# 「苦涩教训」提出者给LLM扩展爱好者上了一堂苦涩课

> 全文为英语

**Published:** 2026年11月8日
**Author:** Matthias Bastian
**Source:** The Decoder
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/the-inventor-of-the-bitter-lesson-has-a-bitter-lesson-for-llm-scaling-en

图灵奖得主Richard Sutton重申，单纯的算力不足以实现智能，需要根本性的新学习方法。前OpenAI研究员Tworek表示赞同，称盲目扩展Transformer「已经用奖励黑客攻击了整整一代人的大脑...

Turing Award winner Richard Sutton reaffirms that raw compute alone isn't enough for intelligence and that fundamentally new learning methods are needed. Ex-OpenAI researcher Tworek agrees, saying blind transformer scaling "has reward hacked brains of a whole generation of scientists." A growing wave of startups is already betting on exactly this gap. The article The inventor of the bitter lesson has a bitter lesson for LLM scaling enthusiasts appeared first on The Decoder.

---

*内容来自原始来源： [The Decoder](https://the-decoder.com/the-inventor-of-the-bitter-lesson-has-a-bitter-lesson-for-llm-scaling-enthusiasts/). 查看原文.*

**标签：** #OpenAI

---

*AI Qazaqstan — non-commercial informational portal about AI in Kazakhstan. Machine translations and summaries are AI-generated.*