In this paper, we propose a new linear programming based timing driven placement framework for high performance designs. Our LP framework is mainly net-based, but it takes advantage of the path-based delay sensitivity with limited-stage slew propagation, thus it enjoys certain hybrid feature of net and path-based timing driven placement. Our LP formulation considers not only cells on the critical paths, but also cells that are logically adjacent to the critical paths (i.e., the criticality ad jacency network) in a unified manner. We further present a timing aware spreading method to preserve timing in legalization for high performance designs. Our algorithm has been tested on a set of 65nm industry circuits from a multi-GHz microprocessor, and shown to achieve much improved timing on hand-tuned circuits.