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The ultimate software distribution preference is a single static binary with all components inside, not a zip file, especially for Go programming. Static binaries are default in Go, enabling the exclusion of unnecessary platform components. To verify the binary's integrity and check for compromised Go modules, use "go version -m" to extract module information. Avoid shared lib arguments for more efficient distribution.