DON'T DO THIS!
Almonds contain cyanogenic glycosides which will result in cyanide poisoning. This interferes with the ability of the blood to release oxygen into the tissues, so the cat effectively suffocates while it's blood is full of oxygen.
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EDIT: SORRY to revive a super old thread, but...
