Kategorie
Synnovis notifies of data breach after 2024 ransomware attack
[Webinar] Learn How Leading Security Teams Reduce Attack Surface Exposure with DASR
[Webinar] Learn How Leading Security Teams Reduce Attack Surface Exposure with DASR
Meta’s SPICE framework pushes AI toward self-learning without human supervision
Meta researchers have unveiled a new reinforcement learning framework called SPICE (Self-Play in Corpus Environments) that enables large language models (LLMs) to improve their reasoning skills without human supervision.
Developed with the National University of Singapore, SPICE trains a single model to act as both a Challenger, which generates complex, document-based problems, and a Reasoner, which solves them.
By grounding the learning process in real-world text corpora rather than synthetic data, the system avoids the hallucination loops that have plagued earlier self-play methods. It achieves an average improvement of nearly 10% in mathematical and general reasoning benchmarks.
The researchers described the approach as a “paradigm shift” toward AI systems that can self-improve through interaction with the vast, verifiable knowledge embedded in web documents rather than static human-curated datasets.
Why self-improving AI is difficultThe idea of self-improving AI has begun to take shape with the rise of LLMs capable of reasoning. However, most existing methods face fundamental barriers after some initial progress.
“Without external grounding, models inevitably plateau or collapse due to two critical issues,” the researchers said in the paper. “(1) hallucination amplification, where factual errors in both generated questions and answers compound as models train on their own unverifiable synthetic data, and (2) information symmetry, where both the problem generator and solver share the same knowledge base, preventing genuine challenge and leading to simpler, more repetitive patterns.”
Even new techniques that aim to keep training data diverse, such as variational synthesis, still encounter limitations. They can only work with what was already captured during pretraining, essentially remixing the same information in new ways.
What makes SPICE effectiveSPICE is built on the concept that a single LLM assumes two alternating roles, one that creates challenges and another that tries to solve them.
In one phase, the model acts as the Challenger, drawing information from a large document corpus to generate complex, document-grounded questions. In the next phase, it switches roles to become the Reasoner, attempting to answer those questions without seeing the source material.
The Challenger earns higher rewards when it creates problems that sit right at the edge of what the Reasoner can handle, making the tasks difficult but still solvable. The Reasoner is rewarded for producing correct answers.
This back-and-forth process, supported by real-world data, allows the system to keep discovering new challenges and improving its ability to solve them without human supervision.
This approach removes the verification bottleneck that has limited earlier research to specialized areas such as mathematics and coding. Because the answers are based on real documents, the system can verify them against factual sources rather than relying on synthetic or assumed data.
What the tests show
When tested across different LLMs, the researchers found that SPICE showed clear and consistent improvements in reasoning performance.
On the Qwen3 4B model, performance rose from 35.8 to 44.9 percent, while the larger Qwen3 8B model climbed from 43.0 to 48.7 percent. A stronger impact was seen in OctoThinker models, with improvements from 14.7 to 25.2 percent on the 3B version and from 20.5 to 32.4 percent on the 8B version.
“The adversarial dynamics between Challenger and Reasoner create an automatic curriculum: the fixed Reasoner’s pass rate decreases from 55% to 35% as it learns to generate progressively harder problems, while the fixed Challenger’s pass rate increases from 55% to 85%, indicating successful co-evolution of both roles,” the study said.
The researchers also found that grounding the training process in real documents was essential for lasting improvement.
Models trained without this external reference quickly hit a ceiling and stopped getting better. But when SPICE drew on real-world text, it kept progressing steadily, using fresh document material to generate new and more complex challenges throughout training.
Implications of the studyBy using large document collections as external sources of knowledge, SPICE helps models improve instead of stagnating on their own data. Industry analysts say such frameworks could eventually influence how enterprises train domain-specific AI models, but adoption will come with new responsibilities.
“SPICE opens new possibilities for adaptive AI, but enterprises can’t afford to set it and forget it,” said Tulika Sheel, senior VP at Kadence International. “Self-improving systems need self-checking mechanisms. Human oversight, audit trails, and compliance guardrails must stay front and center.”
Sheel noted that while the Challenger–Reasoner setup could, in theory, be replicated with corporate data such as financial or legal documents, it would demand “deep infrastructure, clean datasets, and a strong focus on transparency.”
She also warned that autonomous learning loops introduce risks like bias amplification and compliance drift. “SPICE nudges AI closer to self-sufficiency, but autonomy without accountability is dangerous,” she said.
Anish Nath, practice director at Everest Group, suggested that enterprises would benefit more from frameworks like SPICE by treating them as a training capability, not autonomy in production.
“Run self-play in sandboxes with gated releases; start on low-risk/internal workflows, then graduate to critical processes as evidence accumulates,” Nath said. “Enforce guardrails: schema-constrained outputs, policy engine, least-privilege tool whitelists, drift/anomaly detection, signed actions + audit trails, rollback/kill-switches, and human approvals for high-impact actions.”
Nath added that self-generated training data does point toward autonomous development loops, but warned of risks such as model collapse, data poisoning, and untracked drift. “These can be mitigated with independent evaluation models, provenance tracking, versioned datasets, and human gates for capability upgrades,” he said. “Improvement has to remain controlled, auditable, and compliant.”
Čína může na dálku ovládat autobusy, které jezdí i v Evropě. Zjištění vyvolalo poplach v bezpečnostní komunitě
Active Directory Under Siege: Why Critical Infrastructure Needs Stronger Security
Active Directory Under Siege: Why Critical Infrastructure Needs Stronger Security
18 tricks for more efficient Android messaging
No matter what type of Android phone you carry or how you usually use it, one thing is a near-universal constant:
You’re gonna spend a ton of time messing with messages.
The messages may be from clients, colleagues, or your cousin Crissy from Cleveland (damn it, Crissy!). But regardless of who sends ’em or what they’re about, they’re all poppin’ up on your phone and cluttering your weary brainspace.
My fellow Android adorer, I’m here to tell you there’s a better way.
Google’s Android Messages app has gotten surprisingly good over the years. That’s no big secret. If you only rely on what you see on the surface, though, you’re missing out on some of Messages’ most powerful and underappreciated efficiency-enhancing options.
[Hey: Want even more advanced Android knowledge? Check out my free Android Shortcut Supercourse to learn tons of time-saving tricks — for messaging and beyond!]
Today, we’ll explore the Android Messages app’s most effective out-of-sight superpowers. They may not be able to cut down on the number of messages you send and receive on your phone (DAMN IT, CRISSY!), but they will help you spend less time fussing with ’em. And they might just help you have a more pleasant experience, too.
Let’s dive in, shall we?
(Before you splash forward, take note: The tips on this page are all specific to the Google Messages app for Android. If you’re using a phone where that exact app wasn’t preinstalled or set as the default, you can download it from the Play Store and give it a whirl. You might be pleasantly surprised by what you find.)
Android Messages trick #1: Custom iconsWe’ll start with what might be my favorite little-known trick within Google’s Android Messages app: With a couple quick adjustments, you can turn any of your contacts’ faces into a custom notification icon. That icon will then show up at the top of your phone whenever that person messages you for extra-easy visibility and access.
See?
A quick bit of simple setup, and bam: Anyone’s face can become their notification icon (for better or for worse!) on your phone.JR Raphael, IDG
The only catch is that your phone needs to be running 2020’s Android 11 operating system or higher for the feature to be available. (And honestly, if your phone isn’t running Android 11 at this point, you’ve got bigger fish to fry, Francesco.) Also, Samsung has screwed around with this system for no apparent reason — a frustratingly common theme with Samsung’s heavily modified approach to Android, especially as of late — so you may or may not be able to take advantage of this on a Galaxy gadget, depending on how recently its software has been screwed up updated. (Exaggerated sigh. What more can I say?!)
On any reasonably recent Android device that sticks close to Google’s core Android interface, though, here’s how to make the magic happen:
- The next time you get a message from someone, press and hold your finger to the notification.
- That’ll pull up a screen that looks a little somethin’ like this:
JR Raphael, IDG
- Tap the “Priority” line, then tap “Apply” to save the changes.
And that’s it: The next time that person messages you, you’ll see their profile picture in place of the standard Messages icon in your status bar, and the notification will show up in a special section above any other alerts.
Hip, hip, hoorah!
