Apple Vision Pro is the one platform that could be impacted by the advent of AI the most, and Apple’s WWDC announcements for visionOS 27 show why.
WWDC 2026 is underway, and Apple is showing off all of the new features coming to each of the OS 27 updates due in the fall. Since Apple Intelligence can run on Apple Vision Pro, the new AI features are coming to the platform in addition to some platform-specific upgrades.
Apple has only just announced visionOS 27, so keep refreshing for more details as they become available.
visionOS is a relatively new operating system from Apple, so it has a lot of room to grow with each release. This is only its second full software revision, given that visionOS 2 was announced four months after Apple Vision Pro’s launch.
When Apple pre-announced its accessibility features, Apple Vision Pro was included with eye-tracking wheelchair control. AI-generated subtitles for video, Accessibility Reader, and the new natural language Voice Control are all coming to Apple Vision Pro as well.
Let’s get into what was revealed for visionOS 27 during the main WWDC keynote.
Spatial Panoramas
Apple’s WWDC keynote has a peculiar order to it, so it hasn’t provided in-depth feature upgrades for each OS as usual. However, new features for each device have been shared so far.
Spatial Panoramas open up new customization options for visionOS 27
For Apple Vision Pro and visionOS 27, there is a new Spatial Panoramas feature. Users can convert a panorama into a spatial 3D view.
Spatial Panoramas can also be set as custom environments which will open up customization on the platform.
Spatial Siri
visionOS 27 gains a new Siri interaction capability through spatial widgets. Add a Siri bauble to your environment for quick and easy access to the new Siri AI.
Siri gets a new 3D widget for visionOS 27
There’s no need for a wake word. Just look at the Siri AI widget and start speaking to interact with the AI.
Apple Intelligence has been upgraded with a new backend trained by Google Gemini technology. It has more contextual understanding and can interact privately with your on-device data to perform actions and answer questions.
The new models enable users to ask questions about objects they are looking at through their visionOS passthrough video feeds. Other AI features announced for iOS 27 like the improved Spotlight search and indexing are also coming to Apple Vision Pro.
Spatial Reframing
Any photo that could already be made into a spatial photo through conversion on Apple Vision Pro can now be edited with Spatial Reframing. The Photos app gained several new AI editing features, but the Spatial Reframing feature combines them into one.
Spatial Reframing lets users change how an image was framed via AI generation
Users can take an image, crop in, rotate the subject separate from the background, and have it extend otherwise missing data around the edges all at once.
Additional visionOS 27 features
Apple touched on a lot of updates across its operating systems all at once. Here’s some of what is specifically coming to its spatial computing platform.
New environment- Thórsmörk
Curved windows for apps like safari, Apple TV multiview, and Freeform
Expand notifications just by glancing at them
New control center design
Faster WiFi connection where Apple Vision Pro starts and connects to WiFi up to 3x faster
Preview and edit 3D models from your Mac directly in your space
Quick look enhancements where you can now override materials to view wireframes and uv maps, and add annotations
Mac Virtual Display widget lets you connect to Mac with just a tap even when it’s closed
New extra small widget size
iMessage syncs faster
Safari now supports fully immersive web experiences like 360° backgrounds
Dwell control now allows you to glance at a selection marker to complete the interaction instead of using a timer
More will be revealed as the developer betas are installed and users are able to dive through each tiny detail. Since more time was spent on Apple Intelligence updates than specific OS feature changes, there are sure to be a lot of upgrades, feature introductions, and design tweaks that haven’t been mentioned yet.
Stay tuned as AppleInsider shares every new detail.
Everyone in tech has heard of the 3-2-1 backup rule. It’s the kind of advice that gets repeated so often it starts to feel like background noise, the digital equivalent of “eat your vegetables.” It’s simple, it works, and it has saved countless people from catastrophic data loss.
And yet, most of us, even those of us who write about this stuff for a living, don’t actually follow it. Not properly. Not consistently. Not in a way that would actually save our bacon if a drive died tomorrow.
What the 3-2-1 rule actually says
Three copies, two media types, one off-site, zero excuses
The 3-2-1 rule has been around since the early 2000s, and it has stuck around for a reason. It’s clear, it’s memorable, and it covers most of the ways data tends to disappear on you.
The breakdown is this: keep three total copies of your data, store them on two different types of storage media, and make sure one copy lives off-site. Your working file on your laptop counts as one. An external SSD or a NAS on your desk counts as the second. A cloud backup, or a drive you keep at a friend’s house, satisfies the off-site requirement.
