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

iOS 27

Apple Says iOS 27.3 Beta Coming Next Week

Friday October 30, 2026 2:45 pm PDT by
Apple today announced that the first iOS 27.3 developer beta will be released next week and enable some Apple Intelligence features in China. In a press release shared on the Apple Newsroom website in China, Apple said the beta will be released on Wednesday, November 4, but that likely means Tuesday, November 3 in the U.S. due to time zone differences. Apple said iOS 27.3 will then be...
apple tv siri ai

Older Apple TV 4K Models to Gain Apple Intelligence and Siri AI Support

Tuesday October 13, 2026 8:16 am PDT by
Apple today said that second- and third-generation Apple TV 4K models will gain Siri AI in beta with tvOS 27.2. Siri AI on the Apple TV adds conversational entertainment searches, follow-up questions, and personal context through a paired compatible device. Setup requires the Home app's home owner to have an Apple Intelligence-enabled iPhone or iPad running the latest software, with Siri AI...
Apple Greg Joswiak

Greg Joswiak Says Apple Isn't Focused on Making AI for 'Lunatic Fringe'

Thursday October 15, 2026 7:52 am PDT by
In an interview with TIME's Andrew R. Chow, Apple's marketing chief Greg Joswiak said Apple Intelligence is meant for "everyday people" as opposed to the "lunatic fringe." The full sentence: "In the midst of a populist AI backlash, they contend that they are building a modest but personalized and privacy-preserving form of AI that will actually help ordinary people as opposed to merely...

Top Rated Comments

Taq'aix Avatar
18 weeks ago
The AI bubble can’t burst soon enough.
Score: 27 Votes (Like | Disagree)
smeagol Avatar
18 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)
18 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
18 weeks ago
👏 NOBODY 👏 WANTS 👏 THIS 👏 AI 👏 GARBAGE 👏
Score: 20 Votes (Like | Disagree)
turbineseaplane Avatar
18 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)
18 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
iPhone 18 Pro Max Wins Battery Test Involving 32 Smartphones
iPhone 18 Pro Max Wins Battery Test Involving 32 Smartphones
11 minutes ago
AirTag 2 4-Pack Hits Record Low $69.99 Price Ahead of Black Friday
AirTag 2 4-Pack Hits Record Low $69.99 Price Ahead of Black Friday
2 hours ago
Rumored Apple Smart Glasses Mentioned in Supplier's Earnings Briefing
Rumored Apple Smart Glasses Mentioned in Supplier's Earnings Briefing
2 hours ago
Apple Chip Supplier TSMC Approves $1 Billion AI Investment
Apple Chip Supplier TSMC Approves $1 Billion AI Investment
4 hours ago
Make Apple Watch Listen for Sounds Like the Doorbell
Make Apple Watch Listen for Sounds Like the Doorbell
5 hours ago
'Apple Support Community' Permanently Closing on November 20
'Apple Support Community' Permanently Closing on November 20
12 hours ago
Apple's Holiday Gift Guide Highlights iPhone Duo and More
Apple's Holiday Gift Guide Highlights iPhone Duo and More
15 hours ago
Three Workers Die at Tata iPhone Parts Plant in India
Three Workers Die at Tata iPhone Parts Plant in India
15 hours ago
iCloud Mail, Calendar, Contacts and More Experiencing Outage [Updated]
iCloud Mail, Calendar, Contacts and More Experiencing Outage [Updated]
16 hours ago
Apple's Claris Testing 'Harbor' App for Local AI on Macs
Apple's Claris Testing 'Harbor' App for Local AI on Macs
16 hours ago
iFixit's PROLED MacBook Pro Teardown Reveals Logo LEDs
iFixit's PROLED MacBook Pro Teardown Reveals Logo LEDs
18 hours ago
10 Free iPhone Duo Apps Worth Downloading
10 Free iPhone Duo Apps Worth Downloading
19 hours ago
Apple Releases New AirPods Firmware
Apple Releases New AirPods Firmware
19 hours ago
Amazon Begins Early Black Friday Sale, Featuring Sitewide Discounts on Tech and Decor
Amazon Begins Early Black Friday Sale, Featuring Sitewide Discounts on Tech and Decor
22 hours ago
Apple Announces Swift Student Challenge Ahead of WWDC 2027
Apple Announces Swift Student Challenge Ahead of WWDC 2027
22 hours ago
Next iPad Air Likely to Have These 10 New Features
Next iPad Air Likely to Have These 10 New Features
22 hours ago
iPad Mini 2021 vs. 2026 Buyer's Guide: Is It Worth Upgrading?
iPad Mini 2021 vs. 2026 Buyer's Guide: Is It Worth Upgrading?
22 hours ago
New Apple TV Sign Language Feature Announced
New Apple TV Sign Language Feature Announced
23 hours ago
Disable Touch on MacBook Pro PROLED XDR and When Using Sidecar
Disable Touch on MacBook Pro PROLED XDR and When Using Sidecar
23 hours ago
Anker's Early Black Friday Sale Surprises With Mystery Boxes and Big Discounts
Anker's Early Black Friday Sale Surprises With Mystery Boxes and Big Discounts
1 day ago
Apple Arcade Adding These Four Games in December
Apple Arcade Adding These Four Games in December
1 day ago
OLED iPad Air Rumored to Launch in Two Sizes in Early 2027
OLED iPad Air Rumored to Launch in Two Sizes in Early 2027
1 day ago
The Original iPod Went on Sale 25 Years Ago Today
The Original iPod Went on Sale 25 Years Ago Today
1 day ago
Apple Maps Could Factor Parking Into Your Arrival Time
Apple Maps Could Factor Parking Into Your Arrival Time
1 day ago
Waze Now Alerts Drivers to Nearby Cyclists Using Garmin LiveTrack
Waze Now Alerts Drivers to Nearby Cyclists Using Garmin LiveTrack
1 day ago
iPhone 20 Pro: Ten Big Changes That Could Redefine Apple's Flagship
iPhone 20 Pro: Ten Big Changes That Could Redefine Apple's Flagship
1 day ago
Here's What Apple Fixed in iOS 27.2.1 and macOS 27.2.1
Here's What Apple Fixed in iOS 27.2.1 and macOS 27.2.1
2 days ago
Webex Gets iPhone Duo Support
Webex Gets iPhone Duo Support
2 days ago
Meta's Muse AI Agent Comes to Apple Watch
Meta's Muse AI Agent Comes to Apple Watch
2 days ago
Anker Launches Eufy Security Cam With Auto-Tracking Light
Anker Launches Eufy Security Cam With Auto-Tracking Light
2 days ago