Hey builders, We're dropping something big today. Resonance just got a brain. 🧠 What's New: Resonance AI Chat A fully embedded conversational AI that lives inside Resonance. Ask architecture questions, analyze your designs, generate new systems from a prompt — all without leaving the app. ✨ What You Can Do 1️⃣ Ask Anything Architecture "What is a circuit breaker?" "Kafka vs RabbitMQ — when to pick what?" "Design Twitter's timeline in 5 minutes." → Resonance answers with technical depth, no fluff. 2️⃣ Chat About Your Designs Open any existing design and ask: "Why is my scalability score only 60?" "Where's the highest latency?" "How do I scale this 10x?" → The AI reads your nodes, edges, and simulation data. It references specific components by name. 3️⃣ Generate Designs from Prompts "Build me a real-time notification system." → Resonance explains the architecture, then generates a structured design. → You review it in chat, then choose to open it in the Canvas Editor. 4️⃣ Quick Actions One-click chips for instant analysis: 🔍 Find Bottlenecks ⚡ Suggest Improvements ⚠️ Check Risks 💰 Estimate Cost 🎯 Try It Now Go to https://resonance-web-eight.vercel.app/ Type a question or prompt in the hero composer Hit enter — the workspace transforms around you 🗣️ We Want Your Feedback Found a bug? Want a new quick action? The AI gave you a weird answer? Drop it in <#feedback-channel> or reply to this post. We're building this in public. Your prompts shape what Resonance becomes. Resonance AI Chat — Prompt it. Resonate it.https://resonance-web-eight.vercel.app/

Hey everyone! 👋 I'm excited to share the first public release of Resonance. Resonance is a visual system design simulator that connects to GitHub repositories, reverse-engineers architecture, and enables real-time simulation with AI-powered optimization suggestions. The goal is to make it easier for developers and architects to design, analyse, and better understand distributed systems through an interactive visual interface. Current features • 🎨 Visual drag-and-drop system design editor • 📊 Real-time simulation with detailed architecture reports, including: - Overall architecture score - Reliability - Performance - Security - Cost - Explainability - Actionable recommendations • 🔍 Architecture validation and bottleneck detection • 🐳 Docker Compose export • 🌗 Dark & Light themes • 👥 Teams (Beta) • 📋 Templates (Beta) Built with - React 19 - Node.js + Express - React Flow - Zustand - Tailwind CSS - Vite What's next - Smarter AI-powered architecture recommendations - Better cloud cost estimation - Improved GitHub repository analysis - Higher simulation accuracy - Real-time collaborative editing This is still an early release, and I'd genuinely love to hear what you think. If you have ideas, spot bugs, or have suggestions for improving the simulation engine or overall experience, I'd really appreciate your feedback. GitHub: https://github.com/malcommathela/Resonance Live Demo: https://resonance-web-eight.vercel.app Thanks for checking it out! Looking forward to your thoughts and suggestions. 🙌

Hi Team, I have been creating an online note sharing platform though only the essential functions are currently available, am struggling to push to production using railway. If anyone has experience with working with railway and using react as well, can you please help me out.https://github.com/malcommathela/NoteShare.git

Hi Team, i would like to know how to package my SpringBoot Application. Its been saying [FATAL: invalid value for parameter "TimeZone": "Asia/Calcutta"] though when am on a local environment, i fix it by adding VM Options into the Edit Configurations in the Run Tab, but i still cant package my application.