"so the problem is somewhere before the booting part for sure "
Id say motherboard or RAM. Id say check RAM first somthing similar happened to me once, had wrong RAM in motherboard and got one beep every second or so.

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AMD 64 3200+
BFG 7800gt SLi
2GB DDR
74gb Raptor