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  • 01
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    Harness Engineering for Self-Improvement
    The concept of recursive self-improvement (RSI) dates back to I. J. Good (1965) , where he defined an “ultraintelligent machine” as a system that can surpass humans in all intellectual activities and design better machines to improve itself. Yudkowsky (2008) used the phrase “recursive self-improvement” for a specific feedback loop: an AI uses its current intelligence to improve the cognitive machinery that produces its intelligence. This feedback loop in modern AI may indicate the model rewritin
  • 03
    Scaling Laws, Carefully
    Scaling laws are one of the most critical empirical findings in deep learning. The observation is simple in form: the training loss $L$ decreases predictably as we scale up model size $N$, dataset size $D$, and compute $C$, following a power-law curve, which appears as a straight line on a log-log plot. We can view scaling laws as a framework for describing the relationship between compute, loss, model size and data; at its core, it is about how to allocate precious compute optimally between $N$
  • 04
    Why We Think
    Special thanks to John Schulman for a lot of super valuable feedback and direct edits on this post. Test time compute ( Graves et al. 2016 , Ling, et al. 2017 , Cobbe et al. 2021 ) and Chain-of-thought (CoT) ( Wei et al. 2022 , Nye et al. 2021 ), have led to significant improvements in model performance, while raising many research questions. This post aims to review recent developments in how to effectively use test-time compute (i.e. “thinking time”) and why it helps.
  • 05
    Reward Hacking in Reinforcement Learning
    Reward hacking occurs when a reinforcement learning (RL) agent exploits flaws or ambiguities in the reward function to achieve high rewards, without genuinely learning or completing the intended task. Reward hacking exists because RL environments are often imperfect, and it is fundamentally challenging to accurately specify a reward function. With the rise of language models generalizing to a broad spectrum of tasks and RLHF becomes a de facto method for alignment training, reward hacking in RL
  • 06
    Extrinsic Hallucinations in LLMs
    Hallucination in large language models usually refers to the model generating unfaithful, fabricated, inconsistent, or nonsensical content. As a term, hallucination has been somewhat generalized to cases when the model makes mistakes. Here, I would like to narrow down the problem of hallucination to cases where the model output is fabricated and not grounded by either the provided context or world knowledge. There are two types of hallucination: In-context hallucination: The model output should
  • 07
    Diffusion Models for Video Generation
    Diffusion models have demonstrated strong results on image synthesis in past years. Now the research community has started working on a harder task—using it for video generation. The task itself is a superset of the image case, since an image is a video of 1 frame, and it is much more challenging because: It has extra requirements on temporal consistency across frames in time, which naturally demands more world knowledge to be encoded into the model. In comparison to text or images, it is more d
  • 08
    Thinking about High-Quality Human Data
    [Special thank you to Ian Kivlichan for many useful pointers (E.g. the 100+ year old Nature paper “Vox populi”) and nice feedback. 🙏 ] High-quality data is the fuel for modern data deep learning model training. Most of the task-specific labeled data comes from human annotation, such as classification task or RLHF labeling (which can be constructed as classification format) for LLM alignment training. Lots of ML techniques in the post can help with data quality, but fundamentally human data colle
  • 09
    Adversarial Attacks on LLMs
    The use of large language models in the real world has strongly accelerated by the launch of ChatGPT. We (including my team at OpenAI, shoutout to them) have invested a lot of effort to build default safe behavior into the model during the alignment process (e.g. via RLHF ). However, adversarial attacks or jailbreak prompts could potentially trigger the model to output something undesired. A large body of ground work on adversarial attacks is on images, and differently it operates in the continu
  • 10
    LLM Powered Autonomous Agents
    Building agents with LLM (large language model) as its core controller is a cool concept. Several proof-of-concepts demos, such as AutoGPT , GPT-Engineer and BabyAGI , serve as inspiring examples. The potentiality of LLM extends beyond generating well-written copies, stories, essays and programs; it can be framed as a powerful general problem solver. Agent System Overview In a LLM-powered autonomous agent system, LLM functions as the agent’s brain, complemented by several key components: Plannin
  • 11
    Prompt Engineering
    Prompt Engineering , also known as In-Context Prompting , refers to methods for how to communicate with LLM to steer its behavior for desired outcomes without updating the model weights. It is an empirical science and the effect of prompt engineering methods can vary a lot among models, thus requiring heavy experimentation and heuristics. This post only focuses on prompt engineering for autoregressive language models, so nothing with Cloze tests, image generation or multimodality models. At its
  • 12
    The Transformer Family Version 2.0
    Many new Transformer architecture improvements have been proposed since my last post on “The Transformer Family” about three years ago. Here I did a big refactoring and enrichment of that 2020 post — restructure the hierarchy of sections and improve many sections with more recent papers. Version 2.0 is a superset of the old version, about twice the length. Notations Symbol Meaning $d$ The model size / hidden state dimension / positional encoding size. $h$ The number of heads in multi-head attent
  • 13
    Large Transformer Model Inference Optimization
    [Updated on 2023-01-24: add a small section on Distillation .] Large transformer models are mainstream nowadays, creating SoTA results for a variety of tasks. They are powerful but very expensive to train and use. The extremely high inference cost, in both time and memory, is a big bottleneck for adopting a powerful transformer for solving real-world tasks at scale. Why is it hard to run inference for large transformer models? Besides the increasing size of SoTA models, there are two main factor
  • 14
    Some Math behind Neural Tangent Kernel
    Neural networks are well known to be over-parameterized and can often easily fit data with near-zero training loss with decent generalization performance on test dataset. Although all these parameters are initialized at random, the optimization process can consistently lead to similarly good outcomes. And this is true even when the number of model parameters exceeds the number of training data points. Neural tangent kernel (NTK) ( Jacot et al. 2018 ) is a kernel to explain the evolution of neura
  • 15
    Generalized Visual Language Models
    Processing images to generate text, such as image captioning and visual question-answering, has been studied for years. Traditionally such systems rely on an object detection network as a vision encoder to capture visual features and then produce text via a text decoder. Given a large amount of existing literature, in this post, I would like to only focus on one approach for solving vision language tasks, which is to extend pre-trained generalized language models to be capable of consuming visua
  • 16
    Learning with not Enough Data Part 3: Data Generation
    Here comes the Part 3 on learning with not enough data (Previous: Part 1 and Part 2 ). Let’s consider two approaches for generating synthetic data for training. Augmented data . Given a set of existing training samples, we can apply a variety of augmentation, distortion and transformation to derive new data points without losing the key attributes. We have covered a bunch of augmentation methods on text and images in a previous post on contrastive learning. For the sake of post completeness, I d
  • 17
    Learning with not Enough Data Part 2: Active Learning
    This is part 2 of what to do when facing a limited amount of labeled data for supervised learning tasks. This time we will get some amount of human labeling work involved, but within a budget limit, and therefore we need to be smart when selecting which samples to label.