Android Messages trick #2: Custom soundsIn addition to making it easier to spot an important contact by their notification icon, you can also create a custom alert sound for messages coming in from different people — or even from specific threads within the Google Messages app — so you immediately know what they are, even before you have a chance to look.
This is one of those things that’s super-basic but also awkwardly out of sight and consequently unknown to an awful lot of Android-owning organisms. But once you know where to find it, it really couldn’t be much easier to get going. And it’s all connected to Android’s notification channels, which let you get incredibly nuanced on how different types of notifications within apps behave.
The quickest way to zip where you need to be is to open the thread you want to customize within Messages itself — whether it’s a one-on-one text with an individual person or a group conversation with multiple contacts. Once you’re inside the thread, tap the three-dot menu icon in its upper-right corner and select “Details,” then select “Notifications” on the screen that comes up next.
And hey, wouldya look at that? You should now be staring at a series of options about how that exact notification behaves — including, at least in the standard Google version of Android, the all-important “Sound” setting.
srcset="https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?quality=50&strip=all 2160w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=300%2C271&quality=50&strip=all 300w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=768%2C693&quality=50&strip=all 768w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=1024%2C923&quality=50&strip=all 1024w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=1536%2C1385&quality=50&strip=all 1536w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=2048%2C1847&quality=50&strip=all 2048w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=773%2C697&quality=50&strip=all 773w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=186%2C168&quality=50&strip=all 186w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=93%2C84&quality=50&strip=all 93w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=532%2C480&quality=50&strip=all 532w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=399%2C360&quality=50&strip=all 399w, https://b2b-contenthub.com/wp-content/uploads/2025/11/google-messages-android-custom-sounds.jpg?resize=277%2C250&quality=50&strip=all 277w" width="1024" height="923" sizes="auto, (max-width: 1024px) 100vw, 1024px">A special sound for every conversation is no more than few fast taps away.JR Raphael, Foundry
Tap that, then find and select any sound you like. The next time a new message comes in for this conversation, there’ll be no mistaking what awaits you from the second it arrives.
Android Messages trick #3: Contact prioritizingWhile we’re thinking about making certain conversations stand out, ever wish you could keep your most important messaging threads at the top of the list for easy ongoing access?
Poof: Wish granted. No matter what kind of Android phone you’re holding or how needlessly meddled with its software may be, just hold your finger onto the conversation in question on the main Messages app screen, then tap the pushpin-shaped icon in the app’s upper bar.
You can now pin up to 20 conversations that way, as of just the other week, and they’ll always appear above all other threads in that main inbox view.
Android Messages trick #4: Short-term tune-outSome incoming messages always require your immediate attention. Others, in contrast, are best tuned out and caught up with much later.
Surely you’ve been in that type of thread before, right? Y’know, the one where people are getting just a little too active — sending message after message, typically either during your workday or while you’re trying to focus on anything other than their uninteresting missives?
Google’s Android Messages app actually has a great way to deal with such struggles. It’s a temporary snoozing mechanism that lets you opt out of notifications from one specific conversation and that conversation only and stop receiving alerts from it for a set amount of time.
To try it out, press and hold your finger onto any thread in your main Messages list, then look for the clock icon with a “z” inside of it at the top of the screen. Tap that, and you can then decide to snooze notifications from that single conversation for one hour, eight hours, 24 hours, or — if you really want to tune it out — forever.
The sanity-saving Android Messages snooze option. (Don’t worry: I won’t tell.)JR Raphael, Foundry
You’ll continue to get notifications from all other conversations in the meantime, and you’ll still be able to see new activity from the snoozed thread by opening up Messages and actively looking at it. But you won’t be interrupted by its alerts again — for a little while, at least.
Android Messages trick #5: Gemini be goneSpeaking of tuning out distractions, if you rarely to never interact with Google’s Gemini chatbot from inside the Messages app — perhaps because, y’know, it’s also available in approximately 7 gazillion other in-your-face places — you might appreciate the distraction-free satisfaction of an interface without a prominent Gemini button begging for you to caress it every frickin’ time you open up your messages.
(The Gemin icon is that starbust-shaped symbol that sits perpetually above the “Start chat” button, in Messages’ lower-right corner, if you haven’t ever tapped it to find out.)
And good news: You can actually send that icon a-packin’, if you’re so inspired: Just tap your profile picture in Messages’ upper-right corner, select “Messages settings,” then tap “Gemini in Messages” and flip the switch on the screen that comes up next into the off and inactive position.
All that’s left is to pat yourself on the back and celebrate the fact that you’ll only have to see Gemini in 6.9 gazillion other places from this point forward.
Android Messages trick #6: Free in-flight Wi-FiGemini may be little more than a distraction within Messages most of the time, but one moment when that capability can actually come in handy is while you’re flying the allegedly friendly skies.
A while back, a crafty reader alerted me to the fact that you could use Gemini’s Messages integration to effectively give yourself free in-flight Wi-Fi access even when you haven’t paid for the privilege. It’s a heck of a clever hack and a moment when you genuinely may want to activate Gemini within the Messages app, at least for a little while.
I’ve got a complete breakdown of how it works and how you can put it to use on your next flight.
Android Messages trick #7: Calendar connectionWhether from the sky or on the regular ol’ ground, the next time you’re working to plan a meeting or event with a fellow Homo sapien in Messages, make yourself a mental note of this:
Anytime someone sends you a message that includes a specific date and time, the Messages app will underline that text. See it?
That underlined time is a covert link from an incoming message to your Android calendar agenda.JR Raphael, IDG
You’d be forgiven for failing to realize, but you can actually tap that underlined text to reveal a shortcut for opening that very same day and time in your Android calendar app of choice. It’s a great way to get a quick ‘n’ easy glimpse at your availability for the time you’re discussing.
And if you then want to create a calendar event, just look for the “Create event” command that should appear right below that very same message. That’ll fire up a new calendar event for you on the spot, with the appropriate day and time already filled in.
That button to the left of the text suggestions is a spectacular time-saver for on-the-fly event creation.JR Raphael, IDG
Don’tcha just love simple step-savers?
Android Messages trick #8: Seamless schedulingIf you’re ready to hammer out a response to a message right now but don’t want your reply to be sent for a while, follow the advice shared by a reader in my Android Intelligence newsletter recently and simply schedule your message for some specific future time.
The Android Messages app’s scheduling system is spectacularly useful. You can rely on it for setting reminders to be sent to clients, business-related messages to be pushed out the next morning, or context-free middle-finger emojis to be delivered to your cousin in Cleveland at ungodly hours in the middle of the night.
To tap into this productivity-boosting power, just type out your message normally — but then, instead of tapping the triangle-shaped send icon at the right of the composing window, press and hold your finger onto that same button when you’re done.
No reasonably sane person would possibly realize it, but that’ll pull up a hidden menu for selecting precisely when your message should be sent.
Send any message, anytime — no matter when you actually write it.JR Raphael, IDG
And the person on the other end will have no way of even knowing you wrote the thing in advance.
Android Messages trick #9: Swift savingWhen you run into a message you know you’ll want to reference again, save yourself the trouble of trying to dig it back up later and instead star it on the spot to make it fast as can be to find in the future.
It couldn’t be much easier to do: Whilst viewing an individual message thread, just press and hold your finger onto the specific message you want to save, then tap the star-shaped icon that appears in the bar at the top of the screen.
Then, when you want to find the message again, tap the search icon at the top of the main Messages screen and select “Starred” from the menu that comes up. That’ll show you every message you’ve starred for exceptionally effortless resurfacing.
Android Messages trick #10: Smart searchingSpeaking of that Messages search system: Starring is sublime, but sometimes, you need to dig up an old message that you didn’t go out of your way to save.
The Android Messages app makes that even easier than you might realize. Tap that same search icon at the top of the app’s main screen — and in addition to searching your entire history message for any specific string of text, take note:
- You can start typing out the name of anyone in your contacts, then select them from the suggestion that appears — and then type in some text to look for something specific only within messages from that one person.
- You can use the options within the main Messages search screen to look specifically at images, videos, locations, or links people have sent you.
- And you can combine any of those variables for even more granular finding — looking for links you sent to a particular client, for instance, or locations an out-of-town colleague sent to you.
JR Raphael, IDG
How ’bout them apples?!
