The article describes how a one-character change in a Go program resulted in a 1.7x speedup. The change involved modifying a function to return a reference to a struct in a slice instead of a copy of the struct. The author used profiling tools, including pprof and flamegraphs, to identify the performance bottleneck. The change reduced heap allocations and improved performance.