Jul 18, 2026 · Artificial Intelligence

Sutton: Large Models Lack Native Intelligence as AI Moves into the Experience Era

In his WAIC keynote, Turing Award laureate Richard Sutton argues that scaling compute and static data does not yield true intelligence, urging a shift toward agents that learn from real‑world interaction and experience, marking the start of an AI "experience era".

AI SafetyArtificial IntelligenceExperience Era

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Sutton: Large Models Lack Native Intelligence as AI Moves into the Experience Era

Fighter's World

Apr 18, 2025 · Artificial Intelligence

Rethinking the AGI Roadmap: From Data Imitation to Experience‑Driven Superiority

The article analyzes the emerging "Era of Experience" in AI, arguing that reliance on static human data limits progress and that reinforcement learning‑based experiential learning—exemplified by AlphaZero—offers a path toward surpassing human knowledge, while outlining the technical, safety, and ethical challenges ahead.

AGIAlphaZeroArtificial Intelligence

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Rethinking the AGI Roadmap: From Data Imitation to Experience‑Driven Superiority