The shift from exact/optimal algorithms to data-driven statistical approximation in AI is a 'sobering' or even 'depressing' lesson: the chief source of progress is not scientific insight but brute-force increases in compute and data (the 'Bitter Lesson' in AI research).

causalpending

Speaker

Michael Waldridge

Evidence Quote

the chief source of advances in AI is scientific developments actually no it's just more compute more data

Source

Don’t Believe AI Hype, This is Where it’s Actually Headed | Oxford’s Michael Wooldridge | AI HistoryJohnathan Bi
Created: 7/7/2026, 3:38:35 AM

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