Android Messages trick #11: Instant markingI don’t know about you, but I find it impossibly irksome to see messages sitting with bold emphasis in my Android Messages inbox. That, to me, is a marking that means I need to read (and possibly also respond) to the message in question. And I can’t possibly rest for the day until I know that everything in my Messages inbox is open, addressed, and dealt with (or at least opened and with a reminder set to deal with it at some specific future time).
Sometimes, though, it’s all too easy to fall behind and get a backlog of bolded messages — and in such scenarios, sometimes, you need a quick ‘n’ easy one-switch reset button to bring everything back to read status and give yourself a fresh start.
Well, surprise: Messages has such an option! Tap your profile picture in the app’s upper-right corner and look for “Mark all as read” in the menu that comes up to find it — then breathe a sigh of relief as all that attention-demanding boldness melts away once and for all.
Android Messages trick #12: Easier-to-read textOn the subject of more noticeable text, file this next Android Messages feature under “accidental discoveries”: The next time you find yourself squinting at something in a messaging thread on your phone, try a good old-fashioned zoom gesture on the screen — placing your finger and thumb together and then spreading ’em slowly apart.
You’d never know it, but the Messages app supports that standard gesture for zooming into a conversation. The inverse applies, too: When you’re ready to zoom back out and make everything smaller, just bring your two fingers closer together.
And if those actions aren’t working for you, tap your profile picture in the upper-right corner of the main Messages screen and select “Messages settings,” then make sure the toggle next to “Pinch to zoom conversation text” is in the on position.
Android Messages trick #13: Custom colorsWhile we’re thinkin’ about easier reading, a relatively recent Android Messages addition can let you create a custom color palette for any conversations you’ve got goin’.
That way, you can always remember that texts with your significant other are in, say, purple, whereas messages with your most important client are in red. (Best not to get those two threads confused.)
This one works only with messages sent using the modern RCS messaging platform, which basically means messages that don’t involve pesky people still carrying around iPhones with outdated software on ’em. (It’s always the iPhone people, isn’t it?!)
With any currently supported conversation, open up the thread within Messages — then:
- Tap the three-dot menu icon in the screen’s upper-right corner.
- Select “Change colors” from the menu that appears.
- Pick the color scheme you prefer, then tap the Confirm button at the bottom.
JR Raphael, IDG
Repeat for any other compatible conversations, and you’ll always know exactly what you’re looking at even with a fast glance — and without having to give it an ounce of active thought.
Android Messages trick #14: Meatier mediaYou know a fantastic way to waste time? I’ll tell ya: moving from one app to another just to glance at something someone sent you (like those blasted Bangles video Crissy is always blasting your way).
But get this: Google’s Android Messages app can let you preview and get the gist of both text articles and even YouTube videos without ever leaving your current conversation — from right within the app and that very same message thread.
The key is to make sure you’ve got the associated options enabled:
- Tap your profile picture in the upper-right corner of the main Messages screen.
- Select “Messages settings,” then tap “Automatic previews.”
- Make sure the toggle next to “Show all previews” is on and active.
Now, the next time someone sends you a link, you’ll see the associated item’s thumbnail and description right then and there, within the Messages conversation:
Videos expanded in-line within Messages — easy peasy.JR Raphael, IDG
With web pages, Messages will show you just enough of a preview to let you make an educated decision about whether you want to tap the link or not.
Web links gain useful extra context once you enable the right option within the Android Messages settings.JR Raphael, IDG
Almost painfully sensible, no?
Android Messages trick #15: Smarter shortcutsIf I had to pick the simplest Android Messages trick for enhancing your efficiency, it’d be embracing the built-in shortcuts Google gives us for faster message actions.
From the main Messages screen, you can swipe left or right on any message to perform an instant action — archiving the conversation, permanently deleting it, or toggling it between read and unread status.
All you’ve gotta do is mosey your way back into the Messages app’s settings areas and tap on the “Swipe actions” item to set things up the way you want…
Step-saving swipes within Messages — now available for your customization.JR Raphael, IDG
…and then, just remember to actually use those gestures moving forward. (That part’s on you.)
Android Messages trick #16: Quicker cleanupCertain services love to send confirmation codes via text messaging when you sign in or try to perform some action. It may not be the most advisable or effective form of extra security, but — well, it’s better than nothing. And for better or for worse, it’s a pretty common tactic.
Core security considerations aside, the most irksome part of these confirmation codes is having ’em clutter up your messages list at every Goog-forsaken moment. But the Google-made Android Messages app can actually take care of that for you, without any ongoing effort — if you take about 20 seconds to make the right tweak now.
Here’s the secret:
- Tappity-tap that comely character in the upper-right corner of the main Messages screen (y’know, the one whose appearance has a striking resemblance to your oversized head).
- Tap “Messages settings” in the menu that comes up, then select “Messages organization.”
- Within that curiously created section, you’ll see only one option: “Auto-delete OTPs after 24 hrs.” OTP may not exactly be an everyday, universally known abbreviation, but fear not — for it isn’t an erroneous reference to an early 90s rap hit with equally ambiguous meaning. Nope: It stands for one-time password, which is the same thing we’re thinking about here.
- Flip that toggle into the on and active position, then flip a finger of your choice to all the confirmation codes in your messages list and rest easy knowing they’ll be auto-purged a day after their arrival from that point forward.
Who’s down with OTP? Every last homie. (I apologize.)
Android Messages trick #17: Readable reactionsSlack-style reactions may seem silly on the surface, but they serve an important communication purpose in allowing you to quickly acknowledge a message without having to carry the conversation on further. Whether it’s a thumbs-up, a clapping hands symbol, or even perhaps an occasional burrito emoji, it really can be a handy way to say “Yup, got it” (or “Yup, want beefy goodness”) without having to use a single word.
You probably know you can summon a reaction within the Android Messages app by pressing and holding a specific message within a conversation and then selecting from the list of available emoji options — right? But beyond that, Messages packs an even faster way to issue a reaction in the blink of an eye.
And here it is: Simply double-tap your finger onto any individual message within a conversation. That’ll apply the thumbs-up reaction to it without the need for any long-press or symbol selection.
It’d be nice if there were a way to customize which reaction is used for that action by default — so that, obviously, we could all change it to the burrito emoji, since that’s what any sane person uses most often — but if and when an upward thumb will do the job, now you’ve got a super-easy way to bring it into any conversation with a fast finger tap.
Android Messages trick #18: iRritation eliminationLast but not least in our list of magnificent Messages enhancements is something specific for your conversations with the Apple-adoring animals in your life. And it relates to those very same sorts of reactions we were just going over.
One obnoxious side effect of Apple’s “no one exists outside of iOS” mentality, y’see, is the way the iPhone’s equivalent of those reactions show up on Android. Plain and simple, they show up as — well, plain and simple text messages, instead of coming through as reactions.
Surely you’ve encountered this, right? Those pointless messages you get from iGoobers that say stuff like “Loved ‘Please stop texting me, Crissy'”?
Well, scribble this on your metaphorical mental iPad: Google’s Android Messages app is actually able to intercept those absurd platform-specific reactions and turn ’em into standard reactions instead of plain-text interruptions. And it’ll take you all of 12 seconds to enable the option:
- Head back into the Messages app’s settings.
- Tap “Advanced.”
- Look for the line labeled “Show iPhone reactions as emoji” and make sure the toggle next to it is in the on position.
All that’s left is to breathe one final heavy sigh of relief — and to send Crissy a well-deserved burrito reaction.
Hey: Don’t let the learning stop here. Get six full days of advanced shortcut knowledge with my free Android Shortcut Supercourse. Tons of time-saving tricks await!
Microsoft fixes Windows Task Manager bug affecting performance
Microsoft Fixes 63 Security Flaws, Including a Windows Kernel Zero-Day Under Active Attack
Microsoft Fixes 63 Security Flaws, Including a Windows Kernel Zero-Day Under Active Attack
Když ztratíte iPhone, nevěřte SMS zprávě o jeho nalezení. Přijdete nejen o telefon, ale i o Apple účet
Google Launches 'Private AI Compute' — Secure AI Processing with On-Device-Level Privacy
Google Launches 'Private AI Compute' — Secure AI Processing with On-Device-Level Privacy
Windows 10: A guide to the updates
Editor’s note: Windows 10 has reached the end of mainstream support and will no longer receive new features, bug fixes, or security updates. Microsoft encourages businesses and individuals to upgrade to Windows 11. Another option is to purchase extended security updates for Windows 10.
