2-4 years front-office capital markets experience (buy-side or sell-side research, PM team, or tool building for analysts/PMs). Deep understanding of how analysts evaluate companies, track changes, form theses, and operate under time pressure. Comfortable iterating quickly and building functional UI with tools like Cursor, Lovable, Replit. Strong workflow and interaction design instincts for data-dense, multi-step research workflows. Startup experience. Low ego, high ownership, strong communication mindset.