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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 -
Paul🙏 29 karmaMar 11, 2026@ConvoQuick thought after seeing Convo. Meeting notes tools are a crowded $10 SaaS category. But a tool that helps sales reps answer questions and handle objections live sits in a completely different value tier. That shift alone can change pricing and conversion dynamics significantly. -
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I built Remy to solve a problem I face every day: Newsletter overload 📬 Remy is your personal AI assistant that summarizes all your newsletters into a single digest email. Go from a cluttered inbox to a clear, concise briefing in one go. -
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Verified tools
- SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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This tells you which queries you can win and what to make.Open -
HitPublish seems useful for people trying to scale SEO/content production without manually handling every publishing step. I like that it focuses on automation across the full WordPress workflow instead of only generating text.
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What I love most about 1ClickReport is how fast it helps you spot what's broken. We started catching conversion drops, budget leaks and underperforming campaigns way earlier than before. Fixed issues we didn't even know existed. Our clients are seeing better results and we look smarter. This is the tool that actually moves the needle.
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Lynx by Apex7 AI offers an interesting approach to workflow automation and AI-powered business operations. The interface feels clean, and it’s great to see a tool focused on helping teams streamline repetitive tasks more efficiently. Looking forward to seeing how the platform evolves and the new capabilities it brings over time.
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Test failure can be triggered by: - Text not being found - Image not being found - "Assert" condition not being met (according to AI with 90% confidence)
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We're live folks! Do check us out and drop your feedback or requests.
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- Added Terminal for Mac: describe your strategy in plain English and AI builds the entire trading desk — charts, indicators, watchlists, and news — in seconds - Added built-in backtesting: compare any strategy against the S&P 500 and other benchmarks - Added strategy scoring across performance, safety, diversification, cost efficiency, and resilience - Improved multi-chart desk layouts with custom indicators - Free to download for Mac, no credit card required
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- Added the Chrome extension: get voice-matched reply suggestions directly on LinkedIn, drawn from your tone profile - Added the Pipeline plan: turn inbound engagement into relationships with an Opportunity Inbox, a weekly Comment Queue, relationship threads with follow-up nudges, and Sources for watching up to 5 profiles - Added the Monthly Planner: generate a full month of on-brand post ideas on a calendar, with drag-to-reschedule and one-click batch drafting - Added Content Remix: paste any article or URL and turn it into a LinkedIn post in your voice - Improved scheduling and voice modeling across the board
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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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Rocket is fast as heeeelll for spinning up prototypes when an idea hits. I've shipped small tools and MVPs with this as the foundation, saves days of boilerplate setup. Great one :)
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Thanks! So happy to hear you're liking FlowPost.
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Sorry for inconvenience, Its up and running now
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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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I have seen it on Reddit, surprisingly, it did help me to save 30% in input/output agent tokens, not 60% unfortunately, but for sure better than not using it. Saved way more than I spent on subscription, shame didnt know of 50% discount :)
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The infographic maker lets you use it once for free without signing in. This infographic maker is simple and easy to use, even more so than Canva or Venngage. However, the available styles and templates are still limited. I hope they add more design options and customization in future updates. Overall, a good choice for quickly creating infographics.
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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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PDF Digest is a helpful AI tool that makes working with PDF files easier and saves time.
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AI visibility, site audits, Local GEO, and site migration for small businessOpen -
Looks great, I really appreciated that it gives you credits to test it out first, not many video tools do that. Makes it way easier to actually see what it can do before paying. Nice experience overall :)
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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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Ask data questions, get instant insights, SQL, and charts — all poweredOpen -
Hi Federico, Thank you for taking the time to share your feedback. We truly appreciate all kinds of input as it helps us improve Amigo AI. If you'd like to explore the app further, we’d be more than happy to provide you with a redeem code for free access. Additionally, we're also open to sharing the code with the community if anyone is interested. Please let me know here, and I’ll share the coupon code with you directly! Love Amigo
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The hybrid feature is very powerful. I finally don’t need to manage our local knowledge base anymore.
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Honestly, with the website looking the way it does on 5.4.2024, I feel discouraged to even try it for free. First impressions matter IMO. It would be great to have a showcase of products, etc
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Dash AI has saved me countless hours. It has proven to be more useful than chatgpt or any other AI tool I've tried.
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Created a dashboard using my Excel file and it gave insights I didn’t even expect. It can read any kind of Excel file no matter the template. I can even check the accuracy by tracing back which column the data came from Great tool. highly recommended!!
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This AI is awesome. You have to try it because it gives an amazing analysis on any stock. 10/10
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great in Slack or Teams to quickly fetch data and get visualizations
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Other tools
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I just generated a strategy for my idea. I’ve never seen such a clear document. It’s non-generic and very creative. I don’t know what the recipe is behind it, but it’s very well written. Thank you, Elena!
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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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OpenA perfect blend of entertainment and education! QualiTime.ai makes learning playful and interactive for children. Great overview! - Didn't find the AI you were looking for?
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I run an early-stage startup. Arka has been pretty amazing for understanding our user adoption data (and then be able to ask follow up questions) in just a few clicks!
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Easy to use. If you select Trump's voice, type Epsteen rather than Epstein. Pronunciation is perfect hehe.
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Did anybody get to try the demo? I did not receive any returns from the contact that I sent. It seems they are not interested in do business.
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Pretty good, I like the process. I did run into a couple questions that were worded weirdly or just had odd answer logic (it'll mark you wrong for the tiniest typo). Would be cool if it had a bit more wiggle room or a way to flag those. But still, definitely helpful.
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No information about the company or its leadership anywhere on the site...very low trust factor.
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basic image generation like any prompt on chatgpt. no value added here.
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It keeps processing. But doesnt reach anywhere . Tried for 10 minutes for a simple search
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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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I asked it to generate simple and more complicated code, from scratch or fixing. Planning on trying it out more in the future, as it could be of great help.
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AI-powered platform streamlines university admissions with automated evaluation.Open -
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This one was really nice. In that it could also generate a white paper to go with the diagram
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Read the terms and conditions about data usage, not nice...
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Bullhorn support agent, elevating your customer service.Open -
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Very good GPT. I’ve used it to create some SaaS and was able to create it very fast. Highly recommend