The launch of a major Windows 10 update isn’t the end of a process — it’s really just the beginning. As soon as one of Microsoft’s feature updates (such as Windows 10 version 22H2) is released, the company quickly gets to work on improving it by fixing bugs, releasing security patches, and occasionally adding new features.
In this story we summarize what you need to know about each update released to the public for the most recent versions of Windows 10 — versions 22H2 and 21H2. (Microsoft releases updates for those two versions together.) For each build, we’ve included the date of its initial release and a link to Microsoft’s announcement about it. The most recent updates appear first.
For details about how to install and manage Windows updates, see “How to handle Windows 10 and 11 updates.” If you’re looking for information about Insider Program previews for upcoming feature releases of Windows 10, see “Windows 10 Insider Previews: A guide to the builds.”
Updates to Windows 10 versions 21H2 and 22H2 Windows 10 KB5068781 (OS Builds 19044.6575 and 19045.6575)Release date: November 11, 2025
This update fixes a bug in which after installing the October 14, 2025 Windows update (KB5066791), the message “Your version of Windows has reached the end of support” might incorrectly display in the Windows Update Settings page. To view the page, click Start > Settings > Windows Update.
The build also has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and November 2025 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5068781.)
Windows 10 KB5071959 (OS Build 19045.6466) Out-of-bandRelease date: November 11, 2025
This build fixes a bug in the Windows 10 Consumer Extended Security Update (ESU) enrollment process, where the enrollment wizard may fail during enrollment.
(Get more info about KB5071959 Out-of-band.)
KB5066791 (OS Builds 19044.6456 and 19045.6456)Release date: October 14, 2025
This update fixes several bugs, including one in which command time in PowerShell Remoting and WinRMntime out after 600 seconds.
The build also has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and October 2025 Security Updates.
Note that today marks the official end of support for Windows 10 Home, Pro, and Enterprise, except for organizations and individuals enrolled in Microsoft’s Extended Security Updates program.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5066791.)
KB5063842 (OS Build 19045.6396) PreviewRelease date: September 25, 2025
This build fixes two bugs, one in which you might not be able to connect to shared files and folders if you’re using the Server Message Block (SMB) v1 protocol on NetBIOS over TCP/IP NetBIOS (NetBT), and another in which those using Windows Autopilot to deploy Windows 10, version 22H2 to devices with the Enrollment Status Page (ESP) configured might find that the ESP doesn’t load during the Out-of-Box Experience (OOBE).
(Get more info about KB5063842 (OS Build 19045.6396) Preview.)
KB5065429 (OS Builds 19044.6332 and 19045. 6332)Release date: September 9, 2025
This update fixes several bugs, including one that caused non-admin users to receive unexpected User Account Control (UAC) prompts when MSI installers performed certain custom actions, such as configuration or repair operations in the foreground or background during the initial installation of an application.
The build also enables auditing SMB client compatibility for SMB Server signing as well as SMB Server EPA. This allows customers to assess their environment and identify any potential device or software incompatibility issues before deploying the hardening measures that are already supported by SMB Server. For detailed guidance, see CVE-2025-55234 | Windows SMB Elevation of Privilege Vulnerability.
The build also has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and September 2025 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5065429.)
KB5063842 (OS Build 19045.6282) PreviewRelease date: August 26, 2025
In this build, Windows Backup for Organizations is now generally available. It lets your organization back up Windows 10 settings and restore them on a Microsoft Entra joined device. You can also enable backup of the list of installed Microsoft Store apps, with the ability to restore them to the user’s Start menu as well.
A variety of bugs have also been fixed, including one in which mf.dll failed to enumerate redirected web camera devices on Remote Desktop Services (RDS) environments.
(Get more info about KB5063842 Preview.)
KB5066188 (OS Builds 19044.6218 and 19045.6218) Out-of-bandRelease date: August 19, 2025
This build fixes a bug introduced by the August 2025 security update (KB5063709) in which attempts to reset and recover the device fail. This issue happens when users perform one or more of the following processes:
- System > Recovery > Reset my PC
- System > Recovery > Fix problems using Windows Update
- RemoteWipe CSP
For more information on the issue, see Windows release health. Microsoft recommends you install this optional update if you have encountered this issue. The company also says that if your system isn’t affected or you don’t plan using the methods described above, you can choose not to install it.
(Get more info about KB5066188 Out-of-band.)
KB5063709 (OS Builds 19044.6216 and 19045.6216)Release date: August 12, 2025
The update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and August 2025 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5063709.)
KB5062649 (OS Build 19045.6159) PreviewRelease date: July 22, 2025
This build adds the ability to deploy SKUSiPolicy VBS Anti-rollback protections through the Secure Boot AvailableUpdates registry key.
It also fixes a variety of bugs, including one that affected the Windows 10 Extended Security Updates (ESU) enrollment wizard. Some users experienced a problem where clicking “Enroll now” caused the wizard window to open, begin loading, and then close unexpectedly.
(Get more info about KB5062649 Preview.
KB5062554 (OS Builds 19044.6093 and 19045.6093)Release date: July 8, 2025
The update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and July 2025 Security Updates.
Note: In this build there are reports of blurry or unclear CJK (Chinese, Japanese, Korean) text when displayed at 96 DPI (100% scaling) in Chromium-based browsers such as Microsoft Edge and Google Chrome. The issue is due to limited pixel density at 96 DPI, which can reduce the clarity and alignment of CJK characters. Increasing the display scaling improves clarity by enhancing text rendering.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5062554.)
KB5061087 (OS Build 19045.6036) PreviewRelease date: June 24, 2025
This build fixes a variety of bugs, including one that caused jump lists to disappear from the Start menu.
There is one known issue in this build, in which blurry or unclear CJK (Chinese, Japanese, Korean) text appears when displayed at 96 DPI (100% scaling) in Chromium-based browsers such as Microsoft Edge and Google Chrome.
(Get more info about KB5061087 Preview.)
KB5060533 (OS Builds 19044.5965 and 19045.5065)Release date: June 10, 2025
The update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and June 2025 Security Updates.
Note: In this build there are reports of blurry or unclear CJK (Chinese, Japanese, Korean) text when displayed at 96 DPI (100% scaling) in Chromium-based browsers such as Microsoft Edge and Google Chrome. The issue is due to limited pixel density at 96 DPI, which can reduce the clarity and alignment of CJK characters. Increasing the display scaling improves clarity by enhancing text rendering.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5060533.)
KB5058481 (OS Build 19045.5917) PreviewRelease date: May 28, 2025
This build offers several new features, including one that brings back the clock view that displays seconds on the calendar. It also fixes several bugs, including one in which in GDI/GDI+, some GB18030-2022 characters in plane 2 were not rendered.
There is one known issue in this build, in which blurry or unclear CJK (Chinese, Japanese, Korean) text appears when displayed at 96 DPI (100% scaling) in Chromium-based browsers such as Microsoft Edge and Google Chrome.
(Get more info about KB5058481 Preview.)
KB5061979 (OS Builds 19044.5859 and 19045.5859)Release date: May 27, 2025
This out-of-band update fixes a bug in the direct send path for a guest physical address (GPA). This issue caused confidential virtual machines running on Hyper-V with Windows Server 2022 to intermittently stop responding or restart unexpectedly. As a result, service availability was affected, and manual intervention was required. This problem primarily impacted Azure confidential VMs.
There is one known issue in this build, in which blurry or unclear CJK (Chinese, Japanese, Korean) text appears when displayed at 96 DPI (100% scaling) in Chromium-based browsers such as Microsoft Edge and Google Chrome.
(Get more info about KB5061979.)
KB5061768 (OS Builds 19044.5856 and 19045.5856)Release date: May 19, 2025
This out-of-band build fixes a bug in the recent May 13 Patch Tuesday build (KB5058379) that caused the Local Security Authority Subsystem Service (LSASS) process to terminate unexpectedly, triggering an Automatic Repair prompting for the BitLocker recovery key.
There is one known issue in this build, in which blurry or unclear CJK (Chinese, Japanese, Korean) text appears when displayed at 96 DPI (100% scaling) in Chromium-based browsers such as Microsoft Edge and Google Chrome.
(Get more info about KB5061768.)
