Google built a flash-flood prediction tool using Gemini and old news reports

Flash floods are notoriously difficult to predict, but Google might have a novel solution. The company just revealed Groundsource, a prediction tool for flash floods that uses Gemini to source data from old news reports. This is the first time it has used a language model for this type of work.

Google tasked Gemini with sorting through 5 million news articles from around the world and isolating flood reports. It transformed this data into a geo-tagged series of chronological events. Next, researchers trained a model to ingest current weather forecasts and leverage the Groundsource data to determine the likelihood of a flash flood in a given area.

We don't have any concrete information as to how accurate Google's forecast model is, though that should come over time. One trial user did say it helped his organization respond quicker to localized weather events. For now, the company is highlighting risks for urban areas in 150 countries via its Flood Hub platform. Google is also sharing its data with emergency response agencies in these locations.

A map.
Google

There are some limitations here. The model can only identify risk across a 20-square-kilometer area. It's also not quite as precise as the US National Weather Service's flood alert system, because Google's model doesn't integrate local radar data. This data typically enables real-time tracking of precipitation. However, the platform's been designed to work in areas that don't typically have access to that kind of weather-sensing infrastructure.

Juliet Rothenberg, a program manager on Google's Resilience team, hopes that this technology can eventually be used to predict other tricky phenomena. This includes stuff like heat waves and mudslides.

"We’re aggregating millions of reports,” she told reporters this week. "It enables us to extrapolate to other regions where there isn’t as much information."

This is Google's first use of a language model for weather forecasts, but not its first time it has relied on AI for this type of thing. The company's DeepMind WeatherNext 2 forecasting model has proven to be extremely accurate.

This article originally appeared on Engadget at https://www.engadget.com/ai/google-built-a-flash-flood-prediction-tool-using-gemini-and-old-news-reports-154542963.html?src=rss

TikTok will let you stream full songs in its app if you’re an Apple Music subscriber

TikTok will soon let you stream full songs in its app via a new integration with Apple Music. The company's new Play Full Song feature makes it possible to link your Apple Music account toTikTok, and play any song that strikes your fancy directly in the app while you're scrolling.

Starting a song is as simple as tapping a button in the Sound Details page or your For You page. Assuming you pay for Apple Music, TikTok will then open up a streamlined version of Apple's music player, which you can use to listen to the song, save it for later or add it to a playlist.

TikTok says that Play Full Song is built using Apple's MusicKit APIs, which let developers surface elements of the Apple Music streaming service in their apps. TikTok has previously offered integration with multiple music streaming services through a feature it calls Add to Music App, which made it possible to save songs you heard on TikTok to your streaming library. What's particularly interesting about this new integration is that because it's using Apple's APIs, songs streamed with Play Full Song count as normal streams for the artists in Apple Music, so they don't lose out on any money.

Alongside the new feature, TikTok and Apple are also introducing a way for fans to listen to music live with their favorite artists. TikTok's Listening Party feature creates a live "shared environment" where people can listen to music and interact with artists directly, in what effectively sounds like an audio-only livestream. TikTok livestreams are a whole ecosystem in their own right, and Listening Party seems like a way to leverage some of the same technology for a more controlled, music promotion-focused end.

TikTok is already a popular tool for music discovery and launching the career of new artists, and the platform also briefly dabbled in offering a streaming service of its own in 2023. The company abandoned those plans in 2024, but under new owners, TikTok's ambitions could ultimately be bigger than just offering nice integrations with existing streaming services.

TikTok says Play Full Song and Listening Party are rolling out worldwide “in the weeks ahead,” so if you don’t see either feature now, you may soon.

This article originally appeared on Engadget at https://www.engadget.com/apps/tiktok-will-let-you-stream-full-songs-in-its-app-if-youre-an-apple-music-subscriber-183333143.html?src=rss

Larry ‘Major Nelson’ Hryb joins Commodore to help build its community

Phil Spencer leaving his long-held role at Xbox might have made all the headlines last month, but a few years ago the big story was company veteran Larry "Major Nelson" Hryb’s departure from Microsoft. Hryb recently seemingly hinted at a return to the company at which he spent more than two decades, but he’s now landed at Commodore instead.

The ex-Xbox icon joins the recently revived 80s computer brand as a Community Development Advisor, where his job will be to "help support and expand the global community," Commodore said in a press release. Hryb, who was the public face of Xbox during the brand’s heyday, is now tasked with helping to modernize Commodore by introducing it to "a new generation of creators, developers, and enthusiasts."

"I've always believed the best thing a company can do is partner with its community – and with a passionate fan base carrying the torch for 31 years, Commodore’s situation is truly unique when it comes to community engagement," said Hryb. "The community didn't wait around – instead they built something remarkable. Players, hardware hobbyists, developers, content creators, and publishers are all a part of the Commodore community, and now we get to build what’s next together."

