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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 -
AI agent for Jupyter: Generate code, run cells with natural language.Open
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faris alahmadi🛠️ 1 tool 🙏 16 karmaSep 9, 2025@Elham.aiWhy we built Elham.ai Elham.ai started as a personal project to compete in Kaggle competitions. While experimenting, we noticed something surprising: our AutoML engine consistently outperformed Microsoft Azure on key benchmarks. That was the turning point — what began as a personal tool for experimentation transformed into a full product. What makes Elham.ai unique: - Outperforms big players (like Azure) in real-world benchmarks. - Designed to be **simple, fast, and production-ready** for anyone who wants to turn their data into insights. - Built with the philosophy of *“AI for everyone”* — no steep learning curve, no endless configuration. What we’re most proud of: Turning a side project into a product that challenges industry giants. And now, opening it up for the community to explore and shape with us. Try it out here: [https://elham.ai](https://elham.ai) -
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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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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've been using CodeKidz with my two kiddos, 9 and 12, and I gotta say, it's a pretty neat platform. The way it teaches Python through storytelling and games is super engaging - my kids are actually excited about coding, which is something I never thought I'd say. The AI coaching is a standout feature. It's like having a personal tutor available 24/7, which is a lifesaver for someone like me who can barely keep up with the tech lingo. My kids can ask questions and get immediate answers, which is fantastic. However, it's clear that CodeKidz is still in the early stages. There are a few bugs here and there, and the platform could definitely benefit from a wider variety of lessons. It's great for beginners, but I can see my older kid outgrowing it pretty soon if they don't add more advanced content. But you know what? Despite the growing pains, I think CodeKidz has a lot of potential. It's a fun, interactive way to introduce kids to coding, and I'm excited to see how it evolves. If you're looking to dip your kids' toes into the world of programming, I'd say give it a shot. Just remember to have a little patience as they work out the kinks.
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Absolutely love this tool! It helps me apply to jobs so quickly and is so easy to use
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this very helpful and awesome so easy to use and user friendly
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i liked i didn`t tested, but i could`t find any error with code , the only possible thing i could criticize so far is that can`t provide where i could find the shape file , but this isnt that much for a hassol . so is very good
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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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