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2. Gemini 初期灾难性的 PR 至今依然在拖后腿。We don't get a second chance at first impressions. 时至今日大家还是言及 LLM 必提 ChatGPT 和 Claude，在开源语境下可能还会提到 Llama，当然现在得多个 DeepSeek。而 Gemini 很多时候甚至都不配出现在比较对象中…… 要知道最近几个发布比如 Gemini 2.0 Flash Thinking 的表现和成本都非常亮眼（见题图，出处 https://x.com/swyx/status/1882933368444309723）。
3. Stratechery 的解读一如既往地到位。如果没有订阅，这篇 [DeepSeek FAQ](https://stratechery.com/2025/deepseek-faq/) 是免费阅读的，推荐；如果订阅了，最近的几篇分析里对 OpenAI 的批评我认为说得很在点上。尤其关于 OpenAI （或者说 Sam 本人）对通过 regulation 巩固地位的渴望以及 o1 选择隐藏 chain of thought 的失误。
4. Reasoning 看起来潜力无限，相关从业者需要好好 reflect 自己的 research/product roadmap；而对 user 来说，一个或许有用的 tip 是从常规 model 换到 reasoning model 时，prompt 写得越像论文，得到的回答质量越好。In other words, reasoning models are not necessarily good chat models; and you might be disappointed if you use them like chat models.
Disclaimer: I work at Google and opinions are my own.
2. Gemini 初期灾难性的 PR 至今依然在拖后腿。We don't get a second chance at first impressions. 时至今日大家还是言及 LLM 必提 ChatGPT 和 Claude，在开源语境下可能还会提到 Llama，当然现在得多个 DeepSeek。而 Gemini 很多时候甚至都不配出现在比较对象中…… 要知道最近几个发布比如 Gemini 2.0 Flash Thinking 的表现和成本都非常亮眼（见题图，出处 https://x.com/swyx/status/1882933368444309723）。
3. Stratechery 的解读一如既往地到位。如果没有订阅，这篇 [DeepSeek FAQ](https://stratechery.com/2025/deepseek-faq/) 是免费阅读的，推荐；如果订阅了，最近的几篇分析里对 OpenAI 的批评我认为说得很在点上。尤其关于 OpenAI （或者说 Sam 本人）对通过 regulation 巩固地位的渴望以及 o1 选择隐藏 chain of thought 的失误。
4. Reasoning 看起来潜力无限，相关从业者需要好好 reflect 自己的 research/product roadmap；而对 user 来说，一个或许有用的 tip 是从常规 model 换到 reasoning model 时，prompt 写得越像论文，得到的回答质量越好。In other words, reasoning models are not necessarily good chat models; and you might be disappointed if you use them like chat models.
Disclaimer: I work at Google and opinions are my own.
Unlike Silicon Valley giants such as Facebook and Twitter, which run very public anti-disinformation programs, Brooking said: "Telegram is famously lax or absent in its content moderation policy." Following this, Sebi, in an order passed in January 2022, established that the administrators of a Telegram channel having a large subscriber base enticed the subscribers to act upon recommendations that were circulated by those administrators on the channel, leading to significant price and volume impact in various scrips. In December 2021, Sebi officials had conducted a search and seizure operation at the premises of certain persons carrying out similar manipulative activities through Telegram channels. The SC urges the public to refer to the SC’s I nvestor Alert List before investing. The list contains details of unauthorised websites, investment products, companies and individuals. Members of the public who suspect that they have been approached by unauthorised firms or individuals offering schemes that promise unrealistic returns This ability to mix the public and the private, as well as the ability to use bots to engage with users has proved to be problematic. In early 2021, a database selling phone numbers pulled from Facebook was selling numbers for $20 per lookup. Similarly, security researchers found a network of deepfake bots on the platform that were generating images of people submitted by users to create non-consensual imagery, some of which involved children.
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