今日必看

Mind What Matters for Reasoning: Aligning Cross-Modal Attention via Selective Probability Mass Concentration

arXiv:2609.29940v1 Announce Type: new Abstract: Multimodal large language models (MLLMs) achieve strong performance on visual reasoning tasks, yet remain prone to hallucinations and over-reliance on language priors, often generating answers without adequately using task-relevant

MoVISA: Multi-Token Reasoning for Video Object Segmentation

arXiv:2609.28956v1 Announce Type: new Abstract: Recent advances in video object segmentation with Multimodal Large Language Model (MLLM) reasoning have demonstrated the effectiveness of using a single textual token, such as SEG, to predict segmentation masks across images and vid

Default Enablement of Copilot features for Copilot Business and Enterprise

We’re introducing a new global default policy for generally available GitHub Copilot features and supported client capabilities in enterprise and organization Copilot settings. For the next 28 days, you can configure this policy, but it won’t affect feature access for your users

Opus 5.5 视频生成能力与使用门槛分析

📌 一句话摘要 Opus 5.5 在视频生成的声音处理、踩点和创意上表现优异且几乎无需返工，但高度依赖提示词和素材质量，否则易产出低质内容。 📝 详细摘要 作者对 Opus 5.5 的视频生成能力进行了评价：肯定其在声音处理、画面踩点和动画创意上的出色表现，以及极高的完成度（几乎不用返工）。同时指出该模型的使用门槛较高，需要熟练的提示词工程和垫素材技巧，否则容易产出缺乏灵魂的 AI slop 风格内容。 💡 主要观点 Opus 5.5 在视听同步与创意执行上具有显著优势 模型生成的视频在声音处理、节奏踩点及动画创意上表现出色，且一次性完成度高，大幅减少了

为朋友产品制作 AI 宣传片

📌 一句话摘要 作者表示利用 AI 为朋友的產品制作宣传片，并分享了初步成果。 📝 详细摘要 作者提到正在利用 AI 工具为朋友的产品制作宣传片，并@了另一位开发者@AI_Jasonyu 参与或见证。这延续了前文关于 AI 视频生成的话题，展示了 AI 在营销和内容创作领域的实际应用尝试。 📊 文章信息 AI 初评： 70 来源： Berryxia.AI(@berryxia) 作者： Berryxia.AI 分类： 产品设计 语言： 中文 阅读时间： 1 分钟 字数： 49 标签： 商业与创业 , AI 产品与应用 , 视频AI , AI 工作流 , 推

CodeQL 2.27.1 adds C and C++ query and Kotlin 2.4.20 support

CodeQL 2.27.1 adds new queries for C/C++ and C#, support for Kotlin 2.4.20, and query-accuracy improvements. CodeQL is the static analysis engine behind GitHub code scanning, which helps you find and remediate security issues in your code. Language and framework support C/C++ We’

Opus 5.5 宣传片制作体验与调侃

📌 一句话摘要 作者对 Opus 5.5 生成宣传片的出色效果表示惊叹，并幽默地建议模型开发者直接商业化该能力。 📝 详细摘要 作者分享了使用 Opus 5.5 生成宣传片的直观感受，认为其表现「有点东西」。文中以调侃的口吻提及了@LufzzLiz Lank，暗示其应尽快将此类视频生成能力产品化上架，因为素材和演示已经准备就绪。这反映了用户对高端 AI 视频生成能力的强烈认可与期待。 💬 文章金句 嗯，Opus 5.5 有点东西。 📊 文章信息 AI 初评： 68 来源： Berryxia.AI(@berryxia) 作者： Berryxia.AI 分类

劝退普通人做跨境电商

📌 一句话摘要 作者建议普通人不要涉足跨境电商，类比开餐饮店竞争激烈，早期大卖家已形成壁垒，新入局者难有胜算。 📝 详细摘要 作者通过咨询案例劝退想从事跨境电商的普通人。他认为跨境竞争如同餐饮，早期大卖家已建立强大壁垒（如海外公司架构、品牌等），而现在的自媒体讲师多靠卖课获利而非实战。作者建议普通人保留资金，避免陷入亏损陷阱。 💡 主要观点 跨境电商门槛高 早期玩家已建立品牌和渠道壁垒，新进入者面临激烈竞争。 警惕割韭菜行为 许多声称成功的讲师实则靠卖课盈利，而非自身业务成功。 💬 文章金句 普通人就别跨境了 这和开餐饮店没什么区别 📊 文章信息 AI

Require proof of presence for high-impact actions

You can now require an interactive re-authentication or a multi-factor challenge before members take high-impact actions on GitHub Enterprise Cloud accounts. Proof of presence is an expansion of GitHub’s sudo mode for enterprises, enforcing a higher security bar when it’s needed.

