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Enterprise-grade open-source AI inference at unlimited scale.Open
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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 -
joey zhong🙏 6 karmaMar 17, 2026@KoliI would like to ask if is possible to boost APP (APPSTORE) sale. -
AI agent for Jupyter: Generate code, run cells with natural language.Open
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in an era with AI benefit and AI horror stories both saturating, Charley is one of the few that seem to grasp the first principles of security. I spend my days researching quantum resistant encryption and advising on IAM challenges. The true weakest link is also that factors are not phishing resistant. On-device prevention of social engineering is by far the most valuable and efficient defense layer. Excited to see Agent Charley in action -
it integrates so well with my workspace, could be more responsive though! -
Human-like AI voice agents for calls, follow-ups, and supportOpen
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Verified tools
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CodeRabbitCode reviews -
Your AI business agent platform, on any channelOpenHi there, I’m Alix, co-founder of Invent. We’re building the future of Customer Support UX, where humans and AI truly collaborate. Would love to read&hear your thoughts. DM for any questions. We ship fast! -
Easy to start and made a customer support agent for my website in a few minutes!
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This is surprisingly powerful. I can go from a vague idea to a polished track just by talking to Tunesona. The level of genre control and the instant adjustments make the whole process incredibly efficient.
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OpenIts marketed as free but is not free, its 7 days free trial and $45/ month -
Build smarter AI voice agents with the best speech recognition technologyOpen -
If ai agents collect data but don’t qualify or convert leads, you’re storing inputs instead of generating revenue -> ~25% loss. How many submissions actually turn into deals?
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I've tried 10 note-taking tools, and so far this is the best. My work is now much simpler and more efficient.
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Amazing deep research feature! Haven't seen this level of execution through any other tool. It gives a designed socket to view a presentation at the end.
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Chatsistant 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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Conversion Intelligence Platform that reads visitor behaviour and adapts the experience in real time. Built for businesses that want more from the traffic they already have.
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I like Needle very much, it helps me a lot as it saves me so much time that I would otherwise waste on unnecessary searching, thank you very much Needle :)
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1. Actually saves time (like, for real) 2. Not as confusing as other AI tools 3. Lots of ready-to-use stuff 4. Support team doesn't sound like robots
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Useful tool for visualizing traffic flowing through your website. Does what GA4 does but without the headache and unnecessary learning curve.
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Easily the best Chat GPT alternative... A hidden Gem. A few issues with reasoning models but overall awesome product
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Really impressed by the multi-model planning and code review. Having different models collaborate instead of relying on just one actually leads to better decisions. You can feel the difference on more complex tasks.
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Schedule without effort: speak, snap, paste — plan and adapt as youOpenGood job dud good job , i wanna try sure -
The program works as presented. For those of you out that really need an assistant on your team to help with research and article writing, hypertxt is my go to. Try it out, I think you'll like it!
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This is actually amazing. It has all the main features I need to be very efficient at my work.
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Automate data work and reporting with AI Agents. No data|coding skills required.OpenSigned up for a pro account for Google Drive integration. Works great! Saves me a lot of manual excel work. -
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This is a very useful tool, especially for me as a small business owner. It keeps everything in one place
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Generate images, video, and audio with 150+ AI models.Open -
Feels like outbound is shifting from manual SDR work to autonomous sales agents. Are your users mostly SaaS founders running their own outbound, or larger sales teams?
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AI documentation that stays fresh and reduces support tickets.Open -
Build AI Mobile & Web Apps - No Code, No Api KeysOpenI built my fitness app and published it to both App Store and Google Play in just 3 days. OnSpace AI handled all the mobile development complexity. I'm now earning from in-app subscriptions. -
OpenHello community! 👋 I’m Ibrahim, co-founder of Sentifyd.io. We are super excited to share our platform for creating intelligent, 3D conversational avatars. I’m here to answer any questions you might have—whether it's about training your persona, customization, or integration. I’d love to help you build your first avatar, so feel free to reach out! -
huge timesaver, had an ideea for an app to help me with my invoices and it made a working website without me needing to set up anything, I didn't even have to leave the chat to do this
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Cool idea dude! Video looks beyond insane, tho i'm sure you need lots of pre-existing data to make it work well?
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Hi there, thank you so much for your reply. I appreciate you honesty and transparency. I'm quite familiar with these kind of companion ai apps, if you want me to give you some more insight on what would make it more competitive just let me know. I'm happy to do a meeting.
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Get Expert AI Marketing Agents to Grow Your Brand With Near-Zero CostOpenI work mainly with the influencer marketing agent and the PPC - and I was able to let go of both my agencies. It's crazy.
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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！ -
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Secure the entire AI agent lifecycle with identity-first governance.Open -
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Your AI-powered partner for smarter, faster, and more productive software engineeringOpencodex is catching up significantly 2026, i have a few bugs that claude code got stuck with lots of back-and-forth, after throwing it to codex it just fixed it with one shot -
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AI-powered agentic personalization for commerce growth.Open -
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Great quality, reviewed AI articles. Can create large quantities of SEO-optimized articles at once, or publish on a daily to weekly basis on its own. Easy to manage, well integrated with WordPress. Really worth it!
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Really neat, spun up a test agent in minutes and the error logs actually made sense, but I'm curious how it handles a bigger codebase and what pricing looks like once the beta freebies disappear.
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If you're looking to source, vet and engage with candidates on autopilot: getting Holly on your team is the way to go.
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Search GPT Agents effortlessly with Maestrix AI.Open -
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