Monday, November 9, 2026 · No. 39Published by HJITM · 한국어 ·

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Turing Award Laureate Richard Sutton Warns Raw Compute Alone Won’t Yield True Intelligence

Original headline: The inventor of the bitter lesson has a bitter lesson for LLM scaling enthusiasts

Turing Award winner Richard Sutton reiterated that raw compute alone is insufficient to achieve intelligence and that fundamentally new learning methods are required. Former OpenAI researcher Tworek criticized blind transformer scaling for misleading an entire generation of scientists. A growing number of startups are already betting on this gap.

Relying solely on scaling LLMs risks stagnating AI progress and overlooking more effective learning approaches.

Research angleHow does the adoption of novel learning paradigms affect LLM performance improvements? — Diffusion of Innovations theory

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