Hryb’s most recent role was at game engine maker Unity, where he served as Director of Community and Advocacy for less than two years before being laid off in January. As for Commodore, the company might be entering a new era, but its comeback product launch is a firmly nostalgic play, with the recently released Commodore 64 Ultimate being an authentic recreation of its most famous 8-bit computer.

This article originally appeared on Engadget at https://www.engadget.com/gaming/larry-major-nelson-hryb-joins-commodore-to-help-build-its-community-145908119.html?src=rss

You can now use ChatGPT to open Shazam instead of… just opening Shazam

Shazam is now available within ChatGPT, if you don’t want to launch the music discovery app on your phone for, well, reasons. You will have to link the Shazam app with the chatbot first from its Apps page, after which you can summon it in-chat to identify whatever song is playing. To summon Shazam in-chat, you can use prompts like “Shazam, what’s playing?” or “Shazam, what is this song?”

A box will pop up that you can tap on to launch the music discovery service, which will then listen to the tune playing. ChatGPT will display the song’s name, artist and artwork, along with the option to save the song to Shazam. Take note that the feature will work within ChatGPT even if you don’t have the music discovery app downloaded on your device, which does make it useful if you’re using a phone with full memory. The Shazam integration has started rolling out globally within ChatGPT on iOS, Android and the web.

This article originally appeared on Engadget at https://www.engadget.com/apps/you-can-now-use-chatgpt-to-open-shazam-instead-of-just-opening-shazam-114000363.html?src=rss

Microsoft Broke the Only Thing That Actually Mattered

Any tech nerd knows the unspoken contract that comes with being the only tech-literate person in the family. You get texts when someone’s laptop is slow, called over during the holidays to fix the router, and consulted every eighteen months when someone needs a new phone or computer. For years, the laptop question had a clean, confident answer: a Windows machine. Cheap entry points, massive software compatibility, games that actually run, no walled gardens, no ecosystem hostage situations, and enough flexibility that even a non-technical person could figure out the basics without feeling like they’d violated a terms of service agreement. But the last time someone asked me what laptop to get, I paused. For a good minute I asked myself, should I even recommend Windows anymore?

That pause is new, and it carries weight that no benchmark score or spec sheet can explain. The designated family tech person has historically been one of the most reliable organic distribution channels Windows ever had, recommending the same platform generation after generation because it worked, it was accessible, and there was nothing obviously better for normal people at a reasonable price. When that person hesitates, the platform has a problem. Microsoft built an empire on being the obvious, low-friction answer to the laptop question, and somewhere between Windows 10 and the Copilot era, they stopped protecting that position. And with Apple dropping a $599 MacBook just last week, that position seems even more in danger.

2024 CrowdStrike Outage

The OS that holds civilization together

Windows runs somewhere between 72 and 73 percent of the world’s desktops, and while that’s an impressive monopoly, it completely ignores the critical systems where Windows is actually even more prevalent and essential. Hospital admission systems, ATM networks, military command infrastructure, government offices, court systems, school networks, and banking operations across virtually every country on earth run on Windows. These institutions did not choose Windows out of preference; they are locked in through decades of infrastructure investment, software dependencies, and training costs that make switching systemically impractical at scale. The July 2024 CrowdStrike incident put a specific number on what this dependency looks like under pressure: one faulty content update to a single Windows security tool simultaneously bricked approximately 8.5 million machines, grounded over 8,500 flights globally, knocked hospital systems offline across multiple countries, and disabled 911 call centers across several US states. One third-party software layer, one bad update, and the operational skeleton of modern civic life visibly buckled.

That is the platform Microsoft has been treating as a vehicle for AI feature experiments. Recall, the AI tool Microsoft attempted to ship as part of Windows 11, worked by screenshotting the user’s screen every few seconds and storing those images locally to build a searchable timeline of everything they had ever done on the machine. Security researchers flagged it almost immediately as a catastrophic privacy liability: a permanent, silent, queryable record of every document, message, and webpage the screen had ever displayed. Microsoft paused the rollout after a fierce public backlash, but the revealing fact is that Recall cleared internal review in the first place. The teams approving that feature were not thinking about hospital clerks processing patient records, lawyers working with privileged communications, or government employees handling sensitive data. They were building a keynote demo.

The market is responding accordingly

Microsoft ended official Windows 10 support in October 2025, cutting off security patches for what was still the most widely used version of the OS. Months of upgrade campaigns, notification banners, and every available form of institutional pressure followed. The result: as of December 2025, Windows 10 sits at 44.68% market share and actually gained users after support ended, while Windows 11 dropped from 55.18% in October to 50.73% in December, shedding over four percentage points in two months while the officially dead OS clawed back ground. People are choosing to run a security-vulnerable, unsupported operating system rather than upgrade to the one Microsoft actively maintains, and that is not technophobia or inertia. It is a calculated judgment, made by millions of users independently, that the known risks of the old version beat the unknown risks of moving to the new one.