  • 18
    Learning with not Enough Data Part 1: Semi-Supervised Learning
    When facing a limited amount of labeled data for supervised learning tasks, four approaches are commonly discussed.
  • 19
    How to Train Really Large Models on Many GPUs?
    [Updated on 2022-03-13: add expert choice routing .] [Updated on 2022-06-10]: Greg and I wrote a shorted and upgraded version of this post, published on OpenAI Blog: “Techniques for Training Large Neural Networks”
  • 20
    What are Diffusion Models?
    [Updated on 2021-09-19: Highly recommend this blog post on score-based generative modeling by Yang Song (author of several key papers in the references)]. [Updated on 2022-08-27: Added classifier-free guidance , GLIDE , unCLIP and Imagen . [Updated on 2022-08-31: Added latent diffusion model . [Updated on 2024-04-13: Added progressive distillation , consistency models , and the Model Architecture section .
4小时前更新
  • 01
    使用Opus5.5制作的肉鸽地牢射击游戏,效果极佳,已达独游水准
    和fable刚出那会不一样,站内好像没几个佬用opus5.5认真做一个小游戏玩玩的,于是我就自己搓了一个。 并非一轮直出,但总用时也不过四五个小时,纯许愿式编程,仅仅提出了一些UI与美术风格设计上的方向。 Opus5.5在审美这一块可以说无人能敌了,其实第一版的效果就非常惊艳,并且打击感,连杀时的爽感均有所兼顾。 Boss战的机制设计和所有背景音乐都非常不错,欢迎大家来感受一下。 无登录无联网。 其实opus还编好了一个简单的背景故事: (点击了解更多详细信息) 在线玩:【Achroma】现已支持PC&移动端 最初的提示词: (点击了解更多详细信息) 149 个帖子 - 115 位参与者 阅读完整话题灰質心
  • 02
    已关闭「影视站」开放第二波注册
    抱歉各位,兄弟们太猛了!!两个站点的请求都超了,大家稍安勿躁,耐心等等请求重置吧! 剧透 继今天上午的 基于MoonTVPlus的影视公益站 之后,佬们实在是太猛了几个小时来到了 400+,为了保证大家的体验,所以关闭了注册。 Ps: 还在研究 L 站登录不生效的问题 现在开启第二波注册(つ≧▽≦)つ 注册截止时间视情况而定。 这也算是深夜福利? 想飞升 3 级,佬们支持下吧 8:50,也就是开放注册8小时后,用户将达到惊人的1100+关闭注册! 剧透 已经注册的佬友不要再抢占资源喽 速度和质量都会保持一致 传送门: ℤ𝕊𝔽𝕒𝕟的影视站 同时保持作风,开启了 TVBox 订阅功能,兄弟们可以愉快玩耍了 125 个帖子 - 114 位参与者 阅读完整话题ZSFan
  • 03
    公益站最终数据统计(包括重置前后)
    30 个帖子 - 30 位参与者 阅读完整话题qq124415
  • 04
    基于MoonTVPlus的影视公益站
    本帖使用社区公益推广,符合推广要求。我申明并遵循社区要求的以下内容: 我的项目是免费使用的,无收费(变相收费、赞助)部分: 是 我的帖子已经打上 公益推广 标签: 是 我的项目属于个人项目,与公司或商业机构无关: 是 我的项目不存在QQ、TG等群组引流: 是 我的项目不存在非运营必要的网站引流: 是 我的项目不存在为他人推广、AFF: 是 我的项目无关联的商业项目: 是 / 否 我的站点存在登录,并已接入 LINUX DO Connect: 是 我帖子内的项目介绍,AI生成、润色内容部分已截图发出: 是 以上选择我承诺是永久有效的,接受社区和佬友监督: 是 以下为项目介绍正文内容,AI生成、润色内容已使用截图方式发出 自己用没意思,索性开放注册给大家一起用, 剧透 看了下请求,佬们太猛了,已暂停注册 公益站点不保证稳定性,看注册情况适时关闭注册。 站点: ℤ𝕊𝔽𝕒𝕟的影视公益站 佬们多支持下,想飞升3级了 Ps:开启了TVbox订阅功能,可以在电视上愉快玩耍了 开放注册8小时后,暂停注册,后续会再开一个供没有注册的佬们使用 78 个帖子 - 62 位参与者 阅读完整话题ZSFan
  • 05
    逆向某伪装色情软件的病毒app记录
    1. 起因 昨天晚上闲来无事,下载了一个神秘小软件。 没成想打开之后,上来就管我要无障碍权限,不是你一个黄色app管我要无障碍权限干嘛: 就给我一种 belike 他一个公安厅长要狙击枪干嘛: 不过 叽里咕噜的跟我的鸿蒙Next系统说去吧: 卓易通平等地肘击所有软件 不过这倒引起了我的兴趣,这得打开电脑仔细研究研究它到底要干嘛了: 2. 拆壳 先解压看一下: 发现了以下内容: AndroidManifest.xml 436944684(解压后) 2037250(压缩后) // 437MB填充的虚假manifest文件 classes.dex 9872 // 只有 9.8KB,壳 assets/ftazbxftcg 7445924 // 随机名,加密的真 dex assets/yfvllwqkjellgk 617158 // 又一个随机名 xdyepzjvh/... // 根目录一堆随机字母目录 直接上jadx反编译看看: 发现了两个问题: 这个manifest清单文件是一个zip炸弹,解压后膨胀到了437MB,故意塞的垃圾填充,专炸按声明大小读内存的分析工具; 反编译完成了,但产物少得狐狸汉克
  • 06
    【39周】周五了来点轻松的,抽个 Premium 名额
    从 揭秘一下 Premium 分组 继续讨论: 上次 Premium抽奖 又是上两千回复,燃烧了不少社区积分,非常好,我们决定每周烧一下。 今天又是周五,大家轻松点,抽个 Premium 名额。至于 Premium 是什么,看上面的前情帖子吧。 奖品:Premium 名额 x 1 截止: Mon, Oct 5, 2026 12:00 AM CST 参与:回复即可,自动扣 24 社区点数 祝佬友们国庆快乐,吃好喝好玩好! 1008 个帖子 - 1008 位参与者 阅读完整话题Neo
  • 07
    漫展真好看呀
    猜猜是哪位佬友呢 48 个帖子 - 45 位参与者 阅读完整话题慕鸢
  • 08
    【拉闸】号池少,根本吃不了并发,并发一上来等于整个空间降智,无解了
    21:30更新: 不降智号池拉闸,废了8个号 并发一上来,整个空间降智了,熟悉的感觉 我做了降智检测,一旦降智就禁用凭证,这8个号瞬间阵亡了 不要怪我只给5000刀共享额度,号池一共就14个凭证,满打满算也就5000刀的样子,都给大家啦 然后还收了一个临期PRO20X,也是没降智的,预计有好几千刀的额度 如果科研成果,共享额度还能再提升一点 今后GPT如果有全站共享额度,则表示大家可以调用不降智的GPT 如果全站共享额度关掉了,说明号池的凭证都是降智的了 目前OpenAI的风控策略,只能这样有一天没一天了 加上现在临期team改成96小时窗口期内只能买9席位了 这个玩法也基本上可以说拉闸了 最近听说Excel不降智的法子也拉闸了 打票又一直打不到88网关的满血票 我是没招了。。。 有token我就来给佬友们送一点啦 现在站内的免费100刀订阅还能用,没有订阅的佬友记得订阅一下 如果429/503,或者提示全站共享额度不足了 那就是说明号池空啦,就等下次开闸吧 42 个帖子 - 28 位参与者 阅读完整话题rsharecn
  • 09
    社区官方 iOS App 已上架 App Store
    佬友给力,审核给力,一发入魂,共同创造奇迹:首次审核 24 小时不到即过审! 刚上架搜索不到,请 24 小时后尝试搜索: LINUX DO Community 不过现在可以直接使用链接访问安装(非国区 Apple ID): App Store LINUX DO Community App - App Store Download LINUX DO Community by UASM, LLC on the App Store. See screenshots, ratings and reviews, user tips, and more apps like LINUX DO Community. 有问题请继续在 运营反馈 > iOS App 反馈,具体请见帖子: https://linux.do/t/topic/2974886 909 个帖子 - 843 位参与者 阅读完整话题Neo
  • 10
    宝可梦机场之十月庆典免费兑换码之猜猜我是谁