KB5058379 (OS Builds 19044.5854 and 19045.5854)Release date: May 13, 2025
The update improves Secure Boot Advanced Targeting (SBAT) and Linux Extensible Firmware Interface (EFI) for the detection of Linux systems. It also has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and May 2025 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5058379.)
KB5055612 (OS Build 19045.5796) PreviewRelease date: April 22, 2025
This build fixes two bugs, including one in which the check for GPU paravirtualization was case-sensitive in Windows Subsystem for Linux 2 (WSL2). This issue might have potentially caused GPU paravirtualization support to fail.
There are two known issues in this build, including one in which certain Citrix components installed might be unable to complete installation of the January 2025 Windows security update. This issue was observed on devices with Citrix Session Recording Agent (SRA) version 2411.
(Get more info about KB5055612 Preview.)
KB5055518 (OS Builds 19044.5737 and 19045.5737)Release date: April 8, 2025
The update has a broad variety of security updates. For details, see Microsoft’s Security Update Guide and April 2025 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
There are two known issues in this build including one in which devices that have certain Citrix components installed might be unable to complete installation of the January 2025 Windows security update.
(Get more info about KB5055518.)
KB5053643 (OS Build 19045.5679) PreviewRelease date: March 25, 2025
This build fixes several bugs, including one in which USB-connected dual-mode printers that support both US Print and IPP Over USB protocols unexpectedly output incorrect or unwanted text, and another in which thumbnails in File Explorer crashed, resulting in white pages appearing instead of the actual thumbnails.
There are two known issues in this build, including one in which certain Citrix components installed might be unable to complete installation of the January 2025 Windows security update. This issue was observed on devices with Citrix Session Recording Agent (SRA) version 2411.
(Get more info about KB5053643 Preview.)
KB5053606 (OS Builds 19044.5608 and 19045.5608)Release date: March 11, 2025
The update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and March 2025 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
There are two known issues in this build, including one in which devices that have certain Citrix components installed might be unable to complete installation of the January 2025 Windows security update.
(Get more info about KB5053606.)
KB5052077 (OS Build 19045.5555) PreviewRelease date: February 25, 2025
This build fixes several bugs, including one in which the OpenSSH (Open Secure Shell) service failed to start, preventing SSH connections.
There are two known issues in this build, including one in which certain Citrix components installed might be unable to complete installation of the January 2025 Windows security update. This issue was observed on devices with Citrix Session Recording Agent (SRA) version 2411.
(Get more info about KB5052077 Preview.)
KB5051974 (OS Builds 19044.5487 and 19045.5487)Release date: February 11, 2025
The update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and February 2025 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
There are three known issues in this build, including one in which devices that have certain Citrix components installed might be unable to complete installation of the January 2025 Windows security update.
(Get more info about KB5051974.)
KB5050081 (OS Build 19045.5440) PreviewRelease date: January 28, 2025
This build includes the new version of the Outlook app. IT admins can learn how to manage the new version at the Microsoft Learn page “Control the installation and use of new Outlook.”
The build also fixes a variety of bugs, including one in which the Capture Service and Snipping Tool stopped responding when you pressed Windows logo key + Shift + S several times while Narrator was on.
There are two known issues in this build, including one in which the OpenSSH (Open Secure Shell) service fails to start, preventing SSH connections. In the other one, PCs that have certain Citrix components installed might be unable to complete installation of the January 2025 Windows security update.
(Get more info about KB5050081 Preview.)
KB5049981 (OS Builds 19044.5371 and 19045.5371)Release date: January 14, 2025
The update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and January 2025 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
There are two known issues in this build, including one in which devices that have certain Citrix components installed might be unable to complete installation of the January 2025 Windows security update.
(Get more info about KB5049981.)
KB5048652 (OS Builds 19044.5247 and 19045.5247)Release date: December 10, 2024
The update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and December 2024 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5048652.)
KB5046714 (OS Build 19045.5198) PreviewRelease date: November 21, 2024
This build fixes a variety of bugs, including one in which Win32 shortcuts did not back up to the cloud.
(Get more info about KB5046714 Preview.)
KB5046613 (OS Builds 19044.5131 and 19045.5131)Release date: November 12, 2024
This update fixes a bug in which some games did not start or stopped responding after you installed KB5044384. This occurred because some games use a third-party DRM component that are not compatible with that update. This update makes changes to support those games while the game developers address the DRM issue.
The update also has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and November 2024 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5046613.)
KB5045594 (OS Build 19045.5073) PreviewRelease date: October 22, 2024
This build starts the rollout of the new account manager on the Start menu that makes it easy to view your account and access account settings. To change to a different user, select the ellipsis (…) next to “Sign out.” Not everyone will see this change yet, because it’s rolling out gradually.
The build also fixes a variety of bugs, including one in which a vmswitch triggers a stop error. This occurs when you use Load Balancing and Failover (LBFO) teaming with two virtual switches on a virtual machine (VM). In this case, one virtual switch uses single root Input/Output virtualization (SR-IOV).
(Get more info about KB5045594 Preview.)
KB5044273 (OS Builds 19044.5011 and 19045.5011)Release date: October 8, 2024
This update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and October 2024 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5044273.)
KB5043131 (OS Build 19045.4957) PreviewRelease date: September 24, 2024
This build fixes several bugs, including one in which playback of some media might have stopped when you use certain surround sound technology, and another in which Windows server stopped responding when you used apps like File Explorer and the taskbar.
There is one known issue in this update, in which you might be unable to change your user account profile picture.
(Get more info about Windows 10 22H2 KB5043131 Preview).
KB5043064 (OS Builds 19044.4894 and 19045.4894)Release date: September 10, 2024
This update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and September 2024 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5043064.)
KB5041582 (OS Build 19045.4842) PreviewRelease date: August 29, 2024
This build fixes several bugs, including one in which when a combo box had input focus, a memory leak could occur when you closed that window.
There is one known issue in this update, in which you might be unable to change your user account profile picture.
(Get more info about KB5041582 Preview.)
KB5041580 (OS Builds 19044.4780 and 19045.4780)Release date: August 13, 2024
This release has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and August 2024 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
(Get more info about KB5041580.)
KB5040525 (OS Build 19045.4717) PreviewRelease date: July 23, 2024
This build fixes a variety of bugs, including one in which the Transmission Control Protocol (TCP) send code caused systems to stop responding during routine tasks, such as file transfers. This issue led to an extended send loop.
There is one known issue in this update, in which you might be unable to change your user account profile picture.
(Get more info about KB5040525 Preview.)
KB5040427 (OS Builds 19044.4651 and 19045.4651)Release date: July 9, 2024
This update has a wide variety of security updates. For details, see Microsoft’s Security Update Guide and July 2024 Security Updates.
What IT needs to know: Because this is a security update, it should be applied relatively soon. Over the next few weeks, check for reports about problematic issues, and if all seems well, apply the update.
There are two known issues in this build, including one in which you might be unable to change your user account profile picture.
(Get more info about KB5040427.)
Windows 10 2022 Update (version 22H2)Release date: October 18, 2022
The Windows 10 2022 Update is, in Microsoft’s words, “a scoped release focused on quality improvements to the overall Windows experience in existing feature areas such as quality, productivity and security.” In other words, there’s not much new here, although Computerworld blogger Susan Bradley did uncover a handful of new group policies in the release.
Home and Pro editions of the 2022 Update will receive 18 months of servicing, and Enterprise and Education editions will have 30 months of servicing.
To install the update, go to Settings > Update & Security > Windows Update and select Check for updates. If the update appears, select Download to install it.
(Get more info about the Windows 10 2022 Update.)
Windows 10 November 2021 Update (version 21H2)Release date: November 16, 2021
Version 21H2, called the Windows 10 November 2021 Update, is the second feature update to Windows 10 released in 2021. Here’s a quick summary of what’s new:
- Wi-Fi security has been enhanced with WPA3 H2E standards support.
- GPU compute support has been added in the Windows Subsystem for Linux (WSL) and Azure IoT Edge for Linux on Windows (EFLOW) deployments for machine learning and other compute-intensive workflows.
There are also a number of features designed for IT and business:
- Windows Hello for Business has a new deployment method called cloud trust that simplifies passwordless deployments.
- For increased security, there have been changes to the Universal Windows Platform (UWP) VPN APIs, which includes the ability to implement common web-based authentication schemes and to reuse existing protocols.
