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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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Turn baby photos into talking podcast videos.Open
Wow, The AI tool is so interesting for the AI talking baby podcast. I like it. Thank you for the AI -
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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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With the help of PrayerAI, I can now make prayers and seek guidance in my needs. I will definitely be using it more in the future.
- SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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Amazing AI tool. I really use it all the time as a student.
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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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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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- Didn't find the AI you were looking for?
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Ask AI outperforms ChatGPT in search capabilities, providing more accurate and relevant results. Its advanced AI technology ensures a superior search experience for users.
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The AI Phone helped me a lot during my last short trip. I can use it to make international calls easily without getting a sim card. When making reservations at restaurants and asking for information about scenic spots, the functions of live call captioning, highlighting information and prompting terms make me, a non-native speaker, no longer afraid of conversation. Even after hanging up the phone, I can review the information without having to grab a pen to write it down. Imagine that after you make a phone call, all the key information, such as the location of the restaurant and the phone number of the contact, are saved and highlighted in the record. What a worry-free and magical experience it is!
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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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I started using Calvin for my channel and results looks really good. Also, the experience feels amazing
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It's not even usable anymore, their website is literally a sponsor and that's it
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Callfluent is NOT ready for commercial use. I signed up, followed their tutorials to a tee, and could not get voice bot to work. The bot would hallucinate about dates, and would actually argue with me about days dates. I tried to connect with their support, and kept getting the same replies -- to not use the web based calling feature. I was actually calling by phone to test the bot. Support is TONE DEAF. I sent call recordings, transcriptions, and detailed list of issues by email. They kept repeating the same answers... almost as if they use their own garbage AI for tech support. I requested a ZOOM call with their "onboarding specialist" and was given access to a calendar, with the soonest appointment 8 days away. I requested a sooner appointment and the specialist started offering me times IN THE PAST. Again, I think they use their own AI for support or scheduling. I would stay away from this product. Not very good at all. Avoid at all costs if you wish to have a successful AI chat and voice bot.
