This classic photo by the great Berenice Abbott was taken in 1936 at the 977 Eighth Avenue Automat, a cafeteria-like restaurant which sold food and drink from coin-operated machines. From a 1991 New York Times article:

“Automats were a home away from home for New Yorkers who did not have money to burn — songwriters waiting for a break on Tin Pan Alley, actors dreaming of Broadway. ‘The Automat! The Maxim’s of the disenfranchised,’ the playwright Neil Simon wrote in 1987. But people who did have money to burn ate there too: Walter Winchell, Irving Berlin’s socialites, celebrities.

‘You used to have movie stars who were poor there, making it their home base,’ said Michael Sherman, an executive vice president of Horn & Hardart, the company that owned the Automat. ‘But then things changed. It was more successful for its catering and its parties. It was losing money as an Automat.'”

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Adam buys his own meal at the Automat, during the eatery’s obsolescence: