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cover of episode Yep, We're At Peak AI

Yep, We're At Peak AI

2024/12/4
logo of podcast Better Offline

Better Offline

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Ed Zitron
一位专注于技术行业影响和操纵的播客主持人和创作者。
Topics
Ed Zitron认为,当前生成式AI技术已接近瓶颈,其能力并没有像宣传中那样强大,媒体对此过于乐观。他指出,生成式AI缺乏杀手级应用,其估值无法得到合理的解释,并且其固有的“幻觉”问题难以解决。增加训练数据和计算能力对模型改进的效果递减,OpenAI、谷歌和Anthropic等公司在构建更强大的AI模型方面面临挑战,主要原因是高质量训练数据的匮乏。硅谷对“规模法则”的盲目信仰导致了生成式AI领域的资源浪费,目前缺乏具有实际意义的应用产品。生成式AI的实际应用和市场采用率远低于预期,其经济效益也令人担忧。大型科技公司在生成式AI领域的巨额投资并未带来预期的回报,反而导致了巨额亏损。大型科技公司在生成式AI领域的投资缺乏明确的产品方向和商业逻辑,是盲目跟风的体现。生成式AI领域的投资泡沫即将破裂,未来发展面临诸多不确定性。

Deep Dive

Chapters
Ed Zitron reflects on his past predictions about the limitations of generative AI and discusses the diminishing returns in training these models.
  • Generative AI has no killer apps and cannot justify its valuations.
  • The jump from GPT-4 to GPT-5 is not significant due to lack of training data.

Shownotes Transcript

In this episode, Ed Zitron discusses big tech's discovery of the diminishing returns in training generative AI models - and how we may have finally have reached peak AI.

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