The Joe and Trump ones cracked me up :)) i'll be using this to wish my friends a happy bday
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Generate cinematic 8K skydiving scenes from your photos.Open -
Create ultra-photorealistic macro photographs with miniature people.Open -
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It’s quite nice! It does exactly what it suggests, which is amazing too.
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AI fortune teller crafting personalized predictions through symbolic storytelling.Open -
AI-powered pumpkin designs for spooktacular Halloween carvings.Open -
Defines and explains function calls from a knowledge source.Open -
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Revolutionizing Support for First Responders with AI-Driven Empathy and Resilience BuildingOpen -
Generates custom cycling routes based on your preferences.Open -
Interpreting symbols in coffee cups, world's best fortune teller.Open -
Speak for you, in any language, to sort out problems.Open -
Comprehensive interview prep and coding assistant with enhanced featuresOpen -
Proposing actors for book characters based on popularity and fit.Open -
I was able to find a more optimized cycling route from home to work with this can't wait to put it into practice!
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Expert in crafting tailored cold calling scripts, one step at a timeOpen -
got some good advice about picking out the best tent for my upcoming trip with my friends, thank you!!!
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Interprets complex coffee patterns using AI technology.Open -
Metaphysics-focused AI for traditional Chinese fortune analysisOpen -
Unfortunately I just cannot get this to process any PDF I upload - it just fails. Tried editing source to exactly their recommendations, and no go. Keep getting errors. Would love to have this work. Tried to contact developer. Any suggestions welcome.
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