Tag: Source: 9to5mac.com

Research Shows Apple’s Newest AI Model Detects Health Issues with 92% Precision

### The Influence of Behavioral Data on Health Forecasts: Findings from the Apple-Backed Research

A recent study backed by Apple indicates that behavioral data, including movement, sleep, and exercise habits, can offer deeper health insights than conventional biometric measurements like heart rate or blood oxygen saturation. This research, originating from the Apple Heart and Movement Study (AHMS), presents a foundation model developed from vast behavioral data amassed from wearable devices, showcasing its proficiency in health forecasting.

#### Study Summary

The preprint publication titled [Beyond Sensor Data: Foundation Models of Behavioral Data from Wearables Enhance Health Predictions](https://arxiv.org/abs/2507.00191v1) discloses that the researchers developed a model referred to as the Wearable Behavior Model (WBM) using more than 2.5 billion hours of data from wearable technology. This model not only aligns with existing models but frequently exceeds them in performance, particularly those relying on low-level sensor data.

#### Insights into the Wearable Behavior Model (WBM)

In contrast to earlier health models that predominantly depended on raw sensor data from devices like the Apple Watch, the WBM prioritizes elevated behavioral metrics. These metrics encompass step count, gait stability, mobility, and VO₂ max, which are abundantly produced by the Apple Watch. The research accentuates the significance of these behavioral metrics for identifying both stable health conditions (e.g., smoking history, hypertension) and fluctuating health states (e.g., sleep quality, pregnancy).

The researchers contend that while raw sensor data can be chaotic and inundating, the processed behavioral data yields clearer perspectives on actual health patterns. The WBM model learns from refined data that emphasizes significant behaviors, ensuring greater stability and interpretability for long-term health modeling.

#### Technical Details of WBM

WBM was developed using data from 161,855 participants in the AHMS, leveraging 27 human-interpretable behavioral metrics such as active energy, walking speed, heart rate variability, respiratory rate, and sleep duration. The data was structured into weekly segments and processed using a novel architecture based on Mamba-2, which surpasses conventional Transformer models for this purpose.

#### Evaluation of Performance

To assess WBM’s efficacy, the model underwent testing across 57 health-related challenges. It outperformed a robust PPG-based model in 18 out of 47 static health prediction challenges and excelled in nearly all dynamic tasks like pregnancy detection and sleep quality evaluation. The sole exception was diabetes, where the PPG model showed superior performance.

Integrating WBM with PPG data produced the most precise predictions, achieving an impressive 92% accuracy in pregnancy detection and consistent advancements in sleep quality, infection detection, and cardiovascular evaluations.

#### Final Thoughts

The research underscores that WBM is designed to augment rather than substitute traditional sensor data. By capturing extensive behavioral signals, WBM complements short-term physiological data from PPG to enhance the identification of important health transitions. This synergistic approach holds promise for improved early detection of health changes, paving the path for more effective health monitoring via wearable technologies.

For those seeking additional information on the Apple Heart and Movement Study and related research, further details can be accessed

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9to5Mac Daily: July 10, 2025 – News on Vision Pro 2 Speculations and macOS 26 Beta Launch

**9to5Mac Daily: Your Destination for Daily Apple Updates and Insights**

In the rapidly evolving tech landscape, remaining informed with the newest developments is essential, particularly for Apple fans. 9to5Mac Daily acts as a dependable source for daily summaries of the key narratives impacting the Apple ecosystem. This podcast is crafted to keep audiences updated on the latest advancements, product releases, software enhancements, and industry dynamics.

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– Recent announcements of Apple products
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Listeners are encouraged to subscribe on their preferred platform to ensure they never miss an episode.

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– Ad-free versions of all episodes
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This subscription not only elevates the listening experience but also directly supports the creators.

