Event ·Multi-source

Richard Sutton：单纯堆算力不够，需要全新的学习方法

图灵奖得主 Richard Sutton 重申其“苦涩的教训”观点，认为仅靠堆算力无法实现智能，需要根本性的新学习方法。前 OpenAI 研究员 Tworek 表示认同，称盲目扩大 transformer 规模“让一代科学家的大脑被 reward hacking 了”。已有一批初创公司押注这一方向。

Current read

提出苦涩教训的 Sutton 本人又发话了，说光堆算力到不了智能，Tworek 也吐槽盲目扩 transformer 的风气，观点挺扎心。

11 sources57° AI heatLast updated 2026/11/8 11:44:41

Evidence

11 sources

Primary sourceDecoder

2026/11/8 11:44:41View source

Related source 1IT之家

2026/11/6 13:13:37View source

Related source 2The Information

2026/11/6 19:30:06View source

Related source 3rohanpaul_ai

2026/11/7 19:52:46View source

Related source 4宝玉

2026/11/7 22:13:57View source

Related source 5Rowan Cheung

2026/11/6 17:31:41View source

Related source 6OpenAI

2026/11/6 19:08:57View source

Related source 7kimmonismus

2026/11/6 19:20:24View source

Related source 8Gary Marcus

2026/11/6 22:28:36View source

Related source 9Lxfater

2026/11/6 23:00:26View source

Related source 10Blognone

2026/11/7 03:23:41View source

Conflict check

Dedup data only shows that these sources discuss the same event, not that they agree. There is no structured supporting or refuting evidence yet, so no conflict is inferred automatically.

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