Hey guys, I present you redlead.ai - which analyzes Reddit and qualifies each post based on your interest on autopilot. What is the twist? I’m an AI Automation Strategist, n8n Ambassador, and vetted expert. I wanted to test and see if an actual n8n backend would be faster. So, the backend is the actual twist compare to a traditional web app, essentially an n8n workflow handling all the logic for me. Was it faster than building my own backend via code? Maybe I don’t know, I will go through the process of rebuilding the backend via code 100% Timeline; -Sunday: Ideation -Monday: Backend created (couple of hours needed) -Tuesday: Frontend Build and ready for pre-production Claude Code was my CTO! Currently on the waitlist, but happy to show you around if you feel this helpful redlead.ai

Hey guys, A new model was released a couple of days ago, and it's big, similar impact as DeepSeek R1 but for tool calling, meaning in the below video I show you how you can use K2 with Claude Code and reduce your cost by 80% (no joke!) In under 10 minutes with 1 prompt, I one-shot a usable application, with a lot of tools calling, and that was pretty huge as only Claude was in that space! 👆 Watch here: https://www.youtube.com/watch?v=QJ3XKBOcOsA The app in the video cost me 0.65$, which would have easily cost more than 5$ with Anthropic Drop some love in the comments and let me know what you're planning to build with this setup! Happy coding Quentin 🚀

🔥 Just dropped a 12-minute no-fluff Loom video showing how to self-host WAHA (WhatsApp API) on Coolify – step-by-step. 👉 Watch here If you’ve been dreaming of combining: ✅ WhatsApp automation on your personal account ✅ You can then use this with n8n to send/received / watch message 🤯 ✅ A clean, self-hosted setup via Coolify This walkthrough will guide you through deploying a Docker image on your Coolify without any Docker knowledge needed. Just follow along, deploy, and you’re live. Perfect for solo founders, automation geeks, and anyone tired of Twilio limits. Let's build that Campaign blasting machine!!! 🚀 https://waha.devlike.pro/docs/overview/quick-start/ Happy making! Quentin

Does anyone know if there's a way to automatically update projects in coolify, normally you'd have to go into the coolify instance and update them manually, but would there be a way to do this automatically instead?

For a deeper discussion on workflow architecture, let's chat here. AI agents are powerful, but here’s the problem—most people are using them when they don’t need to. If your process is deterministic, predictable, and follows a set of structured steps, then an AI workflow is almost always the better option. In this video, I break down the key differences between AI workflows and AI agents, why forcing an agent into a simple process is a mistake, and how switching to a workflow can make your automations cheaper, more consistent, and more scalable. I’ll also show real examples in n8n where I initially built an AI agent, only to realize that a workflow could do the job better.