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StackOverflow 之死

将来 AI 解读 coding 问题的能力堪忧……现在问很多 niche 问题已经很扯了(但不得不说很多基础问题非常省时间),将来训练材料越来越少质量只会进一步下降。

但转念一想这也可有可能像一个生态中的物种数量一样形成动态平衡:AI 强大人都去问 AI -> 人类问答社区生产内容量下降 -> AI 训练资料变少层层蒸馏时效性准确性越来越低 -> 人们不得不重回人工内容生产社区 -> AI 内容质量回升。(当然,可能还没形成这个循环 LLM 就玩完进入到下一个阶段了)

#AI #coding #newsletter #data



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StackOverflow 之死

将来 AI 解读 coding 问题的能力堪忧……现在问很多 niche 问题已经很扯了(但不得不说很多基础问题非常省时间),将来训练材料越来越少质量只会进一步下降。

但转念一想这也可有可能像一个生态中的物种数量一样形成动态平衡:AI 强大人都去问 AI -> 人类问答社区生产内容量下降 -> AI 训练资料变少层层蒸馏时效性准确性越来越低 -> 人们不得不重回人工内容生产社区 -> AI 内容质量回升。(当然,可能还没形成这个循环 LLM 就玩完进入到下一个阶段了)

#AI #coding #newsletter #data

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Pinterest (PINS) Stock Sinks As Market Gains

Pinterest (PINS) closed at $71.75 in the latest trading session, marking a -0.18% move from the prior day. This change lagged the S&P 500's daily gain of 0.1%. Meanwhile, the Dow gained 0.9%, and the Nasdaq, a tech-heavy index, lost 0.59%. Heading into today, shares of the digital pinboard and shopping tool company had lost 17.41% over the past month, lagging the Computer and Technology sector's loss of 5.38% and the S&P 500's gain of 0.71% in that time. Investors will be hoping for strength from PINS as it approaches its next earnings release. The company is expected to report EPS of $0.07, up 170% from the prior-year quarter. Our most recent consensus estimate is calling for quarterly revenue of $467.87 million, up 72.05% from the year-ago period.

The seemingly negative pandemic effects and resource/product shortages are encouraging and allowing organizations to innovate and change.The news of cash-rich organizations getting ready for the post-Covid growth economy is a sign of more than capital spending plans. Cash provides a cushion for risk-taking and a tool for growth.

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