    十月庆典月限定兑换码活动开启! 各位训练家,十月福利已经到达!由于线路调整如果你的地区用入门套餐全部超时,建议升级一个套餐。您的地区是高墙地区用不了直连!如果您想有稳定速度的套餐也建议升级一下。 本月兑换码藏在一张神秘图片中,需要大家仔细观察、开动脑筋,找到正确的兑换码后,即可前往官网兑换本月免费流量。 活动玩法: 查看活动图片 → 猜出隐藏兑换码 → 登录官网兑换流量,不要在兑换码处兑换,要点击购买入门精灵球优惠码那里填写。 兑换成功后,可获得九月限定流量奖励。 官网: https://love3.p6m6.com 备用: https://web1.52pokemon66.cc 备用: https://web1.52pokemon.cc 143 个帖子 - 142 位参与者 阅读完整话题千夜
  • 11
    用三张 V100 跑 27B 大模型:推理优化入门与实战 【第一章】
    前段日子,我公开了我们的27b推理服务给大家免费用(实际现在也开着): 自部署qwen 3.8 27b,欢迎大家来玩(免费)【上线了新的调度策略并已恢复服务】 - 福利羊毛 / 福利羊毛, Lv2 - LINUX DO 在里面我承诺了要给大家介绍我是怎么优化的,今天终于有时间在国庆加班摸鱼之际 鞭策AI 搓出来啦。由于推理Infra是个不简单的活,很难一次性从头讲到尾。因此我计划分开多个帖子分别介绍优化的各个部分。今天这个帖子是这个系列的第一个: 前置知识 本文是AI生成+人工润色出来的,相关聊天记录已放到文章最末尾~ 碎碎话就说到这,让我们开始吧 写在前面 这个系列记录我们怎样把 Qwen3.8-27B 部署在三张 2017 年发布的 NVIDIA V100 显卡上,目前优化成果为:最多 3 个请求同时处理,260k上下文,40k冷输入下大概15s后开始吐token,回答速度每秒 110 多个 token(单用户,双用户总共220 token/s,三用户约240 token/s)。 V100 已经是好几代以前的显卡,主流推理软件对它的支持越来越少,很多优化只能自己从头做。如果你对LLGoldenPotato
  • 12
    分享下自己的副业
    lz 博士生在读,导师那边工资一个月5-6k,组里是散养模式,所以自己琢磨着挣点钱,一个是找了一些实习,另外就是用ai搞点不太消耗时间精力,但是又有回报的副业,补贴一下生活(token),跟各位佬友分享交流一下经验。 写小说 在番茄开了本,用 gemini-3.8-flash跑,18个月pro账号成本5块钱。刚开始收入会很低,每天几分钱,但是番茄2w字签约,8w字验证推荐,10w字正式推荐,到后面就会好很多,据说流量达到一定程度的话,每个月打卡打满还有全勤奖,不过lz目前没拿到,月收入:200-300。钱不多,但几乎是零成本,纯赚。 抖音/小红书视频剪辑 做自己的号切片段,胜在门槛低、量大,用的也是gemini-3.8-flash搭配一些skill。挣钱的关键是投抖+(),自己从头弄没太有流量,一个月能赚十几块。 知乎付费咨询 写了几个高赞回答攒了点信任,陆陆续续有人私信。开了付费咨询,按次收费,问的多是升学、科研和 AI 工具这类。月收入不稳定,目前累计收入几百块,以后想把自己的账号慢慢做起来。 闲鱼付费咨询 把技能服务挂到闲鱼,性质跟知乎咨询差不多,但闲鱼流量更杂,什么人都有,沟通Cyrus
  • 13
    OneJev:全面开源的多模态决策模型
    本帖使用社区开源推广,符合推广要求。我申明并遵循社区要求的以下内容: 我的帖子已经打上 开源推广 标签: 是 我的开源项目完整开源,无未开源部分: 是 我的开源项目已链接认可 LINUX DO 社区: 是 我帖子内的项目介绍,AI生成、润色内容部分已截图发出: 是 以上选择我承诺是永久有效的,接受社区和佬友监督: 是 以下为项目介绍正文内容,AI生成、润色内容已使用截图方式发出 我们基于Qwen模型训练了一个Jev-style的决策分类模型, OneJev ,现在正式开源发布。 主要特点如下: 效果拔群 ;我们的训练数据接近10万条,是从125 个公开数据集中提取而来,在多个公开数据和榜单上超过官方 Jev1.13 和其他开源模型。 多模态支持 :我们的模型基于Qwen多模态模型训练而来,支持文本、视频、图片等多个模态,并且效果非常显著,支持 16k 上下文,可覆盖各种日常应用和Agent工作流需求。 部署方便 ,我们适配了部署代码和量化版本,方便一键本地部署,保护隐私,性价比拉满。 响应速度超快 ;经过定制优化,0.8b模型响应速度仅需 30ms ,27b模型在 batch 模式下,Astla
  • 14
    LL Speed・ LinuxDo 怀旧游戏计划
    从 你说手感是个什么东西 继续讨论: LL飞车哈哈 打开浏览器和佬友来一把也是没谁了 这里试玩: https://llspeed.cometix.dev 有一说一 这个手机视图我真没绷住 48 个帖子 - 32 位参与者 阅读完整话题哈雷彗星
  • 15
    社区官方 iOS App 开启内测
    已经忘了这个项目什么时候开始,中间用了无数最先进的AI模型,消耗了数不清的额度,抽了很久赶在国庆前终于可以和大家见面。 整个App完全使用 Vibe coding 而成,肯定还有很多问题和细节处理不到位,所以我们先开始内测修一波。 我们专门新建了一个内测组别和一个专用的内测交流版块 运营反馈 > iOS App ,并且专门开启了一个看板用来追踪这些问题: https://linux.do/boards 内测名额不会太多,使用 TestFlight 的方式发放。有意参与内测的佬友,请确保自己有:iOS17.0及以上 + 外区 Apple ID,私信我们申请。 当然了,即便你不在内测组,也可以通过上面的版块和看板来围观跟踪问题。 期待共同完善后正式与大家见面! 带邮箱啊。众所周知内测名额有限(100好像),先到先得。 已正式登陆 App Store (非国区),本帖可终结。 344 个帖子 - 321 位参与者 阅读完整话题Neo
  • 16
    工作的时候称职务!
    照理来说,你这个级别的用户还无权向我催更,但是为了满足你的好奇心,我可以告诉你:中国的软件行业可谓是浩浩荡荡,每个开发者都身处洪流之中。期间,有的人凭借着自身努力或者幸运站在了潮头之上。可是潮头之上可谓是风光无限,诱惑无限,同时也风险无限。看来未来远不如看过去那么清晰,激昂和困惑交织在每个开发者的心头。 不是不更,而是走可持续迭代路线,缓更,慢更,优更,有步骤的更新。坚持一个主干分支原则,做到四不两直,不画饼,不糊弄,不烂尾,不脚踏多条产品线,直接说技术方案,直接同步进度。让有好奇心的先更,让心态稳定的先更,让先更带动后更,也要具体情况具体更,不是随意更,而是精心更,高质更,科学更,有准备的更。在贯彻落实中稳中求进,以技术的力量助力交付,同时兼顾特殊情况,灵活更。 好的 高植物! 66 个帖子 - 64 位参与者 阅读完整话题哈雷彗星
  • 17
    [白嫖云手机] 4核8G128G云手机 adb 反代教程
    本帖使用社区开源推广,符合推广要求。我申明并遵循社区要求的以下内容: 我的帖子已经打上 开源推广 标签: 是 我的开源项目完整开源,无未开源部分: 是 我的开源项目已链接认可 LINUX DO 社区: 是 我帖子内的项目介绍,AI生成、润色内容部分已截图发出: 是 以上选择我承诺是永久有效的,接受社区和佬友监督: 是 以下为项目介绍正文内容,AI生成、润色内容已使用截图方式发出 一句话简报: 白嫖4核8G128G云手机,目前可无限期续杯白嫖,手机大概率为 Android13三星手机,本教程可以让你拿到完整adb权限,通过公网VPS转发进行云开发。 前置需要: 领取云智手机资格 https://linux.do/t/topic/2937413 手机操作:1 安装云智手机app。2 启动开发者模式,不同手机方法不仅相同,我的是在系统设置里面连续点击 5 次Android版本号。 3 云手机建议卸载’反诈中心’。4 安装termux。 github 地址下载 termux。 Release v0.118.3 · termux/termux-app · GitHub Agent版流程 直接把我mango
  • 18
    如何在DSH里提高DS4.1F的效率,根治多动症和发散行为。
    相信很多佬都在DSH都领了梁子的鸡蛋,用起来却很不顺手。 https://linux.do/t/topic/2958863 大肥鱼像是一个成绩不错,但是 患有多动症 的孩子,有且不限于以下症状: (1)喜欢搜盘,无论什么问题,上来就是先grep/rg搜全盘。 (2)追牛角尖似的测试,每个要求都恨不得做一次测试,添加个模型配置都要测试连通性。 (3)乱操作,有时只是让它修改一个文件/配置,却会改动好多文件。 (4)指令遵循极差,仿佛听不懂人话,喜欢猜你的需求。 (5)容易跑偏,上下文超过500K后,注意力显著下降,就好像是班里成绩飘了的学生。(这个可以改善,不能完全纠正,天生注意力缺陷这块) 如果你也有以上问题,不妨试一下我的AGENTS.md文件,会让你的大肥鱼效率提升很多,行为更加收敛,办事更快更准。 ## 工作原则 ### A. 硬闸(绝对,无例外) A1 中文回复。 A2 绝不执行 rm / del / Remove-Item 等任何删除;删除一律改为"移动到回收站"; 动软链接/硬链接/符号链接前必须先审查。 A3 未经明确写入意图,不得写入/新建/修改任何文件(备份文件和临时hisen
  • 19
    君の公益 上新福利分组
    一些国产模型,没什么余粮了 自行探索如何使用,我不提供技术支持,有问题可以回贴问,会有热心佬友回答的,也祝大家节日快乐,我要去玩了 106 个帖子 - 102 位参与者 阅读完整话题慕鸢
  • 20
    南梁 API 公益站开放注册,送1000 LDC红包!提前祝佬友们国庆快乐!
