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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. #llm
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. #llm
Telegram’s stand out feature is its encryption scheme that keeps messages and media secure in transit. The scheme is known as MTProto and is based on 256-bit AES encryption, RSA encryption, and Diffie-Hellman key exchange. The result of this complicated and technical-sounding jargon? A messaging service that claims to keep your data safe.Why do we say claims? When dealing with security, you always want to leave room for scrutiny, and a few cryptography experts have criticized the system. Overall, any level of encryption is better than none, but a level of discretion should always be observed with any online connected system, even Telegram.
How Does Bitcoin Work?
Bitcoin is built on a distributed digital record called a blockchain. As the name implies, blockchain is a linked body of data, made up of units called blocks that contain information about each and every transaction, including date and time, total value, buyer and seller, and a unique identifying code for each exchange. Entries are strung together in chronological order, creating a digital chain of blocks. “Once a block is added to the blockchain, it becomes accessible to anyone who wishes to view it, acting as a public ledger of cryptocurrency transactions,” says Stacey Harris, consultant for Pelicoin, a network of cryptocurrency ATMs. Blockchain is decentralized, which means it’s not controlled by any one organization. “It’s like a Google Doc that anyone can work on,” says Buchi Okoro, CEO and co-founder of African cryptocurrency exchange Quidax. “Nobody owns it, but anyone who has a link can contribute to it. And as different people update it, your copy also gets updated.”
