Built a cross-platform Java benchmarking framework to compare sorting algorithms on Windows, Linux, and macOS. Evaluated Bubble (baseline), Selection, Insertion, Shell, Merge, Quick (pivot variants), and Heap Sort while controlling JVM warm-up, GC, and memory to analyze real-world performance beyond Big-O.