The TPM 2.0 hardware requirement blocked installation on millions of perfectly functional machines with no meaningful performance justification for everyday users, which meant the upgrade conversation started with resentment before it ever got to features. First-boot setup funnels new users toward a Microsoft account, with the offline bypass buried past the point where most non-technical people will ever find it. OneDrive integration sits deep enough in the OS that users regularly discover their Desktop files have been syncing to the cloud without understanding when or how they agreed to that. A fresh Windows 11 install in 2026 ships with TikTok, Instagram, Disney+, and a collection of Microsoft’s own unfinished apps pre-pinned to the Start menu, none of them arriving with any user consent. Copilot, which no consumer demand survey had identified as a priority, now appears in the OS sidebar, the taskbar, and since 2024, as a dedicated hardware key on new laptops, occupying real estate where a key with actual utility used to live.

Running alongside all of that is a separate update quality crisis that has been building its own track record. A January 2026 security update caused boot failures on certain Windows 11 machines, with Microsoft eventually tracing the issue to a botched December 2025 update that had left affected devices in what they diplomatically described as an “improper state.” An October 2025 security update broke VPN networking for enterprise users running OpenVPN and Cisco Secure Client, a bug that carried through the December patch cycle without a clean resolution. Security updates, the category Microsoft explicitly tells users they cannot afford to skip, became a threat to system stability in their own right. When the patch and the problem are indistinguishable from each other, the trust issue has moved well past inconvenience.

A modified version of a comic by Manu Cornet

Nadella is a great CEO. Just not for desktop operating systems.

Satya Nadella took Microsoft’s stock from roughly $35 in 2014 to over $400 at its peak, killed the Nokia disaster before it could fully metastasize, repositioned the entire company around cloud infrastructure, and placed an early bet on OpenAI when AI was still considered expensive academic theater. Azure’s consistent 30%-plus year-over-year growth commands complete executive attention and pulls the best engineering talent in the building toward it like gravity. By any honest standard corporate metric, Nadella’s Microsoft is a legitimate turnaround story, and the shareholder returns are not fabricated. But Nadella is a cloud and enterprise person at his core, and consumer Windows is a mature product in a saturated market, which in corporate strategy language translates cleanly to “managed asset.” The product that generates excitement gets the architects and the product visionaries; the one that just needs to keep working gets whoever is left after that allocation is done.

Paul Thurrott, who has covered Microsoft longer than most of the current Windows team has worked there, documented what that organizational reality looks like in practice. He wrote that Microsoft “relegated Windows to a backwater world led by B-teamers as the brightest minds at the company moved onto more lucrative career opportunities in Azure and AI.” That is an organizational autopsy, not editorial frustration, and it explains the product trajectory better than any feature changelog can. The talent followed the money and the excitement, and what remained shipped a redesigned Start menu nobody requested, a Copilot key nobody asked for, and a feature that the security community identified as dangerous within hours of its public announcement. The B-team does not ship bad decisions out of malice; they ship them because nobody senior enough to stop them is paying attention.

This pattern has a name

Nadella did not invent this behavioral tendency; it recurs reliably enough across modern tech to qualify as its own CEO archetype. Elon Musk built Tesla into the most culturally significant car company on earth, then spent the better part of two years fixated on Twitter, rebranding it to X, eliminating roughly 80% of staff, and torching advertiser relationships that took years to build, while Tesla’s stock dropped roughly 40% in the first quarter of 2025 alone. Now, he’s discontinued two Tesla models permanently while focusing efforts on an extremely polarizing AI chatbot. Mark Zuckerberg committed somewhere between $40 and $50 billion to the metaverse between 2021 and 2023, a virtual world that peaked at approximately 300,000 daily active users on Meta Horizon Worlds, before quietly pivoting to AI and becoming a public figure most associated with jiu-jitsu tournaments. The pattern is consistent enough to have a shape: a CEO builds something genuinely dominant, gets pulled toward the next big technological narrative, and hands the original product to the maintenance crew while energy and capital chase the new story. The difference with Nadella is the scale of what he handed off.

What separates his case from Musk and Zuckerberg is that he did not get distracted from Windows. He consciously stripped it for parts. Azure and AI received the budget, the senior talent pipeline, and the executive attention. Windows received the downstream output of that redistribution: mandatory AI integrations nobody requested, hardware specifications designed around Microsoft’s AI keynote roadmap rather than user needs, and a product direction driven more by investor narrative than by any user research that has ever been made public. The ordinary people buying $400 laptops are absorbing the cost of that sacrifice. The shareholders benefiting from Azure’s quarterly growth numbers are not.

Enshittification, documented

Cory Doctorow’s enshittification framework describes a platform lifecycle: start good for users, degrade toward serving business partners, then degrade further to extract maximum value for shareholders at everyone else’s expense. Windows 11 maps cleanly onto the third stage. The Start menu was rebuilt from scratch for the Windows 11 launch, stripping out Live Tiles that users had configured over years and replacing them with a static grid that is less functional and harder to customize, with no usability gain justifying the regression. Drag-and-drop onto taskbar applications was removed entirely at launch and only partially restored after months of sustained community pressure. Windows 11 originally shipped without the ability to right-click the taskbar to open Task Manager, a function that had existed since Windows NT 4.0 in 1996, and whose removal was not a redesign decision so much as evidence that nobody tested the product against the habits of actual users.