- Apps can now be provisioned from Azure Virtual Desktop. This allows those apps to run just like local apps, including the ability to copy and paste between remote and local apps.
- The release closes the gap between Group Policy and mobile device management (MDM) settings. The device configuration settings catalog has been updated to list more than 1,400 settings previously not available for configuration via MDM. The new MDM policies include administrative template (ADMX) policies, such as App Compat, Event Forwarding, Servicing, and Task Scheduler.
- An upgrade to Windows 10 Enterprise includes Universal Print, which now supports print jobs of up to 1GB or a series of print jobs from an individual user that add up to 1GB within any 15-minute period.
- Universal Print integrates with OneDrive for web and Excel for web. This allows users of any browser or device connected to the internet to print documents hosted in OneDrive for web to a printer in their organization without installing printer drivers on their devices.
Microsoft has also announced that starting with this release, Windows 10 will get feature updates only once a year.
Windows 10 May 2021 Update (version 21H1)Release date: May 18, 2021
Version 21H1, called the Windows 10 May 2021 Update, is the most recent update to Windows 10. This is a relatively minor update, but it does have a few new features.
Here’s a quick summary of what’s new in 21H1:
- Windows Hello multicamera support: If you have an external Windows Hello camera for your PC, you can set the external camera as your default camera. (Windows Hello is used for signing into PCs.) Why should this change matter to you? If you have an external camera, you probably bought it because it’s superior to the built-in, internal one on your computer. So with this change, you’ll be able to use the more accurate camera for logging into your PC.
- Improved Windows Defender Application Guard performance: Windows Defender Application Guard lets administrators configure applications to run in an isolated, virtualized container for improved security. With this change, documents will open more quickly. It can currently take up to a minute to open an Office document in it.
- Better Windows Management Instrumentation (WMI) Group Policy Service support: Microsoft has made it easier for administrators to change settings to support remote work.
Release date: October 20, 2020
Version 20H2, called the Windows 10 October 2020 Update, is the most recent update to Windows 10. This is a relatively minor update but does have a few new features.
Here’s a quick summary of what’s new in 20H2:
- The new Chromium-based version of the Microsoft Edge browser is now built directly into Windows 10.
- The System page of Control Panel has been removed. Those settings have been moved to the Settings app.
- The Start menu’s tiled background will match your choice of Windows themes. So the tiled background will be light if you’re using the Windows 10 light theme and dark if you’re using the Windows 10 dark theme.
- When you use Alt-Tab, Edge will now display each tab in your browser in a different Alt-Tab window. Previously, when you used Alt-Tab, Edge would get only a single window. You can change this new behavior by going to Settings > System > Multitasking.
- When you pin a site to the taskbar in Edge, you can click or mouse over its icon to see all your browser tabs that are open for that website.
- When you detach a keyboard on a 2-in-1 device, the device will automatically switch to the tablet-based interface. Previously, you were asked whether you wanted to switch. You can change that setting by going to Settings > System > Tablet.
- The Your Phone app gets a variety of new features for some Samsung devices. When using one of the devices, you can interact with the Android apps on your phone from the Your Phone app on Windows 10.
What IT needs to know: Windows 10 version 20H2 also has a variety of small changes of note for sysadmins and those in IT.
- IT professionals who administer multiple mobile devices get a new Modern Device Management (MDM) “Local Users and Groups” settings policy that mirrors options available for devices that are managed through Group Policy.
- Windows Autopilot, used to set up and configure devices in enterprises, has gained a variety of small enhancement, including better deployment of HoloLens devices, the addition of co-management policies, enhancements to Autopilot deployment reporting, and the ability to reuse Configuration Manager task sequences to configure devices.
- Microsoft Defender Application Guard now supports Office. This allows untrusted Office documents from outside an enterprise to launch in an isolated container to stop potentially malicious content from compromising computers or exploiting personal information found on them.
- Latest Cumulative Updates (LCUs) and Servicing Stack Updates (SSUs) have been combined into a single cumulative monthly update, available via Microsoft Catalog or Windows Server Update Services.
- Biometric sign-on has been made more secure. Windows Hello now has support for virtualization-based security for certain fingerprint and face sensors, which protects, isolates, and secures a user’s biometric authentication data.
For more details, see Microsoft’s “What’s new for IT pros in Windows 10, version 20H2.”
Windows 10 May 2020 Update (version 2004)Release date: May 27, 2020
Version 2004, called the Windows 10 May 2020 Update, is the most recent update to Windows 10. This is a relatively minor update but does have a variety of new features for both users and system administrators. For more details, see: “Review: Windows 10 May 2020 Update delivers little tweaks that add up to… well, not a lot.”
Here’s a quick summary of what’s new in 2004:
- Cortana now runs as a standalone app in a resizable window. It also loses a variety of capabilities, such as playing music, controlling home devices, and working on the lock screen.
- Task Manager now displays new information, including the temperature of your GPU and your disk type.
- Settings gets many small tweaks, including adding a header with account information, and a redone network status page that combines information that used to be found on multiple pages, such as your IP address, current connection properties and data usage.
- The Windows Subsystem for Linux (WSL) gets more features. It now uses a real Linux kernel, and is faster than previously.
- IT can now take advantage of Windows Hello biometrics logins rather than passwords, by setting that up as the default on enterprise devices.
- Installing and setting up Windows for others has been made easier thanks to new controls added to Dynamic Update, which can lead to less downtime during installation for users.
- A variety of new commands have been given to PowerShell for Delivery Optimization, a Windows networking service that reduces bandwidth consumption by sharing the work of downloading update and upgrade packages among multiple devices in business deployments.
- The security of the Chromium version of Edge has been improved, thanks to porting Application Guard to it.
Release date: Nov. 12, 2019
Version 1909, called the Windows 10 November 2019 Update, is the most recent update to Windows 10. There are very few new features in this update, making it more like a service pack of old than a feature update. At this point it’s not clear whether in the future there will be one full-featured update and one service-pack-like update per year or whether Microsoft will go back to its two-feature-updates-a-year schedule. For more details, see “What we know so far about the unusual Windows 10 1909” and “5 unanswered questions about Windows 10 1909.”
Here’s a quick summary of what’s new for users in 1909.
- It lets you create calendar events straight from the taskbar. To do it, click the time on the taskbar and you’ll open the Calendar view. Now click a date and time, then type the event’s name into the text box. You’ll also be able to choose the date, time and location.
- When you type a search into the search box, it will now search through files in your OneDrive account as well as on your PC. Also, as you type, a drop-down menu with suggested files appears. Click a file to open it.
- Voice assistants in addition to Cortana, including Amazon’s Alexa, will be able to run on Windows 10’s lock screen.
- Under-the-hood improvements should speed up the performance of some PCs, as well as increase the battery life in some laptops.
- The Start Menu has gotten minor tweaks. When you hover over items in the navigation pane on the left side of the menu, the items clearly show what you’re about to click.
What IT needs to know: The following features in 1909 are of note for IT staff.
- Windows containers no longer need to have their host and container versions match. That requirement restricted Windows from supporting mixed-version container pod scenarios. Previously, containers from older versions of Windows 10 couldn’t be run on newer versions of Windows 10. In this update, it’s possible, so that a container made using 1903, for example, can be run on 1909.
- Windows Defender Credential Guard, which protects enterprise users’ logins and credentials against theft, is now available for ARM64 devices. Some Windows 10 convertible PCs use ARM64.
- Enterprises can now use Microsoft’s Intune enterprise mobility management (EMM) service to allow devices running Windows 10 in S mode to install and run Win32 (desktop) apps. Before this, S Mode only allowed devices to run apps from the Microsoft Store. Microsoft Store apps don’t run on the desktop.
- The security of BitLocker encryption has been improved. Whenever BitLocker is used to encrypt a device, a recovery key is created, but before this security improvement, it was possible for an unauthorized user to get access to the recovery key and decrypt the device. Now, PCs have additional security if a key is exposed. Here’s how Microsoft explains the change: “Key-rolling or Key-rotation feature enables secure rolling of Recovery passwords on MDM managed AAD devices upon on demand request from Microsoft Intune/MDM tools or upon every time recovery password is used to unlock the BitLocker protected drive.”
There are two known issues in this update: one in which some users cannot set Win32 program defaults for certain app and file type combinations using the Open with… command or Settings > Apps > Default apps, and another in which Microsoft Notepad and other Win32 programs cannot be set as default applications.
