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

From the creator

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 πŸ‘‰ https://www.skool.com/ai-profit-lab-7462/about Get a FREE AI Course + Community + 1,000 AI Agents πŸ‘‰https://www.skool.com/ai-seo-with-julian-goldie-1553/about Order AI SEO here β†’ https://go.juliangoldie.com/backlink-portal Free GEO & AI SEO Checklist! https://orders.goldie.agency/signup Get a FREE GEO + AEO Strategy Session β†’ https://go.juliangoldie.com/strategy-session?utm=julian Get 200+ Free AI SEO Prompts β†’ 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 β†’ 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

Stop watching Β· start building
Matched to ChatGPT

AI Maker Residence 4

Your idea can be anything. At our last workshops, people built plant-based nutrition businesses, a way to measure planetary resilience, crochet headwear and a way to connect lonely people living in the same building. This fourth workshop is a full day at KOKO with Nick Sarafa, learning to build with Claude Code. Bring the thing you keep meaning to start. We’ll bring the pizza.

β—† Fri 13 Nov 2026 β—† KOKO, London β—† With Nick Sarafa
AI Maker Residence 4
Live event
AI Maker Residence 4
Fri 13 Nov 2026
Find a job · 1 live role

Jobs in AI.
Apply now.

Apply once › get screened › meet the company

See all roles

More like this

Running one yourself?

List your AI event,
wherever it is.

A meetup, a workshop, a hackathon, a conference. Any city, or online. Tell us about it and it lands in front of people already learning this stuff.