July 21, 2026
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On this week’s Sunday Reboot, Apple’s AI model-shrinking speak may have huge advantages, with an opportunity of additionally being a billion-dollar deal if it performs its playing cards proper.

Sunday Reboot is a weekly column protecting a number of the lighter tales throughout the Apple actuality distortion area from the previous seven days. All to get the following week underway with an excellent first step.

Small AI fashions, huge pricing

Again on July 9, a startup within the AI world gained plenty of consideration. PrismML used the legendary energy of arithmetic and science to in some way minimize down the scale of enormous language fashions (LLMs) by a substantial quantity.

The method resulted in fashions just like the 54GB Qwen 3.6 being compressed right down to an astoundingly tiny 4GB. That is a 27 billion-parameter mannequin being smushed right down to a dimension that may match on some promotional USB thumb drives from again within the day.

Whereas there was some suspicion that Apple was trying on the startup, it was confirmed by PrismML itself on July 14. In an interview, PrismML CEO Babak Hassibi mentioned that Apple and different firms have been evaluating the work of its expertise.

Hassibi’s public affirmation was an fascinating one, particularly since Apple tends to NDA all the pieces it does with different firms. Whereas it’s unknown if Apple did the identical with PrismML, Hassibi appears assured sufficient within the tech to disregard the doable ire from a doubtlessly huge shopper.

I say “shopper” as a result of this type of essential factor within the present AI-centric market warrants acquisition talks. It is one thing that, if one firm buys PrismML and makes the tech unique to it, the customer then has a critical benefit over the remainder of the trade.

An acquisition is totally a risk for Apple, based mostly on the July 15 report in regards to the reign of John Ternus is believed that Apple is displaying indicators of fixing its acquisition ways, from spending a whole lot of hundreds of thousands on a single firm to spending billions.

It is a particularly small change. What’s an additional decimal place between buddies?

This type of benefit may effectively be valued on the billion-dollar stage to Apple, if it does purchase the startup. That mentioned, it could additionally require the startup to be prepared to be bought, too.

Hassibi’s interview would not actually appear to be somebody prepared to promote up. It feels extra like he is making an attempt to get extra consideration from different AI corporations to create a bidding warfare, if the corporate does need to be offered.

The choice is that he is making an attempt to safe as many profitable licensing agreements as doable from AI firms usually. All whereas remaining unbiased.

Both route looks as if a win for PrismML.

On-device benefit

For Apple, if the expertise is sound, it has huge advantages, particularly for its purpose of accelerating the quantity of on-device processing.

Apple’s present downside is that iPhones do not have huge quantities of reminiscence, nor do most entry-level shopper units. Whereas some AI-related duties may be carried out with on-device processing, it could get offloaded to a cloud server.

The distant processing can carry out a lot larger duties and workloads than a smartphone. Partly due to the upper quantity of processing functionality, however largely as a result of the server can have huge quantities of reminiscence to deal with the sizable fashions within the first place.

Smartphone screen showing Siri AI text conversation about Apple subscription pricing, with a dark blurred background, white chat bubbles, and part of a colorful circular graphic at the bottom

Siri on the iPhone is healthier below iOS 27 and macOS 27 Golden Gate.

Apple has managed to make use of a technique of distillation and coaching to recreate a few of Google Gemini’s performance in a smaller iPhone-friendly mannequin. However one thing like PrismML could possibly be a pressure multiplier.

Not solely may the large fashions doubtlessly work totally on an iPhone within the first place, however these distilled fashions may get even smaller. That frees up extra reminiscence for processing the duties that use these distilled fashions.

Add within the persevering with enhancements in AI processing which might be coming down the road, and a future iPhone could possibly be an absolute beast.

Higher AI on extra {hardware}

There’s additionally the opportunity of Apple doing one thing utterly sudden: increasing Apple Intelligence’s attain.

Throughout WWDC, Apple mentioned that probably the most highly effective on-device fashions can be obtainable solely on particular iPhone and Mac fashions. That features the iPhone Air and iPhone 17 Professional with 12GB of reminiscence, the M4 iPad additionally with 12GB of reminiscence, and an M3 Mac with the identical reminiscence or higher.

Colorful abstract star logo beside text listing compatible Apple devices: iPhone Air, iPhone 17 Pro, iPad with M4 and later, and Mac with M3 and later, each requiring 12GB memory

Apple says probably the most highly effective on-device AI fashions won’t be on all units – picture credit score: Apple

Whereas processing is an element, reminiscence is actually going to be one other. It isn’t onerous to think about Apple utilizing the PrismML tech to chop the scale of that “strongest on-device mannequin” to suit into the smaller reminiscence allowances of earlier fashions.

Extrapolating that additional, perhaps Apple may develop the supply of Apple Intelligence to older, lower-specification units.

Certain, there are some tradeoffs, akin to a lot slower processing of duties. House owners of older {hardware} would most likely be superb with that.

PrismML is a primary alternative for Apple to take a large leap on the subject of AI.

If it needs to dominate the sector on the subject of on-device processing, it has an opportunity to take a really main step towards that aim.

Final week’s Sunday Reboot talked in regards to the iPhone 17 Professional Max going right into a time capsule for 250 years, and contemplated if it’ll emerge in a single piece.



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