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.

What do we think about the Claude team preferring HTML over marked down?

Fake Account pretending to be me, report and deal with it how you can. https://www.instagram.com/the_real_venceslau?igsh=cG9rbTN2M3Iyd3Rx

Might be a dumb question but can we use this structure to improve outputs from RAG? The reason I ask is because I think it might be a viable solution for schools to do some of this locally based only on their curriculum. There are serious concerns about data leakage. Any thoughts are appreciated.

I keep running into the same problem, you’ve explained things so well that when I’m trying to put it in my own words, they’re still your words. I want to share this content with others but I don’t want to feel as though I’m ripping you off or just copying you. That’s what it currently feels like. Any thoughts? Any suggestions?