Without sight; also means without seeing or understanding; following instructions or beliefs without question or thinking.
From 'blind' (Old English 'blind,' related to Old Norse 'blindr') plus the adverbial suffix '-ly,' which turns adjectives into adverbs. The metaphorical meaning (without understanding) evolved alongside the literal one.
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