Open jobs matter even more in the AI era. They are an early signal. Anyone should watch them, react fast, and compete better. I turned a job search into a measurable funnel: 1,000+ jobs checked, 130+ personalized applications. The prototype is becoming an AI-ready data platform for desktop or cloud. I will show the architecture, and a live demo. Ask me if you want early access.