惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

N
Netflix TechBlog - Medium
Blog — PlanetScale
Blog — PlanetScale
月光博客
月光博客
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
爱范儿
爱范儿
量子位
博客园 - 聂微东
Engineering at Meta
Engineering at Meta
WordPress大学
WordPress大学
GbyAI
GbyAI
MyScale Blog
MyScale Blog
IT之家
IT之家
P
Proofpoint News Feed
M
MIT News - Artificial intelligence
The Cloudflare Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Hugging Face - Blog
Hugging Face - Blog
The Register - Security
The Register - Security
Microsoft Security Blog
Microsoft Security Blog
博客园_首页
MongoDB | Blog
MongoDB | Blog
F
Fortinet All Blogs
博客园 - 三生石上(FineUI控件)
Y
Y Combinator Blog
雷峰网
雷峰网
V
Visual Studio Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
Last Week in AI
Last Week in AI
博客园 - 叶小钗
D
DataBreaches.Net
B
Blog
B
Blog RSS Feed
大猫的无限游戏
大猫的无限游戏
aimingoo的专栏
aimingoo的专栏
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
The GitHub Blog
The GitHub Blog
云风的 BLOG
云风的 BLOG
Recent Announcements
Recent Announcements
阮一峰的网络日志
阮一峰的网络日志
小众软件
小众软件
腾讯CDC
T
Threat Research - Cisco Blogs
SecWiki News
SecWiki News
Martin Fowler
Martin Fowler
D
Docker
Cisco Talos Blog
Cisco Talos Blog
T
Tenable Blog
Webroot Blog
Webroot Blog
宝玉的分享
宝玉的分享

Hacker News

Introducing Claude Opus 4.7 Qwen Studio The Future of Everything is Lies, I Guess: Where Do We Go From Here? GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Moving a large-scale metrics pipeline from StatsD to OpenTelemetry / Prometheus GitHub - Nightmare-Eclipse/RedSun: The Red Sun vulnerability repository GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - macOS26/Agent: Any AI, replaces Claude Code, Cursor, OpenClaw. Over 18 LLM providers (Claude, OpenAI, Gemini, Ollama, Zai, HF, Qwen) wired into a native Mac app that writes code, builds Xcode projects, bumps versions, manages git, automates Safari, use AppleScript, JS or Accessibility, extend Agent! w/ MCP Servers, run tasks from your iPhone via Messages. YouTube now lets you turn off Shorts I Made a Terminal Pager Burgers | マクドナルド公式 Commands — HackerNews CLI documentation ChatGPT for Excel PiCore - Raspberry Pi Port of Tiny Core Linux Live Nation illegally monopolized ticketing market, jury finds Google Broke Its Promise to Me. Now ICE Has My Data. Founding Engineer at Adaptional | Y Combinator CRISPR takes important step toward silencing Down syndrome’s extra chromosome GitHub - saffron-health/libretto: The AI toolkit for building reliable browser automations US v. Heppner (S.D.N.Y. 2026) no attorney-client privilege for AI chats [pdf] Unexpected €54k billing spike in 13 hours: Firebase browser key without API restrictions used for Gemini requests Retrofitting JIT Compilers into C Interpreters IPv6 – Google The Accursèd Alphabetical Clock Cybersecurity Looks Like Proof of Work Now Fragments: April 14 Cal.com Goes Closed Source: Why AI Security Is Forcing Our Decision | Cal.com - Scheduling Software for Online Bookings Laravel raised money and now injects ads directly into your agent When moving fast, talking is the first thing to break Too much Discussion of the XOR swap trick – Heather Cafe Introduction to Spherical Harmonics for Graphics Programmers The Grand Line Building a Z-Machine in the worst possible language High-Level Rust: Getting 80% of the Benefits with 20% of the Pain GitHub - duguyue100/midnight-captain: Inspired by Midnight Commander, tailored to my taste. How to build a `git diff` driver · Jamie Tanna | Software Engineer Center for Responsible, Decentralized Intelligence at Berkeley The Local Universe’s Expansion Rate Is Clearer Than Ever, but Still Doesn’t Add Up - A new synthesis of astronomical measurements confirms a persistent mismatch that could point to physics beyond current models The air throughout our homes is infused with microplastics. But there are things you can do to breathe less of them The disturbing white paper Red Hat is trying to erase from the internet – OSnews The Future of Everything is Lies, I Guess: Annoyances ‘Abhorrent’: the inside story of the Polymarket gamblers betting millions on war Productive procrastination — Max van IJsselmuiden maps, territory and LMs 447 Terabytes per Square Centimetre at Zero Retention Energy: Non-Volatile Memory at the Atomic Scale on Fluorographane Show HN: Pardonned.com – A searchable database of US Pardons 20 Years on AWS and Never Not My Job The Seasons are Wrong Artemis II crew splashes down near San Diego after historic moon mission We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs How a dancer with ALS used brainwaves to perform live On filing the corners off my MacBooks Installing every* Firefox extension OpenClaw’s memory is unreliable, and you don’t know when it will break Steve Blank Nowhere Is Safe Chimpanzees in Uganda locked in vicious 'civil war', say researchers watgo - a WebAssembly Toolkit for Go linux/Documentation/process/coding-assistants.rst at master · torvalds/linux GitHub - callumlocke/json-formatter: Makes JSON easy to read. Founding Product Engineer at Bild AI | Y Combinator A compelling title that is cryptic enough to get you to take action on it GitHub - Keychron/Keychron-Keyboards-Hardware-Design: Industrial design files for Keychron keyboards and mice. 100+ models with CAD assets in STEP, DXF, DWG, and PDF. Source-available, with commercial use allowed for original compatible accessories within the license terms. [ANNOUNCE] WireGuardNT v0.11 and WireGuard for Windows v0.6 Released 1D-Chess Helium Is Hard to Replace Cooperative Vectors Introduction | Evolve Keeping a Postgres queue healthy — PlanetScale Our response to the Axios developer tool compromise Do Americans read print books, e-books or audiobooks more? The Zettelkasten Method in Obsidian: A Practical Setup Guide Artemis II Is Competency Porn and We Are Starving For It WeakC4 Flight Viz — Cockpit View A Mexican surveillance giant you’ve never heard of is now watching the U.S. border Surelock: Deadlock-Free Mutexes for Rust RISC-V 101 – what is it and what does it mean for Canonical? | Ubuntu The Problem That Built an Industry How Much Linear Memory Access Is Enough? | Solidean Investigating Split Locks on x86-64 Simplest hash functions Sybilproof reputation mechanisms (2005) [pdf] What is a property? How Complex is my Code? Static code analysis in Kotlin — tools overview Toffoli gates are all you need PGLite evangelism dcmake: a new CMake debugger UI Clojure on Fennel part one: Persistent Data Structures Fragments: April 2 Python Release Python install manager 26.1 The Life and Death of the Book Review - Liberties Introducing Database Traffic Control — PlanetScale Bitcoin miners are losing $19,000 on every BTC produced as difficulty drops 7.8% God sleeps in the minerals Building slogbox Apple Silicon and Virtual Machines: Beating the 2 VM Limit Who was “Not Even Wrong” first? Pokemon Evolution Vs Darwinian Evolution The APL Programming Language Source Code
Windows quality update: Progress we’ve made since March
2026-05-02 · via Hacker News

