I had an interview recently where a live demo didn’t go the way I planned. Some technical issues popped up, things froze, and the people in the room never really got to see what I built. It wasn’t ideal but it was a good reminder that interviews don’t test perfect conditions, they test how you adapt. Instead of trying to recreate the same demo, I decided to record a walkthrough and explain the system clearly how it’s structured, how the agents work together, and what problem it’s actually solving. This video walks through an AI SecureOps Snapshot I built to help AI companies quickly understand their security, AI risk, and SOC 2 readiness using parallel agents and human review where judgment matters. No hype. Just how it works and why it’s built this way. If you’re interviewing, building, or thinking about how AI and security intersect, hopefully this is useful

Hope everyone out there is doing well! Keep fighting the good fight, stay focused, and keep the hustle alive. Progress adds up. 💯

I asked an AI to create an image of how I treat it and I added one condition: Avoid sycophancy. Don’t try to make me happy. I want the truth. What came back stopped me cold. Because the image wasn’t about how I treat AI at all. It was me. Overloaded. Surrounded by unfinished ideas that are actually good. Constantly pushing for one more fix, one more improvement, one more iteration. Never quite letting anything feel “done.” And that’s when it hit me: I don’t treat tools this way., I treat myself this way. That relentless internal pressure? That constant optimization loop? That refusal to pause because I can see what’s possible? That’s EXACTLY me. Not self-hatred. Not failure. Just high standards with no recovery cycle. It’s kind of wild (and a little uncomfortable) realizing that the same mindset that drives growth can also quietly drain you if you never step back and acknowledge progress. Sharing this because I can’t be the only one who lives here. If this resonates, you’re not broken — you’re just pushing a powerful system without enough rest. And sometimes, the mirror comes from places you don’t expect.

Happy Monday

How do I add Voice to my Personal & Business CLONES (which are done) - advise Step-X-Step please?? as I am very tech illeterste. Also, HOW do I add my Videos, PDFs & Book to my Clones???? Step-X-Step please?? So, looking FWD to tomorrow