Control Panel, introduced in 1985, and the modern Settings app, first introduced in 2012 with Windows 8, still coexist in parallel inside Windows 11 in 2026. Basic system configuration requires jumping between both because neither is complete on its own, and the logic governing which settings live in which interface has never been consistently explained or resolved. Thirteen years of two competing tools sharing the same OS, and Microsoft never cared enough about the end-user experience to finish the job. This is not a legacy oversight or a technical debt problem that nobody knows how to solve. It is a choice, visible in its incompleteness, that reveals how little Windows product ownership has mattered to anyone with the authority to demand better.

Where this leaves ordinary people

Windows remains the most practical OS for most consumers, and that matters because it means there is no clean exit for the people being failed by it. MacOS is polished and stable but paternalistic by design: Apple creates deliberate friction around installing software from outside its ecosystem, the interface carries a genuine learning curve for anyone transitioning from Windows, and a MacBook Air M4 starts at $1,099 against a capable Windows laptop at around $400. Sure you can buy the $599 MacBook Neo too, but it’s genuinely less of a laptop and more of a netbook. The price difference between a regular MacBook and a similarly spec’d Windows laptop is not marginal in most of the world, particularly in the markets where Windows adoption is highest. Linux is genuinely improving year over year and deserves acknowledgment for it, but recommending Ubuntu to a non-technical family member invites more trouble than relief. The alternatives exist, but they serve a different user than the one who has to ask for a laptop recommendation.

A regular person can still buy an affordable Windows machine, install whatever software they want, run games across a hardware range that nothing else matches, plug in any peripheral without a compatibility interrogation, and operate without being treated as a security risk for opening a file from outside a curated store. Microsoft is eroding that value proposition methodically, one forced integration at a time, but the erosion has not yet reached full collapse. As of early 2026, reporting suggests Microsoft is pulling back from the AI-everywhere approach in Windows and refocusing on core stability, with Paul Thurrott describing the shift as “something happened,” which from a journalist who has spent years documenting Windows’ decline with the exhausted precision of someone watching a building settle incorrectly reads as cautious acknowledgment rather than optimism. Whether that represents genuine reprioritization or noise management ahead of a Windows 12 announcement nobody has officially confirmed is the question worth watching.

Rebuilding trust after Recall, after a year of destabilizing updates, after years of treating the world’s most consequential operating system as a demo environment for products the market never asked for, takes considerably longer than a few stable patches and a tonal reset in engineering blog posts. The millions of people still on Windows 10, knowingly running an unsupported OS past its expiration date, made a rational call: the known risks of yesterday’s software beat the unpredictable risks of an OS whose roadmap is driven by whatever Microsoft needs to show investors next quarter. That is not the normal frustration cycle where users grumble and eventually upgrade. It is a trust deficit built through years of consistent bad decisions, and a few good patch cycles will not close it. The easiest tech recommendation in the world has become a pause, and the people responsible for that pause are too deep in Azure dashboards to understand what it actually costs.

The post Microsoft Broke the Only Thing That Actually Mattered first appeared on Yanko Design.

Microsoft Broke the Only Thing That Actually Mattered

Any tech nerd knows the unspoken contract that comes with being the only tech-literate person in the family. You get texts when someone’s laptop is slow, called over during the holidays to fix the router, and consulted every eighteen months when someone needs a new phone or computer. For years, the laptop question had a clean, confident answer: a Windows machine. Cheap entry points, massive software compatibility, games that actually run, no walled gardens, no ecosystem hostage situations, and enough flexibility that even a non-technical person could figure out the basics without feeling like they’d violated a terms of service agreement. But the last time someone asked me what laptop to get, I paused. For a good minute I asked myself, should I even recommend Windows anymore?

That pause is new, and it carries weight that no benchmark score or spec sheet can explain. The designated family tech person has historically been one of the most reliable organic distribution channels Windows ever had, recommending the same platform generation after generation because it worked, it was accessible, and there was nothing obviously better for normal people at a reasonable price. When that person hesitates, the platform has a problem. Microsoft built an empire on being the obvious, low-friction answer to the laptop question, and somewhere between Windows 10 and the Copilot era, they stopped protecting that position. And with Apple dropping a $599 MacBook just last week, that position seems even more in danger.

2024 CrowdStrike Outage

The OS that holds civilization together

Windows runs somewhere between 72 and 73 percent of the world’s desktops, and while that’s an impressive monopoly, it completely ignores the critical systems where Windows is actually even more prevalent and essential. Hospital admission systems, ATM networks, military command infrastructure, government offices, court systems, school networks, and banking operations across virtually every country on earth run on Windows. These institutions did not choose Windows out of preference; they are locked in through decades of infrastructure investment, software dependencies, and training costs that make switching systemically impractical at scale. The July 2024 CrowdStrike incident put a specific number on what this dependency looks like under pressure: one faulty content update to a single Windows security tool simultaneously bricked approximately 8.5 million machines, grounded over 8,500 flights globally, knocked hospital systems offline across multiple countries, and disabled 911 call centers across several US states. One third-party software layer, one bad update, and the operational skeleton of modern civic life visibly buckled.

