Linux does not use file extensions except as a convenience to users. Usually binaries have no extension. The common location for binaries in in one of the bin directories -- /bin, /usr/bin, /usr/local/bin, /opt/bin, etc. but a binary can live anywhere. You might want to google for the filesystem hierarchy standard to see the recommended way for laying it out.
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