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A zero-overhead GPU compilation framework integrated into the Rust compiler that enables safe, multi-vendor GPU programming by leveraging Rust's type and ownership systems without requiring unsafe code or vendor-specific DSLs. The paper presents a two-pass compilation pipeline that handles cross-vendor ABI mismatches and demonstrates competitive performance against hand-optimized CUDA and HIP implementations.