**Engagement and Feedback**

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iPhone 17 Air Color Choices, Apple’s 2026 Product Range, and More Updates

# Apple Product Speculations: iPhone 17 Air, Early 2026 Offerings, and Vision Pro News

This week’s Rumor Replay edition from 9to5Mac sheds light on several captivating speculations regarding future Apple products, including the iPhone 17 Air, an anticipated lineup for early 2026, and updates on the Vision Pro headset. Below is a recap of the most recent insights.

## iPhone 17 Air Hues, A19 Pro, and Other Speculation

Recent revelations indicate thrilling features for the iPhone 17 series, especially the iPhone 17 Air. It is rumored to come in a “very light” blue, along with other hues such as:

– Black
– Silver
– Light Gold
– Light Blue

Moreover, the iPhone 17 Air is forecasted to be driven by a modified A19 Pro chip, which might lead to some confusion within the series due to its rumored fewer GPU cores relative to the Pro variants. Furthermore, all iPhone 17 versions are expected to showcase slimmer bezels and a revamped Dynamic Island UI, enhancing the user interface.

## New Studio Display, iPads, Macs, and More for Early 2026

Mark Gurman from Bloomberg has delineated potential product launches by Apple for early 2026, which might include:

– M5 MacBook Air
– A fresh external display, likely a successor to the Studio Display
– iPhone 17e
– M4 iPad Air
– An entry-level iPad featuring a quicker chip
– Possibly a new ‘HomePad’

Although the M5 MacBook Pro was originally anticipated this fall, it might also be deferred to 2026. This change suggests Apple’s transition toward a more consistent yearly product release rhythm, particularly regarding its iPad and budget-friendly offerings.

## Vision Pro 2 Arriving This Year, Vision Air in 2027

Updates concerning Apple’s Vision products indicate that an M4 Vision Pro is scheduled for release by late 2025, featuring minor enhancements such as a new strap for better comfort. In addition, a lighter-weight Vision product, possibly dubbed Apple Vision Air, is slated for 2027, aiming to broaden the headset’s reach to a wider audience.

## Conclusion

The latest speculations point to an exciting future for Apple’s product array, with promising advancements for the iPhone 17 Air, a substantial early 2026 rollout, and progress in the Vision Pro line. As these speculations materialize, they underscore Apple’s persistent dedication to innovation and user satisfaction. What are your thoughts regarding these forthcoming products?

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Apple Unveils New Beta Firmware for AirPods Pro 2 and AirPods 4

Apple’s beta software cycle has experienced a hectic week, with updates like iOS 26 and iPadOS 26 launching first, followed by the arrival of tvOS 26 beta 3 just a day later. Recently, Apple has unveiled new beta firmware for AirPods Pro 2 and AirPods 4. Here’s what you need to be aware of.

### Latest AirPods Firmware Brings Support for New iOS 26 Features

This summer, Apple has streamlined the installation of AirPods beta firmware, coinciding with a transition to more regular beta releases. Traditionally, AirPods betas have appeared far less frequently than those for iOS and macOS, often leading to multiple new iOS betas released in between AirPods firmware updates. Nonetheless, with the launch of iOS 26 beta 3, Apple has also introduced a third AirPods firmware beta, specifically for AirPods Pro 2 and AirPods 4.

The new update is designated version number 8A5308b. The previously issued beta firmware was version 8A293c, which first appeared in late June. The new firmware’s exclusivity to AirPods Pro 2 and AirPods 4 is logical, as most of the new iOS 26 features are restricted to those models, necessitating an H2 chip.

If you’re considering upgrading your AirPods, Amazon is currently offering several models at record low prices. AirPods Pro 2 are now available for just $149, reduced from $249, while AirPods 4 can be purchased for $89, down from $129.

### Best AirPods Pro Accessories

For AirPods Pro owners, there is a wide array of accessories available to enhance the overall experience. From protective cases to wireless charging pads, these accessories are designed to help sustain the durability and performance of your AirPods.

