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AI Reports · MIT FutureTech · 2026-10-17 · Blog / commentary

Deep Learning's Diminishing Returns: The Cost of Improvement is Becoming Unsustainable Deep learning's success in translation and medical analysis has risen since the 2000s. However, its 1958 origins

Deep learning has succeeded in translation and medical analysis since the 2000s, but its 1958 origins show that it has always had immense computational demands. As progress continues, the cost of each improvement is becoming unsustainable.

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