Instead of manually prompting AI, you design systems that think, act, learn, and repeat. Triggers → Actions → Feedback → Value → Reinforcement. This open-source project breaks down the mindset, patterns, and tools needed to build real AI loops — from state handling to cost awareness and reusable workflows. If you’re building with AI agents and want leverage, not babysitting, this is worth exploring 👇 🌐 https://github.com/cobusgreyling/loop-engineering

The biggest mindset switch we had building this campaign wasn't about sending MORE, it was about sending BETTER. Volume done wrong is exactly what affects, and we learned that the hard way. 💧 Send like a human: Sending 500 at once from a new account is the best way to get into spam quickly. So we made the system mimic a person, warm-up (raises volume gradually), time window (office days and hours only), and one every so often, not all at once. We let it flow drop by drop, like water shaping a rock. 🛑 Automatic brake: If bounces cross a certain threshold, the campaign pauses itself and alerts us. Something funny happened here, at first it counted auto-replies like "back on Monday" as bounces and stopped for no reason. We tuned it to only count real bounces. We learned that an alarm that goes off for everything is an alarm you end up ignoring. 🔁 Follow-up depending on behavior. This part made us happy, generic follow-up, the same message for everyone, never quite convinced us, so we made the system read what each person did and react, across 4 branches: if they viewed the content, it invites them to a meeting; if they viewed it but don't reply, a close that acknowledges they've already seen it; if they opened nothing, a soft message that reopens the door; and if it's already been several touches, an "elegant close" that lets them go without pushing. One detail that cost us: the spacing. Before, someone could get two follow-ups the same day. We fixed it so each one counts from the previous one, not from the first touch. And new emails and follow-ups have separate limits, so they never compete with each other. We think looking human isn't a trick, it's respecting how email works. And follow-up isn't repeating, it's reacting to what the person did. 👉 How many follow-ups do you send before letting a contact go? We want to know how others do it, we send two, and you?!

Just completed DAY 5 of the 7 day challenge.....I can't believe myself🙃 I just cloned, iterated, transformed an existing website....and also deployed it live URL of the website deployed - https://websitedesigning-day-5.vercel.app/ Cloning real websites as inspiration by giving Claude Code a full-page screenshot + styles is something that I loved and enjoyed the most😁 May not be too good but, I guess it's not too bad as well right? What do you think?? #AISChallenge

I’m going through the process of building out my first AI automation offers and trying to focus on things that actually get implemented in real businesses. For those of you who have already signed clients: What were the most common automations or workflows you built when you were first starting out that: - Were easiest to sell - Delivered clear ROI (time saved / money made / leads increased) - Got reused across multiple clients or industries But I’d love to hear what you actually built in real client work, especially the simple stuff that worked repeatedly. If possible, also share the business type and what result it produced.

I'm very happy with everything I've learned. Thank you so much for your support and for making this community such a valuable space. I'm sharing my website with you. https://website-demo-ochre-phi.vercel.app/ I followed all the instructions and ended up with a fantastic website; I never thought I'd build something like this. This project took longer than usual, but you shouldn't let the frenzy that occupies social media and our lives in general prevent us from doing great things out of impatience.