(Get more info about KB4464455.)
Windows 10 October 2018 Update (version 1809)Release date: October 2, 2018; paused October 5; re-released November 13, 2018
Version 1809, called the Windows 10 October 2018 Update, is the feature update that preceded the May 2019 Update. Here’s a quick summary of what’s new for users in it. (For more details, see our full review.)
- A new, powered-up Windows Clipboard can hold multiple clips, store clips permanently, let you preview clips and choose which one you’d like to paste into a document, and share clips across Windows 10 devices.
- A new screenshot and annotation tool called Snip & Sketch lets you capture and annotate the entire screen, a rectangular portion of the screen or a freehand-drawn portion of it. After you take a screen capture, you can annotate it and then save it to a file, copy it to the Clipboard, open it in another program or share it via email, social media and other methods.
- Storage Sense, which helps save storage space, now works with OneDrive Files On-Demand to clean out files you’ve downloaded from OneDrive cloud storage to your PC but that you don’t use any longer. You can choose how long you would like the cloud files to stay on your PC unused before you want them deleted, from never to 60 days.
- The Microsoft Edge browser lets you set autoplay permissions for sound and video on websites on a site-by-site basis. It also lets you look up word definitions in its built-in eReader for books and PDFs, and mark up PDFs and books using a highlighter and by adding notes.
- The new Your Phone app links Windows 10 devices to iOS and Android phones. It allows you to start web browsing on an iOS or Android device and then continue where you left off on your PC. It also lets you view photos on your Android phone from your Windows 10 PC.
- Search Previews have been powered up slightly. You no longer need to click to display the preview panel; it opens automatically. It also now shows files found on your PC.
- Smaller changes include a new dark theme for File Explorer; the addition of the SwiftKey swipe keyboard, which lets you enter text by swiping a finger across an onscreen keyboard; updates that are less intrusive; and faster sign-ins on shared PCs.
What IT needs to know: There are few significant changes that affect IT in the Windows 10 October 2018 Update, other than New Microsoft Edge Group Policies that let admins enable and disable full-screen mode, printing, the favorites bar, and browser history saves. IT can also allow or ban Edge extensions (not that there are many available) and configure the Home button and new tab page and startup options.
Windows 10 April 2018 Update (version 1803)Release date: April 30, 2018
Version 1803, called the Windows 10 April 2018 Update, is the major update to Windows 10 that preceded the October 2018 Update. Here’s a quick summary of what’s new for users in it. (For more details, see our full review.)
- The most important new feature is Timeline, which lets you review and resume activities and open files you’ve started on your PC, or any other Windows PCs you have. It also tracks what you’ve done on iOS and Android devices if you install Microsoft’s digital assistant Cortana on them and are logged in. It shows a list of activities day by day for up to 30 days. Each activity shows up as a large tile, with the file name and document title or URL and website name across it, and the name of the application or app that created it across the top. Click any activity to reopen it. (Note that at present, Timeline only tracks activities in certain Microsoft programs such as the Edge browser and Office applications.)
- The new Diagnostic Data Viewer is supported, which Microsoft is designed to let you see the “diagnostic data collected from your Windows devices, how it is used, and to provide you with increased control over that data.” However, the information is presented in such a complex, technical way that even programmers will likely have a difficult time understanding it. The viewer isn’t built directly into the Windows 10 April 2018 Update. Instead, you have to download it from the Microsoft Store.
- The My People feature now lets you pin up to 10 contacts on the Windows taskbar. Previously, you could only pin up to three.
- Microsoft Edge gets several minor tweaks, including a revamped Hub, the ability to mute auto-playing audio in tabs, and a forms-filler for web-based forms.
- The Notebook feature of Cortana gets a new, cleaner interface for its Notebook. It now has two tabs, Organizer and Manage Skills. The Organizer makes it easier to create lists and set reminders. The Manage Skills tab lets you add “skills” to Cortana, such as controlling your home and its appliances, connecting Cortana to music services such as Spotify, tracking your fitness and more.
- You get more control over app permissions, such as whether they can access your camera, location and contacts.
What IT needs to know: IT staff should be aware of these features that are new in the Windows 10 April 2018 Update:
- Windows 10 Professional now gets the Windows Defender Application Guard, which protects Microsoft Edge. There’s also a new feature in the application guard that lets users download files inside Edge instead of directly to the operating system, as a way to increase security.
- There are new policies for Group Policy and Mobile Device Management (MDM) that can better control how Delivery Optimization is used for Windows Update and Windows Store app updates. You can also now monitor Delivery Optimization using Windows Analytics.
- Windows AutoPilot also gets a tweak that lets IT make sure policies, settings and apps are provisioned on devices before users begin using them.
- Windows gets the Linux curl and tar utilities for downloading files and extracting .tar archives built directly into Windows. Windows also now natively supports Unix sockets (AF_UNIX) with a new afunix.sys kernel driver. That will make it easier to port software to Windows from Linux as well as from other Unix-like operating systems.
- There are a host of improvements to the Windows Subsystem for Linux, which lets you run a variety of Linux distributions on Windows 10. Linux applications can run in the background, some launch settings for Linux distributions can be customized, and Linux applications have been given access to serial devices. The new Unix sockets report is available for the Windows Subsystem for Linux as well as Windows itself.
- The Windows 10 Pro for Workstations version of Windows 10 gets a new power scheme called Ultimate Performance it’s only for desktop PCs, not those that can be powered by batteries. In addition, Windows 10 Pro for Workstations no longer ships with games like Candy Crush or other similar consumer-focused apps. Instead, it features enterprise- and business-related apps.
- Administrators have been given the power to configure an enterprise’s PCs to run custom scripts during feature updates, which will make configuration and deployment easier.
For more details, see the Microsoft blog post “Making IT simpler with a modern workplace.”
Windows 10 Fall Creators Update (version 1709)Release date: October 17, 2017
Version 1709, called the Windows 10 Fall Creators Update, is the major update to Windows 10 that preceded the April 2018 Update. Here’s a quick summary of what’s new for users in it. (For more details, see our full review.)
- OneDrive gets a new feature called Files On-Demand that gives you access to all of your OneDrive files on every device, without having to download them first. You’ll be able to see all the files you have in OneDrive, even if they’re only in the cloud and not on your PC. Icons tell you which are local and which are in the cloud. Just open the file, and if it’s not on your PC, it gets downloaded.
- The new My People feature lets you pin three contacts to the Windows taskbar and then communicate with them instantly without having to open a separate app such as Skype or Mail. You can also click to see a list of all communications between them and you at a glance.
- You can now send web links from your iOS or Android device to your PC and have them open in Microsoft Edge.
- Cortana gets several new features, including displaying results in a scrollable flyout panel, so you don’t have to launch a web browser.
- Microsoft Edge gets some minor improvements, including better Favorites handling and the ability to mark up PDFs and e-books.
- Security has been beefed up, including the addition of Windows Defender Exploit Guard, which includes intrusion rules and policies to protect against a variety of threats, notably zero-day exploits. A new anti-ransomware feature called Controlled Folder Access has also been added; it lets only approved apps have access to Windows system files and folders.
- New privacy features include the ability to review the kinds of devices and services apps from the Microsoft Store want access to before you download them.
- The update incorporates Microsoft’s new design system and guidelines, called Fluent Design. Overall, transitions are smoother, and there are subtle changes to the transparency effect.
What IT needs to know: IT staff should be aware of these features that are new in the Windows 10 Fall Creators Update:
- The notoriously insecure SMBv1 networking protocol, exploited in recent ransomware attacks including WannaCry and Petya, won’t be included on clean installs of the Windows 10 Fall Creators Update, but SMBv1 components will remain if you do in-place upgrades on PCs that already have the component installed.
- Windows Defender Advanced Threat Protection (ATP), a suite of tools introduced in Windows 10 that helps enterprise customers protect their users and networks against threats and respond to attacks, is being beefed up. Among other things, it will run on the Windows Server OS.
- ATP is also part of Windows Defender Application Guard for Microsoft Edge, available only for Windows 10 Enterprise Edition. It protects against malware attacks by confining visits to unknown or untrusted websites to a virtual machine, so that attacks can’t spread to a PC or the network.
- Windows AutoPilot, which improves self-service deployments of Windows 10 PCs, gets a variety of tweaks, including better mobile device management (MDM) services.
