The story
Presumably from an appliance with poor electrical connection blinking from intermittent connection.
Etymology from Wiktionary, CC BY-SA 4.0.
on the blink
Today it means: Usually of a mechanical or electrical device, functioning erratically, malfunctioning; not working or not working well. Full definition →