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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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Mihnea Stanila🛠️ 1 tool 🙏 42 karmaMar 3, 2026@ViktorYes, finally a slack tool that does it all. I wonder how safe it is? -
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I love the idea of how one platform can hold so many features in one place, working so efficiently. -
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WebsitePublisher v3.5 — Stability Release This release hardens every layer of the platform: High-availability infrastructure — multi-node Redis Sentinel quorum with automatic failover (proven in 1.4 seconds), cluster-wide cache purging, CDN purge on asset overwrite, edge monitoring with geo-routing. Leaner MCP surface — tools consolidated from 59 → 43, so AI assistants (Claude, ChatGPT, Copilot, Cursor, Gemini and more) build faster with less context overhead. Bulletproof checkout — idempotent order creation, server-authoritative pricing, stale-cart recovery, pay-by-invoice option. Billing fully on Mollie — EU VAT & reverse-charge handling, credit notes on refunds, subscription coupons, duplicate-invoice race fixed. Reliable transactional email — unified branded layouts on every path, custom-domain sender fixes, hardened OTP delivery, per-tier sending limits. AI coach pipeline rebuilt — 14 failure scenarios eliminated. 100+ platform fixes and improvements since early June. Publish websites, shops and portals straight from your AI assistant — websitepublisher.ai -
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Great service. The team was really helpful and super fast. I've done a good research on the bots and so far Quikwit is far ahead of others. -
Verified tools
- Spotlight
SparkVoxLinkedIn -
Build web apps and websites without writing any code.Open🎨 Design & Editing • Easier image editing • Improved text editing mode • Better-looking projects from first prompt • One-click project duplication • Improved desktop and mobile responsiveness -
Purely magic. It increases the productivity by a lot and the process is pretty addictive. I've been building websites like there's not tomorrow.
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Base44 is an AI-powered platform for building fully-functional apps with no code and minimal setup hassle. The platform leverages advanced AI technology to translate simple, natural language descriptions into working apps. Let’s make your dream a reality. Right now.
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I was just trying it out at first, used some free credits a few hours ago to build a simple app. Turns out, it actually came out pretty decent! I got to test it on my phone without spending a dime, and even showed it to my wife, she was pretty surprised too. So we decided to go ahead and pay to polish it up and download it properly. So far, everything’s running smooth
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I'm non-technical and I've tried Lovable, Emergent, Bolt. Nothing comes close to imagine.bo right now. The UI is clean and dead simple: type your idea, watch it build a real full-stack app in minutes. But what actually blew me away? Whenever I got stuck and had no idea what to do next, I clicked Hire a Human and a real engineer jumped in and sorted it out. No Fiverr. No agency. One platform, start to finish.
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Transform unstructured documents into actionable data instantly.Open -
I've been using Zoer.ai for the past few months to build custom business applications, and it's honestly transformed how I approach development. What sets it apart is the intelligent AI chat interface that actually understands your business requirements and generates production-ready code. The multi-stage generation pipeline is incredibly smart - it doesn't just spit out generic templates, but creates tailored Next.js applications with proper database schemas, API endpoints, and even UI components that match your specific needs. The PostgREST integration means you get a fully functional backend without writing a single line of server code. What I love most is the real-time collaboration aspect. The AI assistant helps debug issues, suggests improvements, and even handles complex database queries through natural language. It's like having a senior developer pair programming with you 24/7. The code quality is surprisingly good - clean TypeScript, proper error handling, and follows modern React patterns. I've deployed several client projects built with Zoer and they perform beautifully in production. If you're a solo developer or small team looking to ship faster without compromising quality, Zoer.ai is absolutely worth trying.
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interesting ai tool, quickly let you create a good looking website.. thumbs up
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Far beyond my expectation. Thanks for bribg us such a great work.
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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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Absolutely love this tool! It helps me apply to jobs so quickly and is so easy to use
Other tools
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Hello, If you had to describe your AI in one sentence without using the word "AI," what would you say? The reason I asked is because it's an interesting way to understand what makes a product truly valuable. How would you describe it?
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Ready-to-use AI Teams for Your Automation NeedsOpengood！A different kind of AI tool that has been very helpful for my work！ -
Another ClawdBot inversion, love it. Gotta hope for safety!
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The tool's quality has dropped significantly over the past three months. The AI is taking three times longer to solve problems and is still making many mistakes. Accuracy has decreased by at least 60%. I had to manually fix everything and stop using the prompt. Unfortunately, it used to work very well for me, but now it no longer does.
- Didn't find the AI you were looking for?
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it's not even a site nor an app, arghh. I'm literally so annoyed right now!
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Since the VSC extension became available, I've been using IDEs just to install the extension and run Claude Code in them. In the peak of my dev frenzy, I was running nine Claude Code instances in three projects on two computers. Cognitive strain was also extreme, but the amount of code and solutions deployed at that time was extreme as well.
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AI-driven code learning platform for hands-on practice anytime, anywhere.Open -
