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There was a similar thread here six years ago, and I'm curious how people's daily setups have changed since then. What does the software side of your daily setup look like in 2026? Operating system, desktop environment or window manager, terminal, shell, editor, browser, and any other tools you consider essential to your daily workflow. I'm especially interested in the small or less obvious tools that have become indispensable to you.

High-performance GPU programming has traditionally forced a compromise between execution efficiency and memory safety. While Rust guarantees compile-time memory safety for host CPUs via its strict ownership model, applying these constraints to massively parallel GPU execution environments has previously mandated either vendor-locked Domain-Specific Languages (DSLs) or escaping to explicit unsafe raw pointers. This paper presents a zero-overhead, multi-vendor GPU compilation framework built natively into the Rust compiler (rustc) and LLVM backends. We leverage Rust’s rich type system, ownership system, and strict aliasing guarantees (𝑛𝑜𝑎𝑙𝑖𝑎𝑠) to efficiently manage and optimize data transfers through LLVM’s Offload infrastructure. We expose the technical challenges of cross-vendor ABI lowering mismatches between Host and Device targets and introduce a two-pass compilation pipeline capable of safely handling both manual and compiler-generated memory movements. Evaluating our framework on RAJAPerf demonstrates that our rustc-based solution can generate competitive LLVM IR for GPU kernels, achieving a solid kernel performance against native, hand-optimized CUDA and HIP C++ baselines.