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I'll bet a quarter your ram is failing. Download Memtest86, a RAM checker. It comes as an ISO that you burn to a CD, and then boot from.
RAM failure can result in random crashes and hangs. As the stick fails more and more completely, you'll get shorter uptimes, until eventually the machine crashes during boot, or won't boot at all.
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