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Apple Set to Launch New Mac External Monitor, MacBooks, iPads, and Additional Products in Early 2026

Apple is preparing for a major product launch schedule in early 2026, as detailed in a recent report by Bloomberg. The technology leader is poised to introduce updates across its iPhone, iPad, and Mac product ranges, alongside an intriguing new external display for Mac users.

### Upcoming Product Releases

As per Bloomberg, the following products are anticipated to be released in the first half of 2026:

– **New MacBook Pro**: This version will feature the M5 chip and is identified as the final model with the current design.
– **New iPad Air**: The iPad Air will receive an upgrade with the M4 chip, although its design will largely remain the same.
– **New Entry-Level iPad**: This will come equipped with a faster chip while keeping a design similar to that of its predecessor.
– **New MacBook Air**: Information on this model is limited, but it is included in the expected range.
– **iPhone 17e**: This latest iPhone will be powered by the A19 chip and will sport a design similar to the iPhone 16e.
– **New Mac External Monitor**: This will mark Apple’s first new external display since the Studio Display’s launch in 2022.

### MacBook Pro and External Monitor Insights

Mark Gurman from Bloomberg mentions that the launch of the M5 MacBook Pro was initially set for late 2025 but has now been rescheduled for early 2026. While the M5 model will closely mirror the current design, future iterations, such as the M6 series, are projected to showcase new casings and a shift to OLED technology.

Details regarding the new external monitor are still sparse, but it is speculated that Apple is working on several external display products, including one with a 7K resolution, which would signify a major leap in display technology for the company.

### Delays and Future Products

Moreover, there has been some ambiguity concerning Apple’s smart home display device, which was originally slated for a 2025 release. Gurman indicates that this product has been postponed indefinitely due to its reliance on unreleased Apple Intelligence features. Nevertheless, there is optimism that it may now debut in the first half of 2026.

### Other Anticipated Updates

In addition to the products expected for early 2026, Apple has a substantial array of updates scheduled for later this year. This encompasses the iPhone 17 series, new versions of the Apple Watch and Apple Watch Ultra, an upgraded Vision Pro featuring the M4 chip, and a revamped iPad Pro lineup utilizing the M5 chip.

As Apple continues to push boundaries and broaden its product range, the forthcoming months are set to be an exhilarating period for consumers and tech aficionados alike.

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Judge Throws Out Collusion Lawsuit Targeting Apple, Mastercard, and Visa

A federal judge has thrown out a lawsuit claiming that Apple, Visa, and Mastercard conspired to keep payment processing fees high for merchants. The lawsuit, brought forth in 2023 by Mirage Wine & Spirits and various other businesses, alleged that Apple profited from anticompetitive agreements that hindered its ability to create a competing payment network against Visa and Mastercard.

The initial lawsuit specified that in return for not entering competition, Visa and Mastercard purportedly provided Apple with significant financial incentives, such as a payment of 15 basis points (0.15%) on all U.S. credit transactions and 0.5 cents ($0.005) on U.S. debit transactions conducted through Apple Pay. This deal was estimated to be worth hundreds of millions of dollars each year, even during the formative period of Apple Pay.

However, U.S. District Judge David Dugan determined that the plaintiffs failed to present adequate evidence to validate their claims. He criticized the lawsuit for depending on circumstantial assertions that were considered too speculative to exhibit any real parallel conduct or to establish that Apple intended to compete directly with the existing card networks.

Following the dismissal, Judge Dugan granted the plaintiffs 30 days to revise their complaint and file it again. He emphasized that failing to do so would lead to the case being dismissed under Federal Rule of Civil Procedure 41(b).

Currently, Apple, Mastercard, and Visa have not made any public statements regarding the ruling, and all three companies have denied any misconduct concerning the allegations.

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iOS 26 Beta 3 Brings Debated Liquid Glass Modifications; Jeff Williams Reveals Retirement

### Changes to Liquid Glass Design in iOS 26 Beta 3: A Conversation

In the newest edition of the 9to5Mac Happy Hour podcast, hosts Benjamin Mayo and Chance Miller explore the design alterations brought about by iOS 26 beta 3, with a particular emphasis on the Liquid Glass visual style. The discussion centers on whether the recent design upgrades enhance the overall aesthetics and usability of the operating system while staying faithful to Apple’s vision unveiled during their June presentation.

