scenario involves a compiler that was taking 45 seconds to process small programs - far longer than optimal. While the developer diligently used profiling tools and achieved an 80% speedup through local optimizations, they initially missed the fundamental algorithmic inefficiency: an O(n²) loop that was causing quadratic growth in processing time.
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