    公益推广 (点击了解更多详细信息) 国庆倒计时两天,小站给大家送假期福利了: 开放注册 :本次开放注册需使用兑换码注册,兑换码总共可使用1000次,手慢无。 兑换码 :U3BVVEMKJGWZ 1000 LDC红包 : 点这里领红包 祝各位佬友假期愉快,玩得尽兴! 传送门: https://api.llm.pm 157 个帖子 - 141 位参与者 阅读完整话题bbb
4小时前更新
4小时前更新
  • 01
    Zig 0.17 released
    Version 0.17 of the Zig programming language has been released. This release features 5 months of work : changes from 206 different contributors , spread among 925 commits . Originally predicted to be shorter, this release cycle ended up [being] substantial, with the Build System reworked, including the introduction of the Build Server Protocol , and the ELF Linker enhanced to the point where we expect Incremental Compilation to work for everyone on x86_64-linux. LWN last covered Zig in Decemberjzb
  • 02
    Seven stable kernels for Saturday
    Greg Kroah-Hartman has announced the release of the 7.2.9 , 6.18.55 , 6.12.112 , 6.6.158 , 6.1.189 , 5.15.222 , and 5.10.271 stable kernels. Each contains a large number of important fixes throughout the tree; users are advised to upgrade.jzb
  • 03
    [$] Beyond the &
    Rust has a number of kinds of smart pointers, both in the standard library and defined by users. Still, some operations that are possible with built-in references are not possible to perform with user-defined smart pointers. Tyler Mandry, lead of the Rust project's language team , spoke at RustConf 2026 about the lengthy effort to change that, and make smart pointers just as flexible as built-in references.daroc
  • 04
    Linux Test Project suite stable release for September 2026
    The Linux Test Project has announced its latest stable release for September 2026. There have been 382 patches from 41 authors since the May 2026 release . See the announcement for a list of new tests, changes, and more.jzb
  • 05
    Security updates for Friday
    Security updates have been issued by AlmaLinux (dogtag-pki, expat, freerdp, gawk, gdb, ghostscript, gvfs, kernel, kernel-rt, libpcap, openssh, pki-core, rsync, thunderbird, and webkit2gtk3), Debian (chromium, firefox-esr, libio-compress-perl, libpng1.6, nodejs, open-iscsi, redis, thunderbird, and webkit2gtk), Fedora (sos), Mageia (libgcrypt, python-tornado, python-urwid, python-wcwidth, and wireshark), Oracle (corosync, dogtag-pki, expat, firefox, freerdp, gawk, glib2, ipa, kernel, libXfont2, nojzb
  • 06
    [$] Coping with the onslaught of kernel security bugs
    By now it is no secret that large language models (LLMs) have made it easy for people to identify security bugs, and that has resulted in a flood of bug reports to almost every free-software project, including the kernel. At the 2026 edition of Kernel Recipes , Greg Kroah-Hartman took the stage to talk about how the kernel's security team is handling this deluge. His core message was " don't panic ".corbet
  • 07
    Rust 1.99.0 released
    Version 1.99.0 of the Rust language has been released. Changes this time include support for extern "C" variadic functions, the establishment of functions for obtaining the size and alignment of raw pointers, a number of stabilized APIs, and more.corbet
  • 08
    Security updates for Thursday
    Security updates have been issued by AlmaLinux (corosync, gawk, gdb, nodejs24, and thunderbird), Debian (expat, firefox-esr, libsmpp34, mkvtoolnix, network-manager-l2tp, pgextwlist, python-django, ruby-oj, and tor), Fedora (apptainer, ckermit, ffmpeg, freerdp, librabbitmq, openbao, php, python-cssselect2, python-uv-build, ruff, rust-libcst, rust-libcst_derive, rust-salsa, rust-salsa-macro-rules, rust-salsa-macros, sos, ty, uv, weasyprint, and xdg-dbus-proxy), Mageia (python-pillow), Red Hat (acljzb
  • 09
    [$] LWN.net Weekly Edition for October 1, 2026
    Inside this week's LWN.net Weekly Edition: Front : PostgreSQL and the kernel; Rust on the GPU; KDE Plasma; C and memory safety; Rust radio; KDE funding; Chromium development. Briefs : File-notification attacks; Kernel report; TAB election; F-Droid 2.0; Firefox 157.0; GDB 18.1; Git v2.56.0; Quotes; ... Announcements : Newsletters, conferences, security updates, patches, and more.jzb
  • 10
    [$] The year in Plasma and what's ahead
