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I will investigate, but I will also be on the lookout for a new motherboard.
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Motherboard replacement
The AI5TV motherboard is a “Baby AT” form factor board. Other boards that have that form factor and which might fit are:
In the end I opted for Soyo SY-5BT5 2.x:
This fits rather nicely.