The Hot Take: Following intels steps on the Arc? Also, how much space are the pre-compiled shaders going to consume of diskspace?
NVIDIA has introduced a new beta feature called Auto Shader Compilation, or ASC, through the latest NVIDIA App update, and it targets a familiar pain point in modern PC gaming: long initial loading phases and shader compilation stutter in DirectX 12 titles.
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By ckasprzak | TkOut | April 2, 2026 |
Software
The Hot Take: Update to a version greater than Control Center versions 25.07.21.01!
The GIGABYTE Control Center is vulnerable to an arbitrary file-write flaw that could allow a remote, unauthenticated attacker to access files on vulnerable hosts. [...]
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The Hot Take: Trying to win customers over again as many are eyeing Linux alternatives. Only problem, I'm hearing things about Opensource possibly going to subscriptions just like others because coding for free doesn't help peoples bottom lines.
Weren't these supposed to be 'atypical'? Microsoft is preparing another out-of-band update to address its latest problematic update following reports of installation errors.âŚ
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The Hot Take: ooof! Ai getting hyper competitive, we sure it wasn't industrial espionage?
Grady Martin writes: A security researcher has leaked a complete repository of source code for Anthropic's flagship command-line tool. The file listing was exposed via a Node Package Manager (npm) mapping, with every target publicly accessible on a Cloudflare R2 storage bucket. There's been a number of discoveries as people continue to pore over the code. The DEV Community outlines some of the leak's most notable architectural elements and the key technical choices:
Architecture Highlights
The Tool System (~40 tools): Claude Code uses a plugin-like tool architecture. Each capability (file read, bash execution, web fetch, LSP integration) is a discrete, permission-gated tool. The base tool definition alone is 29,000 lines of TypeScript.
The Query Engine (46K lines): This is the brain of the operation. It handles all LLM API calls, streaming, caching, and orchestration. It's by far the largest single module in the codebase.
Multi-Agent Orchestration: Claude Code can spawn sub-agents (they call them "swarms") to handle complex, parallelizable tasks. Each agent runs in its own context with specific tool permissions.
IDE Bridge System: A bidirectional communication layer connects IDE extensions (VS Code, JetBrains) to the CLI via JWT-authenticated channels. This is how the "Claude in your editor" experience works.
Persistent Memory System: A file-based memory directory where Claude stores context about you, your project, and your preferences across sessions.
Key Technical Decisions Worth Noting
Bun over Node: They chose Bun as the JavaScript runtime, leveraging its dead code elimination for feature flags and its faster startup times.
React for CLI: Using Ink (React for terminals) is bold. It means their terminal UI is component-based with state management, just like a web app.
Zod v4 for validation: Schema validation is everywhere. Every tool input, every API response, every config file.
~50 slash commands: From /commit to /review-pr to memory management -- there's a command system as rich as any IDE.
Lazy-loaded modules: Heavy dependencies like OpenTelemetry and gRPC are lazy-loaded to keep startup fast.
Read more of this story at Slashdot.
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The Hot Take: Well that's good, now that seeing Microsoft is going back to discreet applications and not just skins of Microsoft Edge to consume all your RAM. You'd think MS apps would be optimized for each other but I guess the right hand doesn't know what the left is doing.
âMicrosoft has resolved a known issue that rendered the classic Outlook email client unusable for users who enabled the Microsoft Teams Meeting Add-in. [...]
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The Hot Take: So does this mean Microsoft Edge won't be consuming ALL of my RAM? I mean this is probably in response to the RAM usage I would think.
Microsoft has confirmed it will build 100% native apps for Windows 11 and form a new team to spearhead the project. Itâs unclear whether all new apps will be built on a native UI framework like WinUI, but Microsoft has assured that at least some wonât rely on web-based components.
Back in 2020, Microsoftâs Windows boss, Panos Panay, said the company wants you to love Windows, not just need it. However, nothing really happened, and Panos eventually left the company.
Fast forward to 2026, Windows leadership is promising another revival, but this time, Microsoft appears serious, and weâre seeing internal efforts.
Microsoft has announced a major Windows 11 update to address underlying performance issues, make the context menu load faster, reduce File Explorer launch time, move the Start menu to WinUI, and add the ability to move the taskbar. In fact, youâll be able to resize the taskbar and switch to a compact layout, similar to the Windows 10 experience.
But it turns out Windows improvements wonât be limited to OS-level components, as Microsoft has also pledged to improve apps.
Rudy Huyn, a Partner Architect at Microsoft working on the Store and File Explorer, says he is forming a team focused on building better apps for Windows 11.
âIâm building a new team to work on Windows apps! You donât need prior experience with the platform.. what matters most is strong product thinking and a deep focus on the customer,â Huyn wrote in a post on X. âIf youâve built great apps on any platform and care about crafting meaningful user experiences, Iâd love to hear from you.â
Many developers are already applying, but some are questioning Microsoftâs approach. One user asked whether these apps would be PWAs (Progressive Web Apps).
To our surprise, Huyn dismissed that idea and said the new Windows 11 apps will be 100% native.
That said, â100%â is a strong claim.
Some so-called native apps today are only partially built with WinUI, with certain features still relying on WebView. A truly native app would be fully built on the WinUI framework, without loading components through WebView.
At the moment, we donât know what the new ânativeâ Windows 11 apps are coming our way, and itâs also not clear if Microsoft plans to update existing web-based apps with a native UI.
Right now, Microsoft rarely builds native apps for Windows 11. In fact, Windows 11âs built-in video editor, Clipchamp, is also a Progressive Web App.
Microsoft Clipchamp is a WebView2 powered video editor
Moreover, Microsoftâs two flagship products, Copilot and Microsoft 365 Copilot, are now web apps.
Over the past few years, Microsoft has shown little to no interest in building native apps for Windows 11, and third-party developers have followed the companyâs lead.
WhatsApp is one of the popular apps that dropped the native WinUI framework in favor of a Chromium-based web app.
It remains to be seen whether Microsoft can convince Meta and other companies to build native apps for Windows 11, or if it will make Microsoft Store rules stricter.
We also donât know if Microsoft plans to update existing web-based apps with a native UI.
The post Microsoft plans to build 100% native apps for Windows 11, as web apps ruin the OS experience appeared first on Windows Latest
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The Hot Take: Something they've been screaming about for a long time. What about options to disable all the Ai in the OS? /crickets
Movable and resizable Taskbar is confirmed to be making its way to Windows 11 this year. Here's everything you need to know about how it will work!
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The Hot Take: Yeah Microsoft and all companies could have done this long ago but now that RAM is priced through the roof is the only reason they're now looking at this. I wouldn't doubt all the browser folks are going to suddenly start looking at their usage here soon.
A former Windows leader recently discussed a project that promised a 20% reduction in Windows 11âs memory and storage usage.
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The Hot Take: Trying to prevent privacy or true bug? Hmmmmm
It's not your VPN app that needs to be blamed. It's Google.
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The Hot Take: Finally listening to the customers? Nah, this is to quiet them just enough to continue moving to their goals.
'Doze boss admits quality is down, promises smaller memory footprint and fixes for many well-known issues Microsoft has acknowledged that it needs to improve the quality of Windows 11 and outlined its plan to get the job done.âŚ
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