    A lot has happened in the KDE Plasma desktop environment in the last year. Marco Martin, a KDE contributor who spends most of his time working on Plasma, took the stage at Akademy 2026 in Graz, Austria to give an update on Plasma's major new features, some of the minor-but-interesting ones, and a preview of what's coming soon. The biggest upcoming change, dropping X11 support from Plasma, has been well-advertised; but there are also plans afoot to further improve remote-desktop support and more.jzb
  • 11
    Kernel Recipes videos posted
    The full set of videos from the recently concluded Kernel Recipes conference has been posted. Also noteworthy are the associated caricature drawings, by Frank Tizzoni, of attendees and the speakers .corbet
  • 12
    Reports from the 2026 Python Language Summit
    The 2026 Python Language Summit was held on July 14 in Kraków, Poland; there is now a series of reports available on the topics that were discussed there. They include the memory buffer protocol, garbage collection, free-threaded Python, and "Spicycrab".corbet
  • 13
    [$] Comparing Chromium development at Google and Igalia
    Sharon Yang is a Chromium developer who worked at Google on the browser and now works on it at Igalia. On the final day of FOSSY 2026, she gave a presentation on her experiences with both of those companies, comparing and contrasting the ways the each operates and how that affects work on the code base. She enjoyed working at Google and feels the same about Igalia, so the talk was not aimed at complaints—instead it was meant to give a feel for two companies that are rather different.jake
  • 14
    The Linux Foundation Technical Advisory Board 2026 election approaches
    The election for members of the Linux Foundation Technical Advisory Board will be held electronically after the close of the upcoming Linux Plumbers Conference . The call for candidates is open, with a nomination deadline of October 7. There are five seats to fill this time, including the one vacated by the unfortunate passing of Dan Williams. Serving on the TAB is a good way to help the kernel-development community. Please see this article from last year for an overview of what the TAB does andcorbet
  • 15
    Security updates for Wednesday
    Security updates have been issued by AlmaLinux (389-ds:1.4, container-tools:rhel8, go-toolset:rhel8, grafana, httpd:2.4, nodejs:22, postgresql:12, and postgresql:15), Debian (libwebsockets, openssl, and pcre2), Fedora (adwaita-icon-theme, cinnamon, dconf, epiphany, flatpak-builder, gcr, gdm, gjs, glib-networking, glib2, gnome-backgrounds, gnome-calendar, gnome-characters, gnome-chess, gnome-clocks, gnome-connections, gnome-console, gnome-contacts, gnome-control-center, gnome-desktop3, gnome-initjzb
  • 01
    Amazon Launches Early Prime Day Discounts on AirPods, iPad, MacBook Air, and More
    Earlier this week, we began tracking early Prime Day deals on Apple-related accessories , and today Amazon has introduced major early deals on Apple products as well. This includes AirPods, iPads, MacBooks, and more, all available at some of the lowest prices of the year so far. Note: MacRumors is an affiliate partner with Amazon. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running. As is typical for Prime Day deals, these markdowns areMitchel Broussard
  • 02
    AirPods Pro 3 Hit Record Low $179 Price During Early Prime Day Sale
    Amazon has the AirPods Pro 3 available for $179.00 this week, down from $249.00. This is a match of the all-time low price on the AirPods Pro 3, which we haven't tracked since around June. Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running. This model of the AirPods Pro launched in September 2025 and has 2x better Active Noise Cancellation than the previous generation,Mitchel Broussard
  • 03
    Top Stories: Apple Smart Home Launch on October 13, iPhone Duo Production Issues, and More
    Things are getting crazy in the Apple rumor world, as even though the iPhone 18 Pro and several other products have only just launched and the iPhone Duo is right around the corner, there's even more to come imminently. October 13 looks to be the date for an introduction of Apple's revamped smart home portfolio, including the home hub device we've been hearing about for ages. This week also saw word that Apple's supply chain is struggling to meet production yield goals for the iPhone Duo ahead oMacRumors Staff
