Cognition’s Devin is hailed as the first AI Software Engineer. It’s not just an evolution of Copilot, but a paradigm shift threatening the traditional programmer career path. This article breaks down its ‘Agent’ logic and the hidden industry concerns regarding the end of the apprenticeship model.
苹果发布Manzano多模态模型论文，Google推出通用商业协议意图统一AI购物标准，SpaceX获批再发7500颗卫星，Khadas推出仅0.43升的RTX 5060 Ti主机。
前言：不想当API调包侠？那你没得选 现在的AI圈子有一种怪象：一边是OpenAI、Claude这种闭源巨头把API价格定得高高在上，让你每一次回车都伴随着心碎的硬币声；另一边是GitHub上每天冒出几十个新的开源模型，Paper读到头秃，环境配到吐血，好不容易跑起来发现VRAM溢出。 你是不是经常陷入这种抓狂：想用最新的开源大模型，但光是看那几千行晦涩难懂的原始模型定义代码就想离职？或者想把PyTorch的模型转到TensorFlow里用，结果发现中间隔着一整个太平洋？ 今天我要聊的这个项目，它是整个开源AI世界的“基石”，是所有大模型背后的“通天塔”。如果你想真正掌控AI，而不是做一个被厂商锁定的API调包侠，它就是你绕不过去的图腾。 它就是 Hugging Face Transformers。 核心亮点：统治万物的标准制定者 如果说Linux是服务器操作系统的标准，那么Transformers就是AI模型定义的绝对标准。官方README里那些看似平淡的描述背后，其实藏着三个让开发者爽到飞起的杀手锏。 1. 终结框架战争的“瑞士军刀” 在以前，搞AI最痛苦的事情之一就是选边站。PyTorch党看不起TensorFlow党，JAX党在角落里瑟瑟发抖。但Transformers干了一件极其伟大的事：它统一了度量衡。 正如官方文档所言，它不仅仅是一个库，它是整个生态系统的“枢纽（Pivot）”。只要在Transformers里定义了模型结构，它就能无缝兼容几乎所有的训练框架（如DeepSpeed, FSDP）和推理引擎（如vLLM, TGI）。甚至连llama.cpp、mlx这些边缘端推理库，都在复用它的模型定义。这意味着你写一次代码，就能在几乎任何环境里跑，这种兼容性简直是开发者的福音。 2. Pipeline API：让SOTA模型像print(“Hello World”)一样简单 对于很多应用层开发者来说，我不关心Transformer底层的Attention机制是怎么算的，我只想输入一张图或者一段话，然后给我结果。 Transformers提供了一个极其残暴的 pipeline 接口。不管你是做文本生成、图像识别、音频处理还是多模态任务，只需要三行代码。是的，你没听错，三行代码就能跑起来一个拥有几十亿参数的State-of-the-art（SOTA）模型。它自动帮你处理了那些烦人的预处理（Tokenization）和后处理步骤，把复杂的AI变成了一个普通的Python函数调用。 3. 坐拥百万“军火库” 这个项目最恐怖的地方不在于代码本身，而在于它背后的Hub。README中提到，目前Hugging Face Hub上已经集成了超过 100万+ …
GPT-4o brings the sci-fi movie “Her” to reality, but beyond the millisecond response speed, the “anthropomorphic trap” it creates and the arrogance regarding human data are what we must truly watch out for.
Is your old PC slow due to age or corporate greed? Discover how software bloat and planned obsolescence kill hardware, and how Linux’s modular, minimalist design serves as the ultimate antidote to tech consumerism.
Anthropic 依靠 B2B 模式实现惊人增长；华尔街激辩 AI 泡沫是否破裂；Broadcom 重新定义 APU 进军 Wi-Fi 8；Intel Panther Lake 迷你主机扎堆发布；iPhone Air 2 传闻曝光。
The author, an experienced developer, expresses frustration over unreliable internet connections while working on technical tasks. They recommend the GitHub project freefq/free, which offers a straightforward solution by providing a constantly updated list of free nodes. This project is user-friendly, requires no complex setup, and encourages efficient, accessible development.
Sleep is not just rest; it’s an encrypted broadcast sent by the body. Stanford’s newly released **SleepFM Clinical** model successfully predicts risks for over 130 diseases—including heart disease, dementia, and even cancer—by analyzing polysomnography (PSG) data. Unlike smartwatches that only see “deep vs. light sleep,” SleepFM utilizes a “synesthetic” capability trained on 585,000 hours of data to capture tiny physiological coordination signals invisible to human doctors. This research not only evolves sleep monitoring from “recording” to “early warning” but also sparks deep reflection on biological privacy and insurance pricing—when your dreams can forecast your lifespan, are you ready to face the answer?
Microsoft and PayPal’s joint launch of Copilot Checkout marks a fundamental reconstruction of e-commerce logic. This feature allows users to complete the full loop from product discovery to payment directly within the Copilot chat interface, without clicking blue hyperlinks to jump to merchant websites. This signals the true arrival of “Agentic AI”—AI is no longer just a chatting co-pilot, but a purchasing agent holding your wallet. For merchants, this implies a collapse and rebuilding of traffic logic: brands may degenerate into backend suppliers for AI, while for users, shopping convenience comes at the cost of an algorithmic surrender of choice.
Anthropic 突发封禁 OpenCode 和 Cursor 等第三方工具调用 Claude 模型，理由是“安全误伤”，实则是对“订阅制套利”的降维打击。开发者利用 200 美元/月的“无限自助餐”订阅，通过模拟客户端跑出了数千美元的 API 流量，直接击穿了商业模型的底裤。这不仅是技术纠纷，更是 AI 巨头从“卖铲子”转向“建围墙”的标志性事件——模型层不仅要收过路费，还要把高利润的 IDE 入口据为己有。
