Apple Exploring Ways to Run Much Larger AI Models Directly on iPhones - MacRumors
Skip to Content

Apple Exploring Ways to Run Much Larger AI Models Directly on iPhones

Apple has held meetings with PrismML about ways it could use the startup's technology to run much larger AI models directly on iPhones, according to The Information.

ios 27 siri animation
The report said PrismML has managed to shrink down Alibaba's open-source large language model Qwen 3.6 to run entirely on an iPhone 17 Pro. The model has 27 billion parameters, which is larger than Apple's on-device AFM 3 Core Advanced model with 20 billion parameters. Apple's model powers iOS 27 enhancements such as Siri AI's more expressive voices and improved systemwide dictation on iPhone 17 Pro and iPhone Air models.

Unlike with AFM 3 Core Advanced, all of Qwen 3.6's parameters can be active at the same time.

"One new on-device Apple model has 20 billion parameters but uses a so-called sparse architecture, in which only 1 billion to 4 billion parameters are active at a time," the report said, in reference to AFM 3 Core Advanced. "In the case of PrismML's on-device model, all 27 billion parameters are active at the same time."

Larger models running directly on iPhones would allow for more Apple Intelligence features to run on device instead of on Apple's Private Cloud Compute servers, which could reduce Apple's costs and further enhance user privacy.

Popular Stories

Mac mini vs Studio Feature Sans Text 1

Apple Caught Off Guard by AI Demand for Mac Mini and Mac Studio

Sunday August 30, 2026 8:52 am PDT by
Apple's unusually timed announcement of new Mac mini and Mac Studio models this week was driven by unexpectedly strong enterprise appetite for AI hardware, according to The Information. Apple normally releases new Mac models in the autumn, closer to October or November, making this week's announcement unusually early, falling just before the anticipated arrival of new iPhone models. The...
apple ios 27 health app watch

iOS 27.2 Beta Previews New Apple Intelligence Health App

Wednesday September 16, 2026 10:32 am PDT by
The first beta of iOS 27.2 includes Apple's redesigned Health app, giving developers a chance to try out the features ahead of launch later this year. Apple's developer notes for the feature say the Health app is being tested in this beta, but it won't be in the launch version of iOS 27.2. It will instead come later in the year. The Health app will incorporate Apple Intelligence to turn...
apple intelligence black

Apple Intelligence Taking Up 30GB+ on Some Macs Running macOS 27

Wednesday September 23, 2026 3:30 am PDT by
After you install macOS 27 Golden Gate, Apple automatically downloads a multi-gigabyte AI model to your Mac the next time it's connected to the internet. Unlike previous versions of macOS, you can't prevent it. Siri AI, and by extension Apple Intelligence, are now a mandatory part of your system. For macOS 27 Golden Gate, Apple says the latest Apple Intelligence features require up to 14GB...

Top Rated Comments

Taq'aix Avatar
11 weeks ago
The AI bubble can’t burst soon enough.
Score: 27 Votes (Like | Disagree)
smeagol Avatar
11 weeks ago
Ultimately, Apple shot themselves in the foot by either being stingy with RAM across all devices for decades, or by upgrading to higher capacity memory prohibitively expensive in the name of profits, saying nonsense like 8GB on an Apple device is like 16GB for everyone else. AI came along and told the truth, 8GB is 8GB.
Score: 23 Votes (Like | Disagree)
11 weeks ago


The report said PrismML has managed to shrink down Alibaba's open-source large language model Qwen 3.6 to run entirely on an iPhone 17 Pro. The model has 27 billion parameters,
There are many comments here, and not one about PrismML's new technology.

What they have done is invent a new way to compress a neural network to one bit per parameter. This means each parameter is just a one or a zero. Not only does this save space, it saves a LOT of space. Now Apple's 10B-parameter on-device model will fit in just over 1GB of RAM and hence comfortably into a 6 GB iPhone. (The iPhone 15 has only 6GB of RAM.)

Not only does it save space, but it also runs with less energy because it is very easy to multiply by 1 or by 0. Most of us can do that kind of math in our heads.

How does it work exactly? I don't know yet. I assume it is not so easy as simply normalizing all values to the 0...1 range and thresholding at 0.5. I suspect that replicating the "important" parameters is involved, but I don't know how you would find them.

PrismML says they are not done yet. Of course, a width of 1 is the shortest possible, but maybe they are reducing the number of parameters without doing much harm?

PrismML says the work is based on mathematics. They don't claim AI breakthroughs or better code. This might mean they have some Linear Algebra experts.

