Search has a long document-centric tradition, where “searching information” is equivalent to “searching document”. Project Q is our recent effort to explore a new query-centric search paradigm, which treats query as object and shifts search from “searching document” to “searching query”. We have developed several effective query mining technologies and proved that, when deeply mining queries “without” time constraint, we can greatly improve search relevance and user experiences.