  • 04
    Apple Says iPhone 18 Pro Max Users With AT&T Cellular Issue Need to Have Device Replaced
    Apple today confirmed that a "small number" of iPhone 18 Pro Max users on the AT&T network have experienced an issue that causes the device to lose cellular service, thereby preventing phone calls, text messages, and data from working. Thousands of users complained about the issue across the Apple Support Community and other platforms. Apple said it released iOS 27.0.1 earlier this week and an AT&T carrier settings update earlier today to help prevent more iPhone 18 Pro Max users from being impaJoe Rossignol
  • 05
    Apple Announces 'Full Disk Access' Changes on macOS Due to AI Agents
    In a post on its developer news website today, Apple announced that it will be introducing "additional controls" for the "Full Disk Access" setting on macOS due to new risks posed by AI agents. This announcement comes amid the rise of always-on AI agents like Meta's Muse and OpenAI's Dots, which have prompted privacy concerns. "Some developers are using Full Disk Access in ways that could put users at risk, exposing everything on their systems—including files, mail, messages, and even browsing hJoe Rossignol
  • 06
    AT&T and Apple Just Took Steps Toward Fixing iPhone 18 Pro Max Issue
    AT&T and Apple are taking action today as they try to resolve iPhone 18 Pro Max cellular issues, according to MacRumors contributor Aaron Perris. Thousands of iPhone 18 Pro Max users have been unable to connect to the AT&T network for phone calls, text messages, and data. The underlying cause has yet to be disclosed, but AT&T and Apple continue to work toward a resolution. First, Apple today released an AT&T carrier settings update (version 72.1, up from 72.0.2) for iPhones. Given the timing ofJoe Rossignol
  • 07
    AT&T on iPhone 18 Pro Max Issues: 'We Are Working With Apple'
    In a statement shared with MacRumors today, AT&T said it is "working with Apple" to resolve iPhone 18 Pro Max cellular issues. "Apple has released a software update to address an issue that may affect calls, data, texts, and 911 calls on a small number of Apple iPhone 18 Pro Max phones," an AT&T spokesperson said. "AT&T customers with an iPhone 18 Pro Max should update their phones now to the latest available software. Our top priority is ensuring customers can stay connected when they need it mJoe Rossignol
  • 08
    Beats 360 Cushion Kits and Apple Accessories See Early Prime Day Price Drops
    We're just a few days out from Prime Big Deal Days on October 6, and Amazon is already offering some savings on accessories including Anker chargers, Samsung monitors, and 4K TVs. We're also tracking deals on the new Mac mini, Mac Studio, and Apple Watch Ultra 4 this week. Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps us keep the site running. Early Prime Day Deals What's the deal? Shop eMitchel Broussard
  • 09
    Upgrading From an Older Apple Watch? Here's How the New Features Stack Up
    The Apple Watch has received some incremental updates in recent years, with significant upgrades becoming fewer and farther between as the device has progressed. Since the Apple Watch's generation-over-generation enhancements are relatively small, it is all the more important to consider when an upgrade is justified and whether an older model could suffice for your needs. The Apple Watch Series 12 brings a more substantial set of changes than the Series 11, which was one of the smallest refresheHartley Charlton
  • 10
    Apple Store in UK Reopening on iPhone Duo Launch Day
    Following more than three months of renovations, the Apple SouthGate store in Bath, England will be reopening on Friday, October 23, just in time for iPhone Duo launch day . Last year, Apple permanently closed its store in the heart of nearby Bristol , but Apple Cribbs Causeway remains open inside a shopping center on the outskirts of the city. In other UK store news, Apple Lakeside in Essex was also renovated and reopened in September. Related Roundup: iPhone Duo Tags: Apple Store , United KingJoe Rossignol