Hello Windows Insiders

I’ve now spent the past two months in this expanded role leading the Windows Insider Program. Two themes have stood out in my conversations with you. First, you want more transparency. You want to see what we’re doing, understand our decisions, and see progress through shipping. Second, a shared sense of pride. We want to be proud of what we build, and as Insiders, you’re proud to be the first to guide us with your feedback. When we get it right, we celebrate together. When we don’t, you push us to improve.

We want Insiders to feel that same connection to what we’re building. Over the next few months, you’ll see us laser focused on the improvements we’re shipping. My ask of you: try the experiences, pressure test them, and let’s keep building a product we are proud of.

Below are a few of the top improvements we’ve started rolling out to Windows Insiders over the past month, including some experiences rolling out in today’s flights.

Making the Windows Insider Program easier to navigate, with more control of the features you want

Newly updated Windows Insider Settings screen showing the new Experimental and Beta channels

Newly updated Windows Insider Settings screen showing the new Experimental and Beta channels

Everything starts with Windows Insiders. Before a feature or improvement reaches general availability, we deliver it to you first. Last week, we began rolling changes to make the Windows Insider Program easier to navigate, simpler to understand, and with more control to try the features you want.

With these changes, we’re moving to two primary channels, Experimental and Beta, with clearer expectations for what each offer. In Beta, we’re ending controlled feature rollouts (CFR), so when we announce a feature and you take the update, you’ll have it. In Experimental, we’re also adding new feature flags, so you can choose which features to try. We’re also making it easier to move between channels or leave the program without a clean install.

Alongside these changes, we’ve continued improving Feedback Hub to reduce friction when sharing feedback, with recent updates focused on more consistent window behavior, easier navigation, and accessibility improvements.

See our Windows Insider experience blog post for the full breakdown of channel changes, feature flags, and how to switch channels. For more information on the transition over the next month and how to access the new changes, read last week’s Windows Insider blog.

