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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 -
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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Ron Jayson🙏 92 karmaMar 1, 2024@StunningIt's sad to see people want to try your tool out but you have no free sample for them. This may be the best tool out there, but, as mentioned, going through with the AI for minutes to explain what you want, then being prompted to pay, without even knowing if it CAN create something, is discouraging. I hope we can get a free sample or preview at one point, im interested in this one. -
As a technical entrepreneur, working with designers is often way too slow - when I have an idea, I want a prototype the same day - not days/weeks later. I created UX Canvas because I wanted a better way to communicate my UI/UX ideas to developers, without having to spend thousands on hiring UI/UX designers or opening Figma and spending days/hours manually creating, iterating on, and prototyping designs myself. UX Canvas unlocks the ability for anyone - technical or not - to rapidly prototype their design ideas and instantly share them with team members in minutes. If you can put your idea into words, you can design it. No design skills required. (Although they are helpful) The agent has the ability to do cool things like generate it’s own image assets to be used in the design, and you can even export your designs to clean React/Typescript code - so you can hand the code over to your developers (or other AI tools like Cursor, Windsurf, etc.) to bring your product idea to life. Try it for free and let me know what you think! https://uxcanvas.ai
- SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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We built UPCV with a simple intention: to make writing a resume no longer the most frustrating part of the job search. We’ve spent a long time refining our guided questions, real-time formatting engine, ATS-friendly structure, and multilingual support. We’ve also talked to many real job seekers to better understand their challenges. Whether you’re writing your first resume, switching careers, coming off a gap, or just struggling with layout and structure — we hope UPCV helps you take that step more easily and frees up your time for what truly matters: building a better future for yourself. Thank you for choosing to click on us in a sea of tools. We’ll keep working hard to make it even better.
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Using Thesys has been a game-changer for us. We can now ship AI features with interactive UIs in a fraction of the time it used to take. It’s simple to use and saves us so much effort.
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AI website builder that helps small businesses win customers.Open
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Was very useful for my class assignment. Very easy to edit on and the AI converts sketches into great wireframes.
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It missed my expectations, because I got smth completely different.
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Uizard is so great for spinning out ideas and iterating. You can generate designs from text prompts as well as individual screens and themes. Also has a ton of other cool AI features like turning screenshots into editable designs and attention heatmaps. I suck at design so this is a game changer for me.
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Absolute BS crap. Don't bother, waste of money and it is just a trap
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