Dropped a new one for you all. Mike from Urban Pulse let me share footage from his security audit. He vibe coded his whole platform using my routing architecture, then hired me and my team to read every line before he opened it up to high ticket clients. We took our time over many hours. We found three holes that I share here. A Google Maps API key that had already been flagged and locked down by Google. A second cryptographic auth layer the AI built on top of Supabase, which already handles all of this for you. A JWT verification step that never checked the issuer, meaning any valid Supabase token from any project on the internet would have passed. This is what real building and shipping looks like in the AI world. Mike built something that used to take a year and a couple hundred grand. He did it solo. Then he paid engineers to audit it before any customer touched it. Copy his move. If you are vibe coding anything you plan to put in front of paying clients, watch this one.

💰 $325 CASH 💰 That's a full year of Premium. Win this and your membership pays for itself. But the real prize this week isn't the cash. Keep reading. 📋 THE CHALLENGE You just got hired again. Meet Diana, owner of a 4-person boutique real estate team in Austin. 60-80 transactions a year, mostly residential, mix of buyers and sellers. 📎 Download the full client brief attached to this post. Short version: She doesn't want software. She wants a system she can teach her team to use in a week. Your job is to build the AI operating system for her team. This isn't one specialist. This is a small team of AI specialists organized into a multi-folder ICM architecture, with a clear handoff protocol between them. 🗂️ WHAT YOU'RE BUILDING Last week was one specialist. This week is a team of them. Required folders: 📍 00_orchestrator/ — The router. Where every request starts. Decides which specialist gets the job. 📍 01_lead_qualifier/ — First contact with new prospects. Captures intent, budget, timeline. 📍 02_property_research/ — Deep research on specific properties or neighborhoods. 📍 03_client_communication/ — Drafts emails, texts, follow-ups in the voice of the agent. 📍 04_transaction_coordinator/ — Handles the deal once it's live. Checklists, deadlines, document tracking. Each folder must include: - 📄 identity.md - 📐 rules.md - 💬 examples.md - 🔗 handoff.md (NEW for Week 4 — how does this folder pass work to another folder?) - Plus a root-level README.md explaining the architecture, the typical flow, and how to onboard a new team member. 🔥 WHY THIS ONE IS DIFFERENT Weeks 1, 2, and 3 were warmups. This is the comp where the work you ship genuinely starts to look like the real thing. The handoff protocol is the test. Anyone can build five folders. The hard part is defining what each one needs from the previous one and what it passes to the next one. That's where multi-agent systems actually live or die.

I just watched the video where it was speaking about markdown being outdated and agents being able to do more with HTML. I am by no way a developer I’m know , very little still learning so is this true? Will mark down be outdated soon? Looking to hear from the experienced developers.

I was having issues understanding this system. So I uploaded all of Jakes videos to notebook llm and used the ai studio to create me all of Jakes material explained to me easily. It has podcast, infographics, everything. I can do a video if you need one

OK, maybe not all of them, but for the most part you should be able to eliminate 90% I stumbled across this old blog post from the creator of PI AI (https://pi.dev/) and it's genius. It shows you how to easily remove the common web browser MCP's and replace with code. WHY ? - Because when you run executable code you no longer need to use the complex MCP queries which are typically bloat for all use cases, it simply runs the code. 1 line. What You need, not what 1million users need. Unfortunately it was about a week late, I could have used this a week ago as I was having trouble scraping epic-games for Unreal Engine documentation. I tried a number of different scrapers, Skill-Seekers, one I built for SEO about 5 months ago... and then decided to use Firecrawl, however I had to pay for it as it's over 6000 pages. So $36 later... THE BLOG POST: https://mariozechner.at/posts/2025-11-02-what-if-you-dont-need-mcp/ having 4-6 MCP's connected really adds some overhead. I even noticed this issue with Codex, I had to uninstall Vercel (3x bigger than GitHub), and a bunch of others. So moral of the story, keep your MCP's very light, if any at all. Even the GitHub MCP is pretty much pointless unless you're doing heavy actions / worktrees. Using 5 agents on 5 different trees. etc. If you're just doing light Push.Pull.Merge.Commits. then you don't need GitHub MCP. And after reading this post you can safely get rid of Playwright, Puppeteer, Chrome MCP Browser tools etc. EDIT: The scripts can be found here: UPDATED: https://github.com/badlogic/pi-skills (not just pi skills, can be used with Claude, Codex, Gemini, Hermes etc)