That is the platform Microsoft has been treating as a vehicle for AI feature experiments. Recall, the AI tool Microsoft attempted to ship as part of Windows 11, worked by screenshotting the user’s screen every few seconds and storing those images locally to build a searchable timeline of everything they had ever done on the machine. Security researchers flagged it almost immediately as a catastrophic privacy liability: a permanent, silent, queryable record of every document, message, and webpage the screen had ever displayed. Microsoft paused the rollout after a fierce public backlash, but the revealing fact is that Recall cleared internal review in the first place. The teams approving that feature were not thinking about hospital clerks processing patient records, lawyers working with privileged communications, or government employees handling sensitive data. They were building a keynote demo.

The market is responding accordingly

Microsoft ended official Windows 10 support in October 2025, cutting off security patches for what was still the most widely used version of the OS. Months of upgrade campaigns, notification banners, and every available form of institutional pressure followed. The result: as of December 2025, Windows 10 sits at 44.68% market share and actually gained users after support ended, while Windows 11 dropped from 55.18% in October to 50.73% in December, shedding over four percentage points in two months while the officially dead OS clawed back ground. People are choosing to run a security-vulnerable, unsupported operating system rather than upgrade to the one Microsoft actively maintains, and that is not technophobia or inertia. It is a calculated judgment, made by millions of users independently, that the known risks of the old version beat the unknown risks of moving to the new one.

The TPM 2.0 hardware requirement blocked installation on millions of perfectly functional machines with no meaningful performance justification for everyday users, which meant the upgrade conversation started with resentment before it ever got to features. First-boot setup funnels new users toward a Microsoft account, with the offline bypass buried past the point where most non-technical people will ever find it. OneDrive integration sits deep enough in the OS that users regularly discover their Desktop files have been syncing to the cloud without understanding when or how they agreed to that. A fresh Windows 11 install in 2026 ships with TikTok, Instagram, Disney+, and a collection of Microsoft’s own unfinished apps pre-pinned to the Start menu, none of them arriving with any user consent. Copilot, which no consumer demand survey had identified as a priority, now appears in the OS sidebar, the taskbar, and since 2024, as a dedicated hardware key on new laptops, occupying real estate where a key with actual utility used to live.

Running alongside all of that is a separate update quality crisis that has been building its own track record. A January 2026 security update caused boot failures on certain Windows 11 machines, with Microsoft eventually tracing the issue to a botched December 2025 update that had left affected devices in what they diplomatically described as an “improper state.” An October 2025 security update broke VPN networking for enterprise users running OpenVPN and Cisco Secure Client, a bug that carried through the December patch cycle without a clean resolution. Security updates, the category Microsoft explicitly tells users they cannot afford to skip, became a threat to system stability in their own right. When the patch and the problem are indistinguishable from each other, the trust issue has moved well past inconvenience.

A modified version of a comic by Manu Cornet

Nadella is a great CEO. Just not for desktop operating systems.

Satya Nadella took Microsoft’s stock from roughly $35 in 2014 to over $400 at its peak, killed the Nokia disaster before it could fully metastasize, repositioned the entire company around cloud infrastructure, and placed an early bet on OpenAI when AI was still considered expensive academic theater. Azure’s consistent 30%-plus year-over-year growth commands complete executive attention and pulls the best engineering talent in the building toward it like gravity. By any honest standard corporate metric, Nadella’s Microsoft is a legitimate turnaround story, and the shareholder returns are not fabricated. But Nadella is a cloud and enterprise person at his core, and consumer Windows is a mature product in a saturated market, which in corporate strategy language translates cleanly to “managed asset.” The product that generates excitement gets the architects and the product visionaries; the one that just needs to keep working gets whoever is left after that allocation is done.

Paul Thurrott, who has covered Microsoft longer than most of the current Windows team has worked there, documented what that organizational reality looks like in practice. He wrote that Microsoft “relegated Windows to a backwater world led by B-teamers as the brightest minds at the company moved onto more lucrative career opportunities in Azure and AI.” That is an organizational autopsy, not editorial frustration, and it explains the product trajectory better than any feature changelog can. The talent followed the money and the excitement, and what remained shipped a redesigned Start menu nobody requested, a Copilot key nobody asked for, and a feature that the security community identified as dangerous within hours of its public announcement. The B-team does not ship bad decisions out of malice; they ship them because nobody senior enough to stop them is paying attention.

