Google's New Self-Evolving AI Agents Are Actually INSANE!

Want to make money and save time with AI? Join here: https://www.skool.com/ai-profit-lab-7462/about Video notes + links to the tools 👉 https://www.skool.com/ai-profit-lab-7462/about Get a FREE AI Course + Community + 1,000 AI Agents 👉https://www.skool.com/ai-seo-with-julian-goldie-1553/about Order AI SEO here → https://go.juliangoldie.com/backlink-portal Free GEO & AI SEO Checklist! https://orders.goldie.agency/signup Get a FREE GEO + AEO Strategy Session → https://go.juliangoldie.com/strategy-session?utm=julian Get 200+ Free AI SEO Prompts → https://go.juliangoldie.com/chat-gpt-prompts?utm=julian Get our free SEO Link Building Book here: https://go.juliangoldie.com/opt-in?utm=julian Most AI agents make the same mistake every single time. Google’s Project Chrysalis fixes itself, grades its own moves, and remembers what worked, cutting outage fix time from 15 minutes to 1.8 seconds in a simulated Black Friday crash. Here’s how it works, the safety gates that keep it in check, and the one thing it can’t do without a human. 00:00 Intro – An AI agent that fixes itself 01:07 The Problem – Why "panic restarts" crash sites 01:48 Results – 15 min → 1.8 sec (simulated) 02:17 5 Abilities – Diagnose to rearchitect 03:21 Demo – Agent writes its own fix 04:50 Self-Critique – How it learns from mistakes 05:27 Human Sign-Off – The one thing it can't do alone 06:09 Stress Test – Red team tries to break it 06:59 Takeaways – 3 lessons + GitHub code