Recently worked on an AI system for a music industry website redesign. There were two parts to it: 1. A public-facing AI chat widget for general queries + lead capture 2. A private, full-screen AI assistant inside the client portal. The second one was more interesting. The client didn’t just want “AI support” — they were concerned about users overusing it and burning unnecessary tokens. So instead of a typical chatbot, I designed a session-based interaction system: - Each user gets a 5-minute active window - At minute 4 → a warning is triggered (“1 minute left”) - At minute 5 → session ends + redirects to an external GPT - Then a 5-minute cooldown kicks in - After cooldown → user can start again It basically runs in a loop. What’s interesting is how this changes behavior: Users become more intentional with their questions instead of treating it like an endless chat. Also ended up optimizing one of their internal workflows in the process: A task that used to take ~6 hours manually is now done in under 10 minutes. No fancy theory here—just structuring AI usage in a way that actually makes sense operationally. Still experimenting with how far this “controlled AI interaction” approach can go.

Anyone working with the new AI Agents yet? I build an agent that know all of my IP and cross references it when producing content for social. I’ve been meaning to do this with Pinecone but didn’t want to go through the ingestion process. Now I can do everything in Make. It’s dope

This is the part nobody shows you. Millions of views don’t automatically mean millions of dollars — especially in YouTube automation. RPM, niche, monetization strategy, and traffic source decide everything. Most people quit here. Smart creators optimize here. If you want to learn: • Why viral channels earn “low” • How to fix RPM the right way • What niches actually pay • How automation scales profitably 👇 Check under the comments 📲 Join our Telegram channel — real numbers, real strategies, no hype. Hashtags: #YouTubeAutomation #YouTubeEarnings #FacelessYouTube #PassiveIncome #OnlineBusiness #MakeMoneyOnline #ContentAutomation #YouTubeGrowth #DigitalIncome #CreatorEconomy #AutomationBusiness