Less disruption from Windows Update

Showing ability in Windows Update to extend update pause

Showing ability in Windows Update to extend update pause

The theme is simple: fewer disruptions, more clarity, more control. This update moves Windows toward a single monthly restart by consolidating OS, .NET, and driver updates, and gives you more flexibility to time updates around your schedule. We’ve also made changes to the Power menu so you’ll always see the standard Restart and Shut down options without having to install a pending update first. You decide when updates happen, not the other way around.

These improvements are available in the Experimental channel. See our Windows Update blog post for more on how unified updates, improved pause controls, and the new Power menu work together to keep you in control.

Simplifying AI experiences across inbox apps

Last month we said we would reduce where Copilot shows up across Windows, focusing on bringing AI where it’s most valuable. You’re seeing those changes roll out.

In Snipping Tool and Photos, we’ve removed the “Ask Copilot” button entirely. And in Notepad, we’ve replaced the generic Copilot icon with a clearer “Writing Tools” label that better describes what it does. This is part of a broader shift to make AI in Windows more intentional and realign the experiences to those that provide the most value to users, and you’ll see us continue to be deliberate about where Copilot shows up, with fewer more curated experiences.

These changes have been gradually rolling out through Microsoft Store updates over the past month.

Delivering improvements to make File Explorer faster and more dependable

File Explorer is a go-to tool for hundreds of millions of people across diverse workflows. It is an experience customers depend on to be functional, and we want to make it loved. We’re making foundational architectural improvements and rolling them out incrementally to reduce hangs, improve responsiveness, polish, and drive consistent gains in performance.

In parallel, we’re addressing long-standing user feedback with targeted improvements that make day-to-day experiences more stable and reliable. This has included fixes to deliver smoother, more responsive launch and navigation, making the Home experience more stable with fewer jarring transitions and improved visual polish, including sharper thumbnails.

These improvements have already begun to roll out in the Experimental channel, with several rolling out in today’s flights.

More control over widgets and feed experiences

One of the areas we’re looking at closely across the operating system is the idea of “calm”. When you’re designing an experience for over a billion users, what are the right defaults that are easy, simple, and limit distractions?

One of the most significant areas we’re addressing this is in Widgets and the Discover feed to make them quieter by default. We’re changing default settings for launching and badging so you have more control over when these experiences show up and when they’re allowed to seek your attention. When notifications do surface, we’re setting a higher bar to make sure they’re meaningful. We’re also continuing to separate Widgets and the Discover feed into more distinct destinations, with calmer defaults that give you more control of what you choose to see.

These improvements are rolling out today in the Experimental channel. We’ll soon also be reducing the default set of Widgets on lock to just Weather, putting customers in more control of curating the Widgets they want to see on lock.

Comparing the old widget experience (left) with the new experience (right)

Comparing the in-market widget experience (left) with the new experience (right)

Improving system performance

As part of our commitment to making Windows more responsive and consistent, we have also been making progress on system performance across several areas of the operating system.

We have been actively investigating and pursuing memory savings across the system. Widgets is one of the areas we’re focused on, leveraging device characteristics and user behavior patterns to optimize memory for our users. This includes things like a smaller default memory footprint, giving back memory faster when not in use, putting the user in more control of pre-launch, and limiting pre-launch on devices with lower memory capacity. Several of these changes are beginning to roll out to Windows Insiders today and we will be sharing more of our improvements in Widgets and in other areas over the coming months.

We have been improving responsiveness across key OS and app launch experiences. In mid-March, we began rolling out targeted performance/power tuning improvements for the most frequently used OS and app scenarios. While we continue to tune these policies for improvements, these optimizations accelerate app launch and core shell scenarios like the Start menu, Search, Action Center, and more. One other cool update was work the team recently did to update the Windows scheduler. By better handling processor power states (C-states), we improve user-perceived responsiveness in everyday use. This optimization is beginning to become available in retail for customers.

What’s ahead

We know there’s a lot of excitement for Taskbar customization – and that’s coming soon. We’re actively refining the experience to ensure it meets our quality bar before broader preview. I’m excited to share more on that work later this month, including how we’re improving Taskbar and Start, as well the work underway to enhance Search.

Since March, we’ve also been traveling to various cities to meet with Windows Insiders, listen to feedback, and share how we’re thinking about the future of the program– first in Seattle and last week in New York.

The team and I are excited to continue connecting with you at our upcoming meetups taking place in Hyderabad, Taipei, San Francisco and London in the months ahead. If you’re interested in attending, register here!

The commitments we made in March reflect our focus on delivering real performance, reliability and craft improvements to Windows 11 throughout this year. With Microsoft Build next month, we’ll have more to share on how we’re making Windows even better for developers. Looking forward to seeing you there!

For a complete view of what’s shipped in each build, check the latest release notes on the new Windows Insider Program Documentation Hub.

Please keep the feedback coming.

Marcus