When chat is the wrong UI

We’re 176 years into this AI experiment. Wait…it’s only been three years? Are you sure? Sometimes I remember things that happened last year, but it feels like it was so long ago. Did that really happen to me, or was it something that happened to my dad and he just told me about i

Automating coherent long-form video generation

Generative AI

htmx 4.0 发布：改用 Fetch API 重写，内置 DOM Morphing Swap，并明确属性继承规则

对 Claude 视频生成能力的确认

📌 一句话摘要 作者对前文提到的 Claude 视频生成能力表示确认和赞赏，认为其掌握了精髓。 📝 详细摘要 这是一条简短的跟进推文，作者对之前讨论的 Claude 视频生成能力表示「实锤」认可，并用「学到精髓了」来表达对其效果的满意。内容较为抽象，更多是一种情感共鸣和对前文的补充确认。 💬 文章金句 是 Claude 实锤了！！！ 📊 文章信息 AI 初评： 65 来源： Berryxia.AI(@berryxia) 作者： Berryxia.AI 分类： 人工智能 语言： 中文 阅读时间： 1 分钟 字数： 21 标签： AI 与智能应用 , 视频A

Some Supabase customers are publicly exposing reams of people’s data to the web

The findings highlight how AI-generated and vibe-coded apps can spill and expose users' data when not configured or secured properly.

OpenAI's GPT-6 Astra can now tell you exactly where you screwed up your IKEA shelf

OpenAI's GPT-6 Astra can look at a photo and tell whether an IKEA furniture piece was assembled incorrectly, hitting an 80 percent accuracy rate. Back in November 2025, the best model managed just 28 percent. According to Epoch AI, the speed isn't quite fast enough yet for real-t

Insurers claim AI is already increasing healthcare costs

Blue Cross Blue Shield says hospital use of AI tools led to an additional $942M in healthcare spending over a two-year period.

AI 时代，技术人靠什么赢？｜QCon上海

Former Ukrainian Defense Minister Fedorov pitches a private-sector robot army

Former Ukrainian Defense Minister Mykhailo Fedorov has announced "Army of Robots," a private combat robotics initiative. The robots would handle casualty evacuation, mine clearance, and combat. Drones already account for 95 percent of target engagements, he says. The article Form

Two-thirds of IT leaders report AI results, but few would interrupt the CEO's vacation over them

Speaking to 160 IT vice presidents in Las Vegas, tech entrepreneur Azeem Azhar asked who had measurable AI results. Two-thirds raised their hands. Then he asked who had results good enough to interrupt the CEO's summer vacation. Only eight did. Whether that slow pace of progress

AI access makes people almost entirely unwilling to say "I don't know," study finds

A study with more than 3,000 participants shows that just having access to AI answers nearly eliminated people's willingness to say "I don't know." In one experiment, it dropped from 44 to 3 percent, even though the AI was almost always wrong. Participants who used AI felt more c

Show HN: Jev Plays Pokémon Red

Hey HN! Wanted to share a fun project I've been hacking on. Given Jev can make decisions really fast (but not fast enough to play Doom yet sadly), I wanted to try and push it to play a more complex game than Tetris. So I went with Pokémon. I've spent endless hours playing this ga

Obsidian 插件 qiaomu home 上架官方库，打造 All in One 入口

📌 一句话摘要 作者开发的 Obsidian 插件 qiaomu home 已正式上架官方插件库，支持快速创建日记 Todo、聚合常用文件与网址，旨在将 Obsidian 打造为工作与阅读的一体化入口。 📝 详细摘要 该推文宣布个人开发的 Obsidian 插件「qiaomu home」已正式上架官方插件库。插件核心功能包括：通过搜索「qiaomu」安装；快速创建指向今日日记的 Todo 事项；聚合常用文件与网址链接。结合引用的配置思路（修改默认 Tab 为启动工作台），该插件旨在实现笔记、电子书阅读、RSS 和电台的聚合，构建一个 All in One

Meta VR Glasses

A Cinema, Courtside Seat, and Workspace in Just 100 Grams Discussion | Link

[AINews] The Future of Latent Space

It’s been an absolutely MONSTER week already, from new Chinese Open Weight Frontier Lab claiming the throne for the first time, to new SOTA LLM and price cuts from Anthropic and OpenAI , to Meta Connect , to TypeSafe AI’s $10B fundraise after our exclusive podcast this weekend (a