Opinion: Current AI Stack Has 10,000x Data and Compute Inefficiency

A prediction that symbolic learning will replace today's deep learning stack by 2040, citing 3–4 orders of magnitude of data inefficiency and 4–5 orders of magnitude of compute inefficiency in current approaches. No empirical evidence or specific methods are cited.