Applied AI Engineer & Product Engineer. 5+ years in tech, 2.5 shipping AI products end-to-end. Every ring is a real project with verified numbers: Loopful, an AI pipeline that cut operating costs 82%, a website relaunch at +220% user activity. Click a ring for the evidence. The agent view renders the same claims as one strict document.
the core of the pattern is the contact window.