MOST PEOPLE ARE THE VERIFICATION LAYER FOR THEIR OWN AI.Ask Claude for something. Read it. Notice the mistake. Point it out. Get a fix. Read that. Notice the next mistake. Repeat forever. A self-correcting loop removes you from that seat entirely. The system builds, checks its own work against a real standard, catches what it got wrong, fixes it, and only then shows you the result. The Anthropic pattern that makes this actually work: never let the maker grade its own work. A separate verifier, seeing only the final output and a written rubric, catches what self-critique misses every single time.Full build in the article below.(CyrilXBT)