Maybe someone here has some better insight?
Score: 20 Votes (Like | Disagree)
DanteHicks79 Avatar
11 weeks ago
👏 NOBODY 👏 WANTS 👏 THIS 👏 AI 👏 GARBAGE 👏
Score: 20 Votes (Like | Disagree)
turbineseaplane Avatar
11 weeks ago

Speak for yourself. If nobody wanted it, it wouldn’t exist.
AI does not exist right now, in its current form, because of demand for it.
Score: 16 Votes (Like | Disagree)
11 weeks ago
This is the future. If we can have current model performance on-device, that will help solve a lot of the energy problems. It's likely years away (if it ever gets there), but it should be one of the goals.
Score: 16 Votes (Like | Disagree)
Latest Stories
Top Stories: Apple Leaks, Siri AI Settlement, and More
Top Stories: Apple Leaks, Siri AI Settlement, and More
16 hours ago
watchOS 27: 12 New Things To Check Out on Your Apple Watch
watchOS 27: 12 New Things To Check Out on Your Apple Watch
22 hours ago
Banks and Credit Unions to Team Up Against Apple Pay Fees
Banks and Credit Unions to Team Up Against Apple Pay Fees
1 day ago
Apple Finally Shares tvOS 27 Release Notes With List of New Features
Apple Finally Shares tvOS 27 Release Notes With List of New Features
1 day ago
Amazon's $199 Discount on Apple Watch Ultra 3 Returns to Help Clear Stock
Amazon's $199 Discount on Apple Watch Ultra 3 Returns to Help Clear Stock
1 day ago
MacRumors Giveaway: Win an Apple Watch Ultra 4 From Lululook
MacRumors Giveaway: Win an Apple Watch Ultra 4 From Lululook
1 day ago
Apple Code Confirms iPad 12 Specs: A19, 8GB RAM, N1, C1X Modem
Apple Code Confirms iPad 12 Specs: A19, 8GB RAM, N1, C1X Modem
2 days ago
Some iPhone 18 Pro Max Users Experiencing AT&T Cellular Issues
Some iPhone 18 Pro Max Users Experiencing AT&T Cellular Issues
2 days ago
Launch Week Deals Hit Latest Macs, Apple Watch Ultra 4, and Apple Accessories
Launch Week Deals Hit Latest Macs, Apple Watch Ultra 4, and Apple Accessories
2 days ago
The MacRumors Show: Tyler Stalman Talks iPhone 18 Pro's Camera
The MacRumors Show: Tyler Stalman Talks iPhone 18 Pro's Camera
2 days ago
iPad Mini With A20 Pro, New HomePod Mini Colors, and New Apple TV 4K All Just Leaked
iPad Mini With A20 Pro, New HomePod Mini Colors, and New Apple TV 4K All Just Leaked
2 days ago
iPad Mini 8 Leaked: A20 Pro Chip, Landscape Camera, and More
iPad Mini 8 Leaked: A20 Pro Chip, Landscape Camera, and More
2 days ago
Exclusive: First Look at HomePod Mini 2 in Three New Colors
Exclusive: First Look at HomePod Mini 2 in Three New Colors
2 days ago
New Apple TV 4K Leaked
New Apple TV 4K Leaked
2 days ago
Create a Custom Pass in the Wallet App on iPhone
Create a Custom Pass in the Wallet App on iPhone
2 days ago
How to Check Your Mac's Manufacture Date in macOS 27
How to Check Your Mac's Manufacture Date in macOS 27
2 days ago
What's Gone in macOS Golden Gate and What's Next in macOS 28
What's Gone in macOS Golden Gate and What's Next in macOS 28
2 days ago
TestFlight App Gets New iOS 27 Features
TestFlight App Gets New iOS 27 Features
2 days ago
Google Photos Wardrobe Feature Comes to iOS
Google Photos Wardrobe Feature Comes to iOS
2 days ago
Apple Music to Host Free Head Trip Festival Livestream
Apple Music to Host Free Head Trip Festival Livestream
2 days ago
watchOS 27.2 Code Hints at iPhone-Style Screenshot Previews
watchOS 27.2 Code Hints at iPhone-Style Screenshot Previews
3 days ago
Beats 360 Headphones Now Available in Apple Stores
Beats 360 Headphones Now Available in Apple Stores
3 days ago
Apple Shares New Video Promoting iOS 27 Parental Controls
Apple Shares New Video Promoting iOS 27 Parental Controls
3 days ago
Apple Has Announced 12 New Products in the Past Month
Apple Has Announced 12 New Products in the Past Month
3 days ago
Apple Watch Ultra 2 vs. Ultra 4 Buyer's Guide: Should You Upgrade?
Apple Watch Ultra 2 vs. Ultra 4 Buyer's Guide: Should You Upgrade?
3 days ago
Here's When Apple TV is Airing Free 'Peanuts' Holiday Specials This Year
Here's When Apple TV is Airing Free 'Peanuts' Holiday Specials This Year
3 days ago
Square Announces Apple Business Integration
Square Announces Apple Business Integration
3 days ago
AirPods Pro 3 on Sale for $199 This Week on Amazon
AirPods Pro 3 on Sale for $199 This Week on Amazon
3 days ago
Qualcomm Announces Renewed Agreement With Apple
Qualcomm Announces Renewed Agreement With Apple
3 days ago
Apple Confirms iPhone 18 Pro Bug Fix Update is Coming Next Week
Apple Confirms iPhone 18 Pro Bug Fix Update is Coming Next Week
3 days ago