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Kevin Knight speaks in China: AI long-horizon cognition and the outsourcing of thinking
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Kevin Knight, former ACL president and advisor to Ashish Vaswani, first author of the foundational Transformer paper, spoke at the TGC 2026 conference held by Tec-Do. He proposed measuring AI evolution by "the length of long-horizon cognition achievable without human intervention," saying models have leapt from 15-second single-turn question answering to autonomously building software systems continuously for 10 hours. Knight noted that progress in fields relying on feedback from the physical world, such as robotics and biomedicine, is constrained by the cost of trial and error. He also warned that humans are outsourcing thinking itself to machines.
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- Transformer lead author's advisor Kevin Knight speaks in China: Humans are outsourcing "thinking" to AI
Kevin Knight, former ACL president and advisor to Ashish Vaswani, lead author of the foundational Transformer paper, spoke at the TGC 2026 conference held by Techtonic. He proposed measuring AI evolution by "long-horizon cognitive duration without human intervention," noting that models have jumped from 15-second single-turn Q&A to autonomously building software systems continuously for 10 hours. He pointed out that progress in fields relying on physical-world feedback, such as robotics and biomedicine, is constrained by trial-and-error costs, and warned that humans are outsourcing thinking itself to machines.
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