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AgentSwarms โ Our Biggest Release Yet: 100+ Executable Framework Notebooks, Voice Agents, Website Embeds & More TL;DR โ what's new: -103 executable, in-browser notebooks across 9 agent frameworks โ 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 โ 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 โ 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 โ 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 โ learn every major agent framework by running it We shipped 103 notebooks with live, editable cells that execute right in your browser โ 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 โ plus Vercel AI SDK and VoltAgent. Each track walks the whole arc: fundamentals โ typed tools โ multi-agent handoffs โ memory โ guardrails โ 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 โ give any agent a voice and talk to it You can now turn any agent into a voice agent using a speech-to-text โ LLM โ text-to-speech pipeline, pick from 11 studio voices, and talk to it live in the Voice Playground โ 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 โ 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 โ 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 โ a coordination deadlock, a cascading error, a runaway loop, a prompt injection โ 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 โ 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 โ 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 -
Paul๐ 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 ๐ฌ 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
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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 itโs 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 โ charts, indicators, watchlists, and news โ 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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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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Your autonomous marketing team that creates and publishes everything automatically.OpenUGO has a pretty ambitious concept honestly. I like the idea of an autonomous marketing workflow that keeps content consistent without needing to manually manage every small publishing step. -
Hi everyone. ๐ I created Ozigi because I was tired of seeing AI slop in content all over the internet, from social media posts to long-form content. Ozigi operates on two principles: 1. We eliminate AI slop words from your content, using a banned lexicon feature that filters common/known AI words or structures from getting into your content. 2. We encourage a human-in-the-loop philosophy. We do not believe in mindless automation that values quantity over quality. We value quality, and that is why it is important to us to make sure that you--a human--reviews the generated content first before setting it up for publishing. Ozigi does more than just social media content. It generates email newsletters and blogppsts as well.
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One of the best website analytics tools Iโve tried so far.
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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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Solid hub for socials. Schedules to a lot of platforms in one place with ai post ideas and short-form tools, plus a free tier to try things out. I like the planner and analytics, ui feels busy at first but once you learn the flow it moves fast.
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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 โ all poweredOpen -
The hybrid feature is very powerful. I finally donโt need to manage our local knowledge base anymore.
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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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OpenA perfect blend of entertainment and education! QualiTime.ai makes learning playful and interactive for children. Great overview! -
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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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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Such a powerful tool with free account, all your data analysis needs with an easy intuitive itnerface
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basic image generation like any prompt on chatgpt. no value added here.
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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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Very powerful, it not only gets data magically for your nl question but also builds a nice visual tailored to that data. Impressive.
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AVOID AT ALL COSTS. Amateur hour if I ever saw it: they change their entire API endpoints on a whim on the SAME VERSION, breaking all of the work you've done to integrate with them (thousands of $), then tell you you're not an $5k / month Enterprise customer and they don't really support their self serve product so...tough luck buddy. I was one of their first customers and have been using them for over a year and a half only to wake up one day to customer complaints because our integration had broken and be told they basically don't care about. After I reached out to their team, it became clear that they had simply changed their entire API from one day to the next on the same version, with no notice and a documentation that doesn't reflect the changes they made. Literally everything is broken in one way or another: the UI fails to save changes every other try, the API has three different versions in use at the same time, some endpoints use v3 others use v4, similar payload responses don't even reply with the same structure for the data, the documentation is completely out of sync with the actual endpoints, the webhooks trigger 3 times in a row and on and on and on... Somehow they have several engineers, yet no-one there actually knows how to fix your problem. I've been a customer for over a year and a half and after breaking my entire integration, they just told me to go take my business elsewhere because they couldn't support their OWN breaking changes! Oh and by the way, it took a week of back and forth and trying to fix my integration and work with their broken documentation to tell me this. Total insanity. I couldn't ever imagine being an Enterprise customer with these people, their whole product is built on a shoestring and they have absolutely no respect whatsoever for their customers.
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