#### Key Takeaways from the Conversation

1. **Liquid Glass Visual Style**: The hosts examine the updates made to the Liquid Glass design, balancing its visual attractiveness against the initial concept presented by Apple. They discuss the efficacy of these modifications and their effect on user experience.

2. **Additional Noteworthy Changes**: Apart from the Liquid Glass adjustments, this beta version also features several fascinating updates throughout Apple’s ecosystem, including enhancements for the iPad, Apple Watch, and Mac. These improvements aim to boost functionality and user interaction.

3. **Apple’s EU Appeal**: Alongside the design dialogue, the podcast addresses Apple’s formal appeal to the European Union concerning anti-steering regulations. This action underscores Apple’s ongoing confrontations with regulatory entities and its endeavors to retain dominance over its platform.

4. **Leadership Transition**: The episode also points out a significant alteration in Apple’s leadership, with Jeff Williams announcing his retirement. This shift could have ramifications for the firm’s strategic trajectory in the future.

5. **F1 Streaming Rights Acquisition Bid**: In a significant update, Benjamin discloses that Apple has placed an official bid for the streaming rights to Formula 1 within the United States. This step indicates Apple’s intention to broaden its content portfolio and step into the competitive arena of sports streaming.

#### Subscribe to 9to5Mac Happy Hour Plus

Listeners are invited to back the podcast by subscribing to 9to5Mac Happy Hour Plus, which provides an ad-free experience, exclusive pre- and post-show content, and bonus episodes. Subscriptions are priced at $5 per month or $50 annually.

#### Feedback and Interaction

Listeners can interact with the hosts by sending in questions or feedback via Twitter, Mastodon, or Threads, or by emailing [email protected].

For those keen on keeping up with the latest Apple news and conversations, tuning into the 9to5Mac Happy Hour podcast is a great resource.

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iOS 26 Launches Two Fresh Applications for Your iPhone Home Screen

iOS 26 may be primarily recognized for its Liquid Glass makeover, but this update will also introduce two completely new applications to the Home Screen of your iPhone. Here’s what to expect.

#1: Apple Games app

Gaming on the iPhone is set to receive a new central location in iOS 26.

’Apple Games’ is a fresh app that becomes part of the collection of other media-oriented iPhone applications such as:

– Apple TV
– Apple Music
– Apple Podcasts
– Apple Books

The new Games app features a Home section where you’ll spend a considerable amount of your time. Here’s Apple’s overview:

>The Home tab keeps you linked to the games you enjoy, suggests new games, and simplifies returning to all your favorites. Discover essential events from your games, and receive tailored recommendations for what to play next.

Accompanying Home are tabs for Arcade, Play Together, and Library.

– **Arcade** primarily mirrors the kind of content you would find in the App Store’s Arcade section.
– **Play Together** displays challenges, multiplayer capabilities, and Game Center data from your peers.
– **Library** houses all the games installed on your iPhone, along with your achievements and more.

Apple Games is not just launching on iPhone, but also on iPad and Mac this autumn.

#2: Preview app

Preview may ring a bell—it’s the title of Apple’s longstanding Mac utility for viewing and editing PDFs and images.

In iOS 26, Preview is making its debut on the iPhone (and iPad).

Preview provides a dedicated application for viewing PDFs and images stored in iCloud, on your device, or from various Files app sources.

Features comprise:

– Viewing PDFs and images in a specialized app
– Editing PDFs and images with tools like resize, rotate, and additional functions
– Document scanning
– PDF AutoFill
– Creating new images, whether from scratch or via the clipboard

As the Mac’s Finder automatically opens PDFs and images in the Preview app, your iPhone and iPad’s Files app will also launch those document types within Preview as well.