- Windows Analytics’ new Device Health tool gathers information on how PCs perform in an enterprise, and based on that, identifies potential issues and outlines steps to resolve them.
- Enterprises get more control over what kind of information Windows Analytics gathers for the IT staff. In order to improve users’ privacy, IT staff can limit the information collected by Windows Analytics to only diagnostic data.
For more details about new features for IT, see “What’s new in Windows 10, version 1709 IT Pro content,” “Announcing end-to-end security features in Windows 10” and “Delivering the Modern IT promise with Windows 10” from Microsoft.
Windows 10 Creators Update (version 1703)Release date: April 5, 2017
Version 1703, dubbed the Creators Update, is the major update to Windows 10 that preceded the Fall Creators Update. Here’s a quick summary of what’s new for users in the Creators Update. (For more details, see our full review.)
- It helps you better organize the Start menu by letting you put multiple tiles for apps into a single folder — for example, you can group all social media apps into one folder.
- Users are given a bit more control over the update process: They can delay an update for three days and keep delaying it in three-day increments, or choose specific times for updates to install.
- The Edge browser has gotten some improvements, including having Flash disabled by default for security reasons and supporting the ePub and PDF formats for reading books and other content.
- Microsoft added some 3D and virtual reality features, including running HoloLens virtual reality and mixed reality apps for the first time, and introducing a Paint 3D app for creating 3D objects.
- System settings that previously were in multiple locations have been consolidated into the Settings app.
- There’s a new all-in-one security dashboard called Windows Defender Security Center that consolidates many security and computer health settings and information.
- New gaming features include streaming gaming sessions over the internet; a Game Mode to improve gaming performance; and a Game bar to let you record your gameplay, take screenshots and perform games-related tasks.
- The Cortana personal assistant gets a few modest additions, including scheduling monthly reminders and helping you set up devices.
What IT needs to know: IT staff should be aware of these features that are new in the Windows 10 Creators Update:
- Security has been improved in a number of ways, including adding new features and insights into Windows Defender Advanced Threat Protection (ATP) to better investigate and respond to network threats. Among the new features are sensors in memory, better intelligence and improved remediation capabilities.
- Several new configuration service providers (CSPs) available in the Creators Update let administrators manage Windows 10 devices through Mobile Device Management (MDM) or provisioning packages. The DynamicManagement CSP, for instance, can enable or disable certain device features depending on location, network presence or time.
- New mobile application management capabilities can protect data on personal mobile devices without requiring each device to be part of the corporate MDM.
- The Windows Configuration Designer (previously called Windows Imaging and Configuration Designer) includes new wizards to make it easier to create provisioning packages, including for desktop devices, Windows mobile devices, Surface Hub devices, HoloLens devices and kiosk devices.
- Enterprise security administrators get a more comprehensive documentation library for Windows Defender Antivirus.
- If an enterprise-wide update policy hasn’t been configured, users with Windows Pro, Windows Enterprise or Windows Education editions have much more control over how Windows updates. With the Creators Update, users can now automatically delay cumulative monthly updates for up to 30 days, and can delay feature updates by up to 365 days.
For more details about new features for IT, see the Microsoft blog posts “Windows 10 Creators Update advances security and best-in-class modern IT tools” and “What’s new in Windows 10, version 1703 IT pro content.”
About that ‘AI bubble’ — Microsoft doesn’t see one.
The alarms and flashing red lights are warning we’re in an AI bubble. Hundreds of billions of dollars are being invested in the technology by Microsoft, Google, Amazon, Meta, Nvidia, Intel, and generative AI (genAI) startups like Anthropic, OpenAI, and others.
More and more, economists, analysts, and even tech companies worry: What if the genAI bubble will be the biggest tech bust of all time?
A McKinsey report warns: “Nearly eight in 10 companies report using gen AI — yet just as many report no significant bottom-line impact. Think of it as the ‘genAI paradox.’” An MIT report, The GenAI Divide: State of AI in Business 2025, adds that 95% of genAI pilots in businesses are failing. And the data and analytics firm S&P Global is warning that 42% of companies abandoned most of their AI pilots by the end of last year, up 17% from 2023.
Gary Marcus, a founder of two AI companies, has been sounding the call loudest of all, most recently in a column for The New York Times, warning that the countless billions spent on genAI will be wasted because there will be little payback. Instead, he argues, companies like Microsoft should instead put their money in more targeted ways for specific purposes like medical research.
Microsoft begs to differ. It’s essentially been saying: “AI bubble? What AI bubble?” and doubled down on its AI spending. The company’s not alone. Amazon, Google, Meta, OpenAI and all the other AI believers are doing the same thing.
Follow the moneyTo understand why Microsoft continues to bet big on AI, take a look at its spending plans and the customer demand for its AI services. Microsoft execs laid them out during the company’s most recent earnings call, which covered the first quarter of the 2026 financial year.
Microsoft reported in the call that its capital spending for the quarter jumped to $34.9 billion, driven primarily by AI spending. That’s about a 50% increase over the $24.2 billion in capital spending in the previous quarter.
And that’s just the beginning. It says it’s going to spend more than $80 billion in capital spending, and possibly much more. All that spending, the company says, is because of surging demand for AI.
That doesn’t even include the deal it made to invest $15.2 billion in the United Arab Emirates for AI infrastructure. So in all likelihood, spending in the 2026 fiscal year will be far beyond $80 billion.
Amy Hood, Microsoft’s finance chief, said the company has to keep spending that and more because it can’t keep up with customers’ demands for its AI services.
“I thought we were going to catch up,” she said during the call. “We are not. Demand is increasing. It is not increasing in just one place. It is increasing across many places.”
She added that Microsoft already has $400 billion under contract for future sales. “That’s for booked business,” she said. “Today.”
The $400 billion is an understatement. It doesn’t include $250 billion in computing power for AI that OpenAI has agreed to buy from Microsoft.
Bubble or no bubble?So is there an AI bubble? And if so, what will be the effects on Microsoft if it pops?
Most people agree there is a bubble. Even those with the most to gain from AI think we’re in one. OpenAI CEO Sam Altman believes it will eventually burst. And when it does, he says, “Someone is going to lose a phenomenal amount of money. We don’t know who, and a lot of people are going to make a phenomenal amount of money.”
No surprise: He believes that he and OpenAI will be among those making “a phenomenal amount of money.”
He’s right that there’s a bubble. Bubbles are an inevitable part of the way technology makes its way into the economy and people’s lives. Venture capitalists invest in many companies during bubbles, knowing that most will fail. But even if only a handful of their investments hit it big, VCs more than make up for their bad bets. That’s the phase we’re in right now.
The last time this happened in a big way was 25 years ago, at the height of the dot-com bust. Companies that died during it deserved to die — nothing supported their sky-high valuations. Pets.com, the poster child for the bust, left investors with $369 million in losses. By the fourth quarter of 1999, it had spent $61.8 million and had only $5.8 million in sales. The company went from its IPO to liquidation in a mere 268 days.
The dot-com bubble bursting, though, didn’t mean that there was no money to be made on the internet, or that it wouldn’t change the way people live and do business. Our world has changed dramatically because of the internet. Trillion-dollar fortunes have been made on it and continue to be made.
The same thing will happen with the AI bubble. Companies with no real value will fail; those that offer value will thrive.
How will the bubble affect Microsoft?Expect Microsoft to be one of those that flourish. Unlike many AI companies, it’s got lots of interested customers and significant AI revenue — as the company noted in its earnings report, it can’t keep up with demand.
The company is also aware that genAI might not pay out in a big way, but that other kinds of AI will. So it’s betting big on helping companies build AI agents that do things such as advanced data analysis, task automation and decision making. Microsoft is also targeting specific tasks, such as for medicine. More will follow.
So, bubble or not, Microsoft will likely thrive no matter what comes next.
Rhadamanthys infostealer disrupted as cybercriminals lose server access
Synology fixes BeeStation zero-days demoed at Pwn2Own Ireland
Hackers abuse Triofox antivirus feature to deploy remote access tools
Microsoft: Windows 11 23H2 Home and Pro reach end of support
- « první
- ‹ předchozí
- …
- 22
- 23
- 24
- 25
- 26
- 27
- 28
- 29
- 30
- …
- následující ›
- poslední »