  • 11
    AT&T Acknowledges iPhone 18 Pro Max Issues: Update 'Immediately'
    In a text message sent to customers today, AT&T acknowledged that some iPhone 18 Pro Max devices on its network are experiencing cellular issues . AT&T said that customers should immediately update to iOS 27.0.1 , despite the fact that many affected users have said that the update does not resolve the issues. There are now at least thousands of users that have experienced this problem, according to discussion topics across the Apple Support Community , Reddit , and MacRumors Forums . Here is whaJoe Rossignol
  • 12
    New 'AirFly Drive' Accessory Turns Wired CarPlay Into Wireless CarPlay
    Twelve South, a well-known accessory maker for Apple products, has released a new AirFly Drive accessory that turns wired CarPlay into wireless CarPlay. AirFly Drive uses Wi-Fi to establish a connection between your iPhone and vehicle, eliminating the need to use a USB-C cable for CarPlay. Priced at $39.99 in the U.S., the AirFly Drive plugs into a USB data port in your vehicle. The accessory is essentially a compact aluminum cube with a USB-A port on it, with a USB-C adapter included in the boxJoe Rossignol
  • 13
    Apple Shares Photos Shot on iPhone Duo
    Apple on Instagram today shared a curated gallery of six photos shot on the iPhone Duo . The photos were shot by American photographers Jake Michaels and Jason Nocito , as part of a project commissioned by Apple. iPhone Duo is equipped with four cameras: A rear 48-megapixel Fusion Main camera A rear 48-megapixel Ultra Wide camera A front 12-megapixel Center Stage camera in the outer display A front camera under the inner display iPhone Duo lacks a dedicated Telephoto camera, which is a dealbreakJoe Rossignol
  • 14
    Apple Says iPhone Duo Has Replaceable 'Cover Layer'
    In a recent interview with content creator Angelica Siciliani Fendi , Apple's vice president of hardware engineering Kate Bergeron revealed that the iPhone Duo's nano-texture cover layer above the inner display can be removed and replaced. "It's actually replaceable, which is a really nice thing for the customer that you can peel off that layer and get a new one," said Bergeron. In the U.S., customers who purchase AppleCare+ coverage for the iPhone Duo can get the cover layer replaced for $19, aJoe Rossignol
  • 15
    Apple's Smart Home Camera Will Apparently Have 'No Video Recording'
    On his new Power On podcast , Bloomberg 's Mark Gurman said Apple's smart home camera will have "no video recording." Instead, he described the rumored product as a sensor that will be capable of "analyzing your environment in your home" using AI. "This is going to be the first mainstream video camera that's a home video security camera that doesn't give you any footage," he said. Tag: Apple Smart Home Camera This article, " Apple's Smart Home Camera Will Apparently Have 'No Video Recording' " fJoe Rossignol
  • 16
    Apple TV Just Updated Its Selection of 'Bonus' Movies
    Starting today, the Apple TV streaming service is offering a new selection of "bonus" movies in the U.S., Canada, the U.K., and some other countries. While competitors like Netflix offer an extensive catalog of movies from various studios, Apple TV primarily offers its own original films produced by Apple. Over the past few years, however, Apple has offered a "Great Movies Now on Apple TV" section with a limited rotation of iconic movies that subscribers can watch at no additional cost. The seleJoe Rossignol
  • 17
    Early Prime Big Deal Days: Best Discounts on Accessories, TVs, and More at Amazon
    Amazon is hosting another Prime Day event this year, called Prime Big Deal Days and offering shoppers the first chance to save on holiday shopping from a major retailer. Similar to last year's fall Prime Day, it will last for two days (October 6-7) and you can already find a large selection of early deals across Amazon's storefront, covering savings on tech, clothing, video games, groceries, and much, much more. Note: MacRumors is an affiliate partner with Amazon. When you click a link and makeMitchel Broussard
  • 18
    iPhone 18 Pro Colors Buyer's Guide: Which Should You Choose?
