A few weeks ago I ran the numbers on the token cost panic. I took the scariest figure in legal AI, the finding that agentic workflows burn a thousand times more tokens than a chat query, and followed it all the way down to a dollar amount on a real deal. The panic did not survive the arithmetic. The piece
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