This pattern has a name

Nadella did not invent this behavioral tendency; it recurs reliably enough across modern tech to qualify as its own CEO archetype. Elon Musk built Tesla into the most culturally significant car company on earth, then spent the better part of two years fixated on Twitter, rebranding it to X, eliminating roughly 80% of staff, and torching advertiser relationships that took years to build, while Tesla’s stock dropped roughly 40% in the first quarter of 2025 alone. Now, he’s discontinued two Tesla models permanently while focusing efforts on an extremely polarizing AI chatbot. Mark Zuckerberg committed somewhere between $40 and $50 billion to the metaverse between 2021 and 2023, a virtual world that peaked at approximately 300,000 daily active users on Meta Horizon Worlds, before quietly pivoting to AI and becoming a public figure most associated with jiu-jitsu tournaments. The pattern is consistent enough to have a shape: a CEO builds something genuinely dominant, gets pulled toward the next big technological narrative, and hands the original product to the maintenance crew while energy and capital chase the new story. The difference with Nadella is the scale of what he handed off.

What separates his case from Musk and Zuckerberg is that he did not get distracted from Windows. He consciously stripped it for parts. Azure and AI received the budget, the senior talent pipeline, and the executive attention. Windows received the downstream output of that redistribution: mandatory AI integrations nobody requested, hardware specifications designed around Microsoft’s AI keynote roadmap rather than user needs, and a product direction driven more by investor narrative than by any user research that has ever been made public. The ordinary people buying $400 laptops are absorbing the cost of that sacrifice. The shareholders benefiting from Azure’s quarterly growth numbers are not.

Enshittification, documented

Cory Doctorow’s enshittification framework describes a platform lifecycle: start good for users, degrade toward serving business partners, then degrade further to extract maximum value for shareholders at everyone else’s expense. Windows 11 maps cleanly onto the third stage. The Start menu was rebuilt from scratch for the Windows 11 launch, stripping out Live Tiles that users had configured over years and replacing them with a static grid that is less functional and harder to customize, with no usability gain justifying the regression. Drag-and-drop onto taskbar applications was removed entirely at launch and only partially restored after months of sustained community pressure. Windows 11 originally shipped without the ability to right-click the taskbar to open Task Manager, a function that had existed since Windows NT 4.0 in 1996, and whose removal was not a redesign decision so much as evidence that nobody tested the product against the habits of actual users.

Control Panel, introduced in 1985, and the modern Settings app, first introduced in 2012 with Windows 8, still coexist in parallel inside Windows 11 in 2026. Basic system configuration requires jumping between both because neither is complete on its own, and the logic governing which settings live in which interface has never been consistently explained or resolved. Thirteen years of two competing tools sharing the same OS, and Microsoft never cared enough about the end-user experience to finish the job. This is not a legacy oversight or a technical debt problem that nobody knows how to solve. It is a choice, visible in its incompleteness, that reveals how little Windows product ownership has mattered to anyone with the authority to demand better.

Where this leaves ordinary people

Windows remains the most practical OS for most consumers, and that matters because it means there is no clean exit for the people being failed by it. MacOS is polished and stable but paternalistic by design: Apple creates deliberate friction around installing software from outside its ecosystem, the interface carries a genuine learning curve for anyone transitioning from Windows, and a MacBook Air M4 starts at $1,099 against a capable Windows laptop at around $400. Sure you can buy the $599 MacBook Neo too, but it’s genuinely less of a laptop and more of a netbook. The price difference between a regular MacBook and a similarly spec’d Windows laptop is not marginal in most of the world, particularly in the markets where Windows adoption is highest. Linux is genuinely improving year over year and deserves acknowledgment for it, but recommending Ubuntu to a non-technical family member invites more trouble than relief. The alternatives exist, but they serve a different user than the one who has to ask for a laptop recommendation.

A regular person can still buy an affordable Windows machine, install whatever software they want, run games across a hardware range that nothing else matches, plug in any peripheral without a compatibility interrogation, and operate without being treated as a security risk for opening a file from outside a curated store. Microsoft is eroding that value proposition methodically, one forced integration at a time, but the erosion has not yet reached full collapse. As of early 2026, reporting suggests Microsoft is pulling back from the AI-everywhere approach in Windows and refocusing on core stability, with Paul Thurrott describing the shift as “something happened,” which from a journalist who has spent years documenting Windows’ decline with the exhausted precision of someone watching a building settle incorrectly reads as cautious acknowledgment rather than optimism. Whether that represents genuine reprioritization or noise management ahead of a Windows 12 announcement nobody has officially confirmed is the question worth watching.

Rebuilding trust after Recall, after a year of destabilizing updates, after years of treating the world’s most consequential operating system as a demo environment for products the market never asked for, takes considerably longer than a few stable patches and a tonal reset in engineering blog posts. The millions of people still on Windows 10, knowingly running an unsupported OS past its expiration date, made a rational call: the known risks of yesterday’s software beat the unpredictable risks of an OS whose roadmap is driven by whatever Microsoft needs to show investors next quarter. That is not the normal frustration cycle where users grumble and eventually upgrade. It is a trust deficit built through years of consistent bad decisions, and a few good patch cycles will not close it. The easiest tech recommendation in the world has become a pause, and the people responsible for that pause are too deep in Azure dashboards to understand what it actually costs.