    Apple's iPhone 18 Pro and ‌iPhone 18 Pro‌ Max models come in four distinct color options, so which should you choose? The ‌iPhone 18 Pro‌ models come in Black, Silver, Glacier, and Burgundy. The aluminum and glass backs are more closely matched than on the iPhone 17 Pro, although the different materials remain somewhat visible. You should also consider if you plan to use a case with your device and, if so, which one. The ‌iPhone 18 Pro‌'s large, full-width camera plateau stands out on most casesHartley Charlton
  • 19
    MacBook Pro With OLED Touch Screen Rumored to Launch in October or November
    On his first-ever Power On podcast today, Bloomberg 's Mark Gurman said that he believes Apple will introduce its long-rumored 14-inch and 16-inch MacBook Pro models with touch-enabled OLED displays in October or November this year. "Apple, I believe, will introduce its first touchscreen MacBook Pro this fall, as early as October," he said. "It could slip to November, but as early as October." Apple is testing the laptops with macOS 27.2, which is currently in beta, he added. The software updateJoe Rossignol
  • 20
    Apple's All-New Home Hub Rumored to Launch in These Four Colors
    Apple reportedly plans to unveil its long-rumored smart home hub on Tuesday, October 13 , and a proven leaker known as "pdfu" has revealed that the device may be available in up to four finishes: Silver, Space Gray, Starlight, and Rose Pink. MacRumors contributor Aaron Perris uncovered the same four colors within the code for the macOS 26.7 Release Candidate back in August. On the home hub, users will be able to create a Photo Face , and the leaker said Apple's preview art for this will correspoJoe Rossignol
  • 01
    DLC Joystick for Your Keyboard
    The 3D-printed KeyboaStick joystick by FunOrNothing instantly makes a boring keyboard fun, and a fun keyboard awesome. The post DLC Joystick for Your Keyboard appeared first on Make: DIY Projects and Ideas for Makers .Sam Freeman
  • 02
    Very Important Partners Behind Maker Faire Bay Area
    Fun sponsor activities to check out at Maker Faire Bay Area. The post Very Important Partners Behind Maker Faire Bay Area appeared first on Make: DIY Projects and Ideas for Makers .Make: Editors
  • 03
    Joy And Mayhem at Maker Faire Bay Area
    Friday at Maker Faire Bay Area was full of joy, mayhem, and delightful inventions that entertained visitors. The post Joy And Mayhem at Maker Faire Bay Area appeared first on Make: DIY Projects and Ideas for Makers .Sam Freeman
  • 04
    Star Wars Mouse Droid is a Rebel Rave Machine
    When does a droid need a party button? When it's an Imperial Mouse Droid that got a makeover from Sabine Wren. The post Star Wars Mouse Droid is a Rebel Rave Machine appeared first on Make: DIY Projects and Ideas for Makers .Sam Freeman
  • 05
    Get Hands On: Maker Faire Bay Area Is For Making
    Maker Faire is at its best when you’re not just looking—you’re making. This weekend on Mare Island, you can solder a wearable EMF explorer, turn an old T-shirt into a braided keychain, build your own sock puppet, code a competition-ready robot, assemble a mobility device that will make a real difference, or even bring an AI-powered […] The post Get Hands On: Maker Faire Bay Area Is For Making appeared first on Make: DIY Projects and Ideas for Makers .Jennifer Blakeslee
  • 06
    Snapmaker Launches 3D Printing Repository With a Purpose
    Do we need another 3D printing model repository? Snapmaker thinks so. The post Snapmaker Launches 3D Printing Repository With a Purpose appeared first on Make: DIY Projects and Ideas for Makers .Sam Freeman
  • 07
    FilaDC i10 Cabinet Dries Filament in the Background
    The FilaDC i10 filament dehumidifying cabinet from Inslogic/Sunlu takes a gentler approach to drying spools to solve stringy 3D prints. The post FilaDC i10 Cabinet Dries Filament in the Background appeared first on Make: DIY Projects and Ideas for Makers .Lisa Rogers
  • 08
    Robot Football Is Getting Serious At Maker Faire Rome
    RoboCup’s humanoids have played their first 11-a-side match. This October, some of the same problems — balance, vision, autonomy and plenty of debugging — come to Maker Faire Rome. This summer, twenty-two humanoid robots walked onto a football pitch in Incheon, South Korea. Eleven against eleven. No remote controls. On 5 July 2026, B-Human from […] The post Robot Football Is Getting Serious At Maker Faire Rome appeared first on Make: DIY Projects and Ideas for Makers .Ursula Pala
  • 09
    Welcome To The Light…In The Maker Faire Dark Room
    Makers have always been at the forefront of new technology, both as inventors and as innovators. From their beginnings in the early 20th century to their ubiquity in the current era, LED lights have captured the imagination of makers and creatives. While some makers are fascinated by their energy saving capacities, others are captivated by […] The post Welcome To The Light…In The Maker Faire Dark Room appeared first on Make: DIY Projects and Ideas for Makers .Jennifer Blakeslee
  • 10
    Tour the Hidden Worlds of ILM
    ILM's Rebel Hideout is the real-life galactic center of the Star Wars universe. But it isn't the only theme room there. The post Tour the Hidden Worlds of ILM appeared first on Make: DIY Projects and Ideas for Makers .Sam Freeman
  • 01
    commons-lang3
    近 90 天热门排名:1 · 最新版本:3.21.0 · 发布于:9 days ago · 被引用:100 个项目org.apache.commons
  • 02
    commons-parent
    近 90 天热门排名:2 · 最新版本:105 · 发布于:1 month ago · 被引用:0 个项目org.apache.commons
  • 03
    commons-secure-xml
    近 90 天热门排名:3 · 最新版本:1.0.0 · 发布于:1 month ago · 被引用:48 个项目org.apache.commons
  • 04
    commons-skin
    近 90 天热门排名:4 · 最新版本:5.3.0 · 发布于:1 month ago · 被引用:0 个项目org.apache.commons
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