Automation

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

🎨 Design & Editing • Easier image editing • Improved text editing mode • Better-looking projects from first prompt • One-click project duplication • Improved desktop and mobile responsiveness

🔥 freebeat introduces Realtime Music Video generation, live prompt interaction, flexible world customization, and instant video download. ----- What’s New - ⚡ Realtime Music Video – Generate video while your music is playing, with no waiting for a full render pass. - 🎮 Live Prompt Control – Interact with the visuals in real time and guide scene content as the track unfolds. - 🌍 World Presets & Custom Styles – Choose from preset worlds or define your own visual universe, style, and direction. - 👁️ Multiple Perspectives – Explore different POV options, including immersive viewpoints, for different kinds of visual storytelling. - ⬇️ Instant Download – Save the generated music video directly once your session is complete. ----- How It Works 1. Upload or play your track. 2. Choose a world preset or define your own visual style. 3. Guide the visuals live with prompts as the music plays. 4. Download the finished music video directly when you are done. ----- Why It Matters Realtime Music Video removes the gap between idea and output. Instead of waiting for results, creators can now shape visuals as the song unfolds, making music video creation faster, more expressive, and far more interactive. 👉 Try it now – www.freebeat.ai

New: Added a batch of new templates covering more scenes and use cases, ready to use out of the box Improved: Polished some UX details for smoother operation Fixed: Fixed some known issues to improve stability

- Added MCP support, allowing AI agents and MCP-compatible tools to connect with Dokie directly. - Enabled agent-driven presentation creation, making it easier to turn prompts, documents, and structured content into slides. - Improved workflow compatibility for AI agent use cases, including research-to-slides and report-to-PPT scenarios. - Optimized generation stability when creating presentations through external AI tools. - Improved the handoff from AI-generated content to editable, export-ready PPTs.

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

🐦 Pounce v2.4 — Smoother Setup & Sharper Sessions 🎨 A Redesigned Onboarding 1. Setting up a campaign is cleaner and more guided — the setup, refine, and new-campaign flows now share a consistent, step-by-step experience that's easier to follow start to finish. 2. Every step breathes better and reads more clearly, so getting Pounce dialed in feels effortless whether it's your first campaign or your fifth. 🛡️ Reply With Confidence 1. New explanations on the homepage and throughout setup spell out exactly why using Pounce won't get your account banned or suspended. 2. Know what Pounce can and can't do before you connect — no more guessing about account safety. 📒 A Reply Log That Makes Sense 1. Your reply log now groups replies by day, so your history reads like a timeline instead of an endless list. 2. Filter by platform or by account to zero in on exactly the replies you want to review. ⚡ Sharper Sessions 1. Your queue now flags tweets from people you interact with frequently, so familiar faces are easy to spot at a glance. 2. The "here's what you're missing" digest email has a clearer subject line — see how many tweets are waiting and what they're about before you even open it.

New: Topical Authority, own the whole topic, not one lucky post Analyze your existing content for free: https://meev.ai/tools/topical-map-generator Meev now turns your blog into a living topical authority map, so you rank and get cited for a subject, not a single post. Auto-maps your whole blog into themes. Every article you've published gets grouped into topics (a pillar guide plus its supporting posts), so you can see at a glance what you own deeply and what's scattered. Flags your "orphan" posts. Pages that belong to no theme and build zero authority get surfaced, so you know exactly what to strengthen or merge. Two honest scores per theme, not vanity metrics. Built = how completely you've covered the topic. Proven = whether search is actually rewarding it yet. Gives young sites early credit. Proven blends your real Google Search Console wins, so early long-tail rankings count months before they'd otherwise show up. Plans each week around the next gap. Instead of scattered one-off posts, Meev finishes one theme (pillar first, then the missing angles) before moving to the next weakest high-value topic. Reflects real demand, and links itself together. It pulls the actual cluster of searches around your topics, auto-links supporting posts to their pillar, and guards your pages from competing with each other. Counts every page you own, including posts Meev didn't write, and the map maintains itself as your library grows. Wins AI search, not just Google. Connected, complete topic coverage gives ChatGPT, Perplexity, and Google AI Overviews more reason to retrieve and trust you. Try it free: map any site into a topic cluster map in ~30 seconds, no signup, with our free Topical Map Generator. 👀 Coming soon, an AI agent for your SEO & GEO questions. Ask Meev anything about your search and AI-search visibility and get answers grounded in your own connected data (Search Console, rankings, competitors, and your AI-citation history), not generic advice, with the next move teed up for your one-click approval.