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M4.2 - GPU Execution Model for Transformer Kernels: Launch Geometry, Memory Hierarchy, Tiling, and Profiling

A quantitative bridge from Transformer tensor algebra to GPU execution: kernels, grids, blocks, warps, SM residency, registers, shared memory, coalescing, tiling, fusion, roofline limits, and profiler evidence.