The logic is layered. Three copies mean a single failure isn’t fatal. Two media types mean a flaw common to one kind of storage (a bad batch of drives, a firmware issue) won’t take everything down at once. The off-site copy is the insurance against the dramatic stuff: fire, flood, theft, or a ransomware attack that walks across every device on your local network.
It’s worth noting that some folks now argue 3-2-1 is showing its age, and newer variants like 3-2-1-1-0 (adding an immutable or air-gapped copy with zero recovery errors) have started to take its place in serious IT circles. But for the average person? Nailing the original 3-2-1 would still put you ahead of basically everyone you know.
Quiz
8 Questions · Test Your Knowledge
Data backups and the 3-2-1 rule Trivia challenge
Think you know how to keep your data safe? Test your knowledge of backup strategies, rules, and best practices.
Backup RulesStorageStrategyRecoverySecurity
What does the ‘3’ in the 3-2-1 backup rule refer to?
That’s right! The ‘3’ means you should maintain 3 total copies of your data — the original plus two backups. Having multiple copies dramatically reduces the risk of total data loss from any single failure.
Not quite. The ‘3’ refers to keeping 3 total copies of your data, including the original. This redundancy ensures that even if one or two copies are lost or corrupted, you still have a surviving copy to restore from.
In the 3-2-1 backup rule, what does the ‘2’ stand for?
Exactly! The ‘2’ means your copies should be stored on at least 2 different types of media — for example, an external hard drive and a cloud service. This protects you from media-specific failures like a hard drive manufacturer defect.
Not quite. The ‘2’ in the 3-2-1 rule refers to using 2 different types of storage media, such as a local NAS drive and a cloud service. Diversifying your media types guards against failure modes that might affect one type but not another.
What does the ‘1’ in the 3-2-1 backup rule specify?
Correct! The ‘1’ means at least one copy must be stored offsite — away from your primary location. This protects your data from local disasters like fires, floods, or theft that could destroy everything stored in one place.
Not quite. The ‘1’ requires that at least one copy be stored offsite, such as in a cloud service or at a separate physical location. Local disasters like fires or floods can wipe out everything in a single building, so offsite storage is a critical safeguard.
The 3-2-1-1-0 backup strategy adds two extra elements to the original 3-2-1 rule. What does the second ‘1’ represent?
Spot on! The second ‘1’ means one copy should be offline, air-gapped, or immutable — such as a WORM drive or tape that ransomware cannot reach and overwrite. This is a critical defense against modern ransomware attacks that specifically target connected backups.
Not quite. The extra ‘1’ in 3-2-1-1-0 stands for one copy that is offline, air-gapped, or stored in an immutable format like WORM media. This prevents ransomware or malicious actors from encrypting or deleting all your backup copies simultaneously.
In the 3-2-1-1-0 rule, what does the ‘0’ at the end signify?
Exactly right! The ‘0’ means zero backup errors — all backups should be verified and tested to ensure they can actually be restored. A backup you’ve never tested is not a reliable backup, as corrupt or incomplete backups offer false security.
Not quite. The ‘0’ stands for zero errors, meaning every backup should be verified and confirmed restorable. It’s a common but dangerous mistake to assume backups work without testing them — many organizations have discovered corrupted backups only when they desperately needed them.
Which of the following backup types only saves data that has changed since the last FULL backup, regardless of any incremental backups in between?
Well done! A differential backup saves all changes made since the last full backup, growing larger over time until the next full backup is performed. Compared to incremental backups, restoring from a differential backup is faster because you only need two sets: the last full backup and the latest differential.
Not quite. That’s a differential backup. Unlike incremental backups (which only save changes since the last backup of any type), differential backups capture everything changed since the last full backup. This makes them faster to restore but they consume more storage space over time.
What is the term for the maximum amount of data loss a business or individual is willing to accept, measured in time, when a data loss event occurs?
Correct! Recovery Point Objective (RPO) defines how much data you can afford to lose, measured in time — for example, an RPO of 4 hours means you back up every 4 hours and can tolerate losing up to that much work. It directly determines how frequently you need to perform backups.
Not quite. The correct term is Recovery Point Objective (RPO), which defines the maximum acceptable age of the files you need to recover after a failure. RPO is different from RTO (Recovery Time Objective), which measures how quickly you need to be back up and running after an incident.
Why is it generally recommended that at least one backup copy be kept ‘air-gapped’ in a modern backup strategy?
Exactly! An air-gapped backup is physically isolated from any network, meaning ransomware and remote attackers cannot reach it to encrypt or delete it. As ransomware increasingly targets connected backup systems, an air-gapped copy serves as the last line of defense for guaranteed recovery.
