Mad Dog Alpha is built for continuous research coverage. Users can track how the thesis changes over time, and review structured research notes as new events, valuation signals, and risks emerge. It is a Institutional workflow for retail investors. We rebuilds that workflow with AI: broader coverage, faster updates, and clearer decision framing.