The post Microsoft Broke the Only Thing That Actually Mattered first appeared on Yanko Design.

I hope you like spreadsheets, because GPT-5.4 loves them

OpenAI is releasing a new model today, and like GPT-5.2 before it, GPT-5.4 is all about professional work. OpenAI is calling GPT-5.4 its most capable frontier model for tasks like coding and data analysis. OpenAI claims the new model produced presentations with stronger, more varied aesthetics and made more effective use of its image generation tools.

It's also the first model from OpenAI built with native computer-use capabilities, making it better at carrying out tasks across several apps at the same time. When it comes to computer use, one noticeable improvement OpenAI has recorded is the way GPT-5.4 issues mouse and keyboard commands. It's significantly better at navigating a desktop environment than its predecessor.  

When users turn to GPT-5.4 in ChatGPT, where it will now be the default model for the chatbot's Thinking mode, the system will outline how it plans to tackle a request, giving people the opportunity to tell it to adjust course as it's generating a response. At the same time, the new model offers better web research capabilities, especially when it comes to "highly specific" queries, according to OpenAI. 

"Together, these improvements mean higher-quality answers that arrive faster and stay relevant to the task at hand," the company states. Separately, OpenAI claims GPT-5.4 is its most factual model yet, noting, relative to GPT-5.2, it's 18 percent less likely to generate a response with any errors. Here's hoping it knows not to turn to Grokipedia for information, something its predecessor was known to do.    

As mentioned, GPT-5.4 will be available in ChatGPT when users select the chatbot's Thinking mode, and as GPT-5.4 Pro from the model picker. As such, this isn't a release for Free and Go users — or even Plus subscribers, for that matter. It's more for enterprise customers, and developers who rely on the company's Codex app. On that note, for API customers, OpenAI claims GPT-5.4 is its most token efficient reasoning model to date, though those tokens will cost more than their GPT-5.2 counterparts. For instance, OpenAI is pricing one million input tokens at $2.50, up from $1.75 with GPT-5.2.   

The fact that OpenAI has increasingly shifted its strategy to focus on professionals shouldn't be surprising. When Microsoft announced last September it would add Anthropic's models to Copilot 365 (where previously it depended exclusively on OpenAI's systems), there were reports that suggested the company made the decision because it found Claude was better at tasks like generating spreadsheets and presentations. Reporting from The Information suggests OpenAI is generating about $25 billion in annualized revenue. However, the company is still far from being profitable, and with more than $1.4 trillion in data center commitments on the books, it's reliant on funding from investors to keep the lights on. Seen in that context, productivity represents a place where it might have a chance to build a sustainable business. 


This article originally appeared on Engadget at https://www.engadget.com/ai/i-hope-you-like-spreadsheets-because-gpt-54-loves-them-180000444.html?src=rss

Google begins calling out battery-killing Android apps

Google is living up to its word and posting warning labels for battery-killing apps. 9to5Google spotted Google's rollout announcement, which the company previously said would arrive on March 1.

The label says, “This app may use more battery than expected due to high background activity.” If you don't yet see the warnings, they may not have reached you yet. Google says the banners will "roll out gradually to impacted apps" in the coming weeks.

Play Store battery warning
Play Store battery warning
Google

Warning labels aren’t the only stick in Google’s fight against infringing apps. They may also be excluded from discovery services like Play Store recommendations.

Google's definition of battery-draining apps centers around Android's "partial wake lock" mechanism. This service allows an app to keep the phone's processor running even while the screen is off. There are logical exceptions where apps do need this: audio playback, location access, etc. But the company apparently sees too many abusing that API for other reasons. And Google wouldn't want people to assume the problem is with the hardware and switch to an iPhone — because then we’re talking about money.

If you're a developer, Google's technical documentation offers much more detail. For everyone else, keep an eye out for those Play Store labels and consider steering clear of those apps until their devs clean things up.

This article originally appeared on Engadget at https://www.engadget.com/mobile/smartphones/google-begins-calling-out-battery-killing-android-apps-170650936.html?src=rss

Apple Music can now flag AI content, but only if distributors elect to label it

While music streaming apps like Bandcamp, Spotify and Deezer have taken steps to inform users about AI-generated content, we haven't heard much out of Apple Music in that regard. However, Apple Music has now introduced "Transparency Tags" designed to show listeners if any elements were generated in whole or part by AI. The catch is that Apple is leaving it up to labels and distributors to create those tags, according to an Apple newsletter to industry partners seen by Music Business Worldwide..  

"Proper tagging of content is the first step in giving the music industry the data and tools needed to develop thoughtful policies around AI, and we believe labels and distributors must take an active role in reporting when the content they deliver is created using AI," Apple wrote, calling it a concrete first step toward transparency around artificial intelligence.

Streaming platforms already use metadata tags for things like song and album titles, genre and the name of the artist. The new tags will now identify any artwork, tracks, compositions and music videos created in whole or in part by AI. 

