TimeMachine
Built at Claude Build Day · Jun 13, 2026 · San Francisco, CA

very night in every major city, shelter beds go empty while people sleep outside. Not because the beds don't exist. Because outreach teams can't find the people who need them. The current system runs on yesterday's data: Point-in-time counts from six months ago Shelter waitlists that don't track movement Outreach teams driving in circles, asking "Have you seen Jeff?" Meanwhile, Jeff moves. Every day. From the library (closes at 5) to the transit station (warm until 8) to the underpass (cold but safe). By the time outreach finds him, the bed is gone. The problem isn't housing supply. The problem is coordination. We built TimeMachine to solve one question: where will they be next?