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The One-Step Trap (In AI Research)

Hacker News Top ↗ · 2026-07-12 Cached

Rich Sutton discusses the common mistake of relying on one-step predictions in AI research, advocating for temporally abstract models using options and GVFs.

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#rich-sutton

Rich Sutton on AI creativity and discovery

Hacker News Top ↗ · 2026-06-10 Cached

Rich Sutton argues that generative AI trained by supervised learning cannot achieve genuine novelty and quality simultaneously, and that true discovery requires a 'vary, evaluate, select' mechanism found in reinforcement learning rather than pure imitation.

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