However, Apple's new system requires labels and distributors to opt in and manually flag their use of AI, a system that's similar to what Spotify is doing. On top of that, Apple has no apparent enforcement mechanism for AI content. 

By contrast, other music platforms including Deezer and Bandcamp are using in-house AI-detection tools to flag content whether the distributor opts in or not. Deezer disclosed in January 2026 that it receives over 60,000 fully AI-generated tracks every day, double the number it saw in September 2025. Synthetic content, also called "AI slop," has accounted for 13.4 million tracks on its platform, Deezer added.

This article originally appeared on Engadget at https://www.engadget.com/entertainment/music/apple-music-can-now-flag-ai-content-but-only-if-distributors-elect-to-label-it-121521873.html?src=rss

I Ran Android On A MacBook And Even Airdropped Files To iPhone at MWC 2026… And You Can Too

Mirroring a MacBook screen onto an Android phone is not something you expect to work, let alone work fluidly with smooth animations. At HONOR’s MWC 2026 booth, it did exactly that, and then went further by letting you mirror the Magic V6’s display back onto the MacBook, turning the interaction into a genuine two-way street. Tap your HONOR device near an iPhone and files transfer between them, photos, videos, documents, the whole lot, with the kind of animated polish you associate with Apple’s own AirDrop. The same trick works with iPads. HONOR calls the system HONOR Share, and the cross-platform angle is just one layer of a much deeper ecosystem play the company quietly walked in and demonstrated on final, shipping hardware at one of the world’s biggest tech shows.

This cross-platform handshake is part of a broader upgrade to HONOR Share, and it extends well beyond just sending a photo to your friend’s iPhone. The company is positioning its new flagship trio, the Magic V6, MagicPad 4, and MagicBook Pro 14, as an open bridge rather than another walled garden. For the Magic V6, a feature called OneTap transfer allows it to push files directly to a Mac with a single touch, a claim that seems to hold up based on the MWC demos. It’s a direct, pointed solution to a daily friction point for anyone living with a foot in both ecosystems. While Google is still in the process of rolling out its own Quick Share-AirDrop interoperability to the wider Android world in 2026, HONOR just went ahead and shipped a finished product.

Designer: HONOR

The MagicRing integration goes several layers deeper than the Apple-facing features (FYI, it’s a software feature, not an actual ring). Within the HONOR ecosystem, the Magic V6, MagicPad 4, and MagicBook Pro 14 all communicate through HONOR Connect, and any screen can project onto any device bidirectionally, something Apple’s Sidecar only partially replicates within its own hardware range. The mechanics are drag-based: open HONOR Connect, find your target device, drag the screen sharing icon over to it, and projection starts. Bidirectional means both directions work, the MacBook’s display mirroring onto the foldable, the foldable mirroring onto the laptop, same process either way. Dropping files and folders between devices with continuity-style drag behavior runs natively on the MagicPad 4, without a companion app or cloud relay.

At 4.8mm thick with a 12.3-inch 3K OLED running at 165Hz, the MagicPad 4 is a serious piece of hardware to run a MacBook’s extended display onto. The Snapdragon 8 Gen 5 inside means you’re not compromising on the secondary screen, which matters when you’re doing real creative or coding work. Used as a real-time extended display for a MacBook, it eliminates the need for additional hardware, and for mixed-ecosystem users that’s already a compelling argument on its own. Cross-device drag-and-drop turns it into a productivity node rather than a conventional Android tablet, a designation very few Android tablets have earned. Xiaomi’s iOS Bridge in HyperOS 3.1 gestures at something similar but still relies on companion apps and hasn’t been demonstrated on final shipping hardware.

Apple’s Continuity framework has set the benchmark for multi-device workflows since 2014, and the gap between what Apple offers and what Android could offer was real enough to function as a legitimate reason to stay in Apple’s ecosystem. That gap is narrowing. The Magic V6’s foldable form factor already does things no iPhone can, and layering genuine Apple interoperability on top removes the last practical friction for anyone straddling both worlds. The MWC demo landed on execution: working software on final hardware, smooth animations, no companion apps required. For a certain kind of user, the question of whether to stay full-Apple or go mixed just got significantly harder.

HONOR’s AI Connect Platform, projected to integrate over 20,000 AI services by end of 2026, is the infrastructure underneath all of this, and the MWC demos are its first serious public proof of concept. The company has been repositioning from a budget device manufacturer into what it now calls a global AI device ecosystem company, and this is the first time that framing has been backed by something you could touch and test on a show floor. The Magic V6, running the Snapdragon 8 Elite Gen 5, is the first foldable to carry that chip and the anchor device pulling the whole network together. Google’s Quick Share-AirDrop interoperability is confirmed for broader rollout this year, but it carries sharing mode caveats that HONOR has already cleared. The demo in Barcelona was an answer, not a preview.

The post I Ran Android On A MacBook And Even Airdropped Files To iPhone at MWC 2026… And You Can Too first appeared on Yanko Design.