Not quite. The key benefit of an air-gapped backup is that it has no network connection, making it completely unreachable by ransomware, hackers, or remote attacks. Modern ransomware strains are specifically designed to find and encrypt connected backup drives, so an offline copy is your most reliable safety net.
Challenge Complete
Your Score
/ 8
Thanks for playing!
The advice is everywhere, and almost nobody does it
Knowing the rule and living the rule are very different things
Credit: Patrick Campanale / How-To Geek
Here’s the awkward part. If you spend any time reading tech blogs, watching YouTube channels about home labs, or lurking in subreddits about data hoarding, you’ve absorbed the 3-2-1 gospel a hundred times over. You can recite it. You can explain it to your relatives at Thanksgiving. You probably have, at some point, given a friend a mini-lecture about why their “I just keep everything in Google Drive” approach is not, in fact, a backup strategy.
And then you go back to your own setup and realize that you’re running on two copies at best, both of them sitting in the same apartment, one of them being the original.
I’ve done this. People I respect in this industry have done this. It’s almost a running joke. The folks who should know better are often the ones with the messiest, most fragile backup situations, because we know just enough to feel like we have it under control without actually having it under control.
Why the dorks who write about tech still don’t follow it
Knowing better doesn’t make doing better any easier
Credit: Tim Rattray/How-To Geek
So why is the gap between “I know the rule” and “I follow the rule” so wide? A few reasons, and I’ll cop to all of them.
The first is that backups are boring. They’re invisible when they work, and they only matter on the worst day of your computing life. There’s no satisfying dopamine hit from setting up a proper rotation, the way there is from configuring a new mechanical keyboard or finally getting your home server to do that one thing. A backup that quietly does its job for five years feels like nothing happened, because, well, nothing did.
The second is that doing it properly costs money, and the cost is ongoing. An external drive is a one-time hit, sure, but cloud storage is a monthly bill that grows as your data grows. Services like Backblaze, iDrive, or even just a beefy plan on a general-purpose cloud provider can be a worthwhile investment, but they’re competing with every other subscription you’re already paying for. It’s easy to put off “set up a real off-site backup” until next month, and then keep putting it off.
The third reason is that the threat landscape has changed in a way that makes the rule feel both more important and more daunting at the same time. Modern ransomware actively hunts for backup repositories and tries to delete or encrypt them too, which is why the industry has been pushing toward immutable and air-gapped copies as a fourth layer. For someone who hasn’t even gotten the basic 3-2-1 in place, hearing “actually, you need 3-2-1-1-0 now” can feel like a reason to give up rather than to start.
The fix is genuinely not that hard
You don’t need a homelab, you just need to start
Credit: Patrick Campanale / How-To Geek
The truth is that getting to a real 3-2-1 setup, even a modest one, is a weekend project at most. An external drive plus an automated tool like Time Machine, File History, or a script-based solution covers the local copy. A consumer cloud backup service covers the off-site copy. That’s it. That’s the whole thing. You can layer on NAS gear, immutable snapshots, and offline drives later if you catch the bug, but the baseline is genuinely accessible.
The trick is to stop letting perfect be the enemy of good. A flawed 3-2-1 setup that runs automatically beats a theoretically perfect one you’ve been planning for two years but never built. And though I trashed it earlier, even one extra copy of the files that matter to you on a separate device is better than literally nothing.
We all know better, and we still don’t do it
Consider this your nudge, and mine
Credit: Justin Duino / How-To Geek
The 3-2-1 rule isn’t outdated (well, only a little bit outdated), isn’t complicated, and isn’t expensive in any meaningful sense compared to the value of the data it protects. It’s just unglamorous, and unglamorous things tend to lose the fight for our attention.
Maybe this weekend, then
If you’re reading this and quietly auditing your own setup in your head, you already know whether you’re covered or not. I know I’m not, fully, and writing this is partly an exercise in shaming myself into finally fixing it. The good news is that the rule is forgiving. You don’t have to get it right on the first try, you just have to start, and your future self, the one staring at a dead drive at 11 p.m. on a Tuesday, will thank you.
7/10
Storage capacity
1TB, 2TB, 4TB, 8TB
If you want a secure, super-fast, reliable place for your backups that need to be accessed often – such as projects you work on or your game library – this SSD is the way to go. It’s not cheap, but it’s blazing fast, and it’ll last you for years.
To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions.
Functional
Always active
The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network.
Preferences
The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user.
Statistics
The technical storage or access that is used exclusively for statistical purposes.The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you.
Marketing
The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes.