Good ol' DNS

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Is there a way to host my own domain through my linux box, i mean not the DNS as that can be done i know but can i do it without going through a registrar,

to have something like http://mycompname

is this possible at all??

i remember going to a site that was just http://something so figure it to be possible

Thanks all,
James