Etymology

talk through one's hat

Today it means: To speak lacking expertise, authority, or knowledge; to invent or fabricate facts. Full definition →

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The story

Attested from the late 19th century in the United States in the sense of “bluff”; the sense “speak without authority or knowledge” developed later. Although some people speculate a connection to a former requirement that British Members of Parliament wear hats, the connection is implausible.

Etymology from Wiktionary, CC BY-SA 4.0.