Preview employs the new document browser UI first seen in iPadOS 18 and also found in applications like Pages, Keynote, and Numbers. While it won’t appear exactly like the Mac app does, the functionality remains quite similar.

New apps in iOS 26: summary

With Apple Games and Preview, Apple is once again increasing the number of built-in apps available on an iPhone.

Games aims to leverage the iPhone’s status as a widely used gaming platform, whereas Preview appears to be a useful additional tool. Both apps replicate much of the functionality previously located elsewhere while introducing new features and seem to be suitable choices for new standalone applications.

Are you excited about the new Games or Preview apps in iOS 26? Share your thoughts in the comments.

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Belkin to Cease Support for Most Wemo Smart Home Devices

**Belkin Ceases Support for Wemo Smart Home Devices: Essential Information**

Belkin has formally declared the end of support for the majority of its Wemo smart home devices, representing a notable transition in the company’s strategy regarding its smart home offerings. Starting January 31, 2026, users with older Wemo products will forfeit access to vital features, including the Wemo app, cloud connectivity, and customer service.

### Important Changes for Wemo Users

In a message to customers and via its website, Belkin detailed the consequences of this decision:

– **App Access**: The Wemo app, which enables users to manage their gadgets, will be unsupported post-January 31, 2026.
– **Remote Features**: Services reliant on cloud connectivity, such as remote control and voice assistant compatibility, will stop operating.
– **Customer Support**: Assistance with technical issues, firmware upgrades, and troubleshooting for impacted products will no longer be available.

Nevertheless, Wemo devices set up for Apple HomeKit will continue to function via HomeKit independently of Wemo’s cloud services or the app. Moreover, Wemo’s Thread-based smart home gadgets will still work.

### Devices Affected

Belkin has released an extensive inventory of Wemo devices that will lose support. Specifically, this includes:

– Wemo Link
– Wemo Humidifier
– Wemo CrockPot
– Wemo Smart Light Switch 3-Way
– Wemo Mini Smart Plug
– Wemo Outdoor Plug

For a detailed list of the affected devices, please consult Belkin’s official announcements.

### Products Still Available

At present, Belkin is offering just two Wemo products: the Smart Light Switch with Thread and the Scene Controller with Thread. This narrowed selection reflects the company’s shift in emphasis away from the Wemo brand.

### Company Announcement

Belkin stated that the choice to end support was not made lightly, recognizing the brand’s history since its inception in 2011. The company reaffirmed its dedication to innovation and customer care while indicating a necessity to reallocate resources to different sectors of the business.

### Refund Possibility

Customers with Wemo products still under warranty as of January 31, 2026, may qualify for a partial refund. However, refund requests will not be processed until that date.

### Final Thoughts

The termination of support for Wemo products represents a significant development for users who have depended on the brand for their smart home solutions. As technology progresses, customers may need to explore different smart home alternatives. For further details, visit Belkin’s official website.

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Apple TV+ Extends Murderbot for a Second Season Prior to Season Conclusion

**Murderbot Season 2: A Preview of Apple TV+’s Celebrated Series**

Apple TV+ is ready to advance its exploration of “Murderbot,” as the streaming service has formally declared the series’ renewal for a second season. This announcement follows the season 1 finale, which has enthralled viewers with its distinctive mix of genres.

### A Distinctive Mix of Genres

“Murderbot” is a sci-fi action comedy that has effectively challenged conventional genre limitations. Throughout its inaugural season, the show fluctuates between being a bloody sci-fi action thriller, a comedic adventure, and a character-focused drama. This varied mixture has received positive acclaim, offering audiences a delightful and captivating escape in episodes that generally last around 20 minutes.

The character of Murderbot, an android with a knack for self-awareness and a wish to evade human interaction, has emerged as the series’ most notable aspect. Its relatable challenges and witty perspective on existence have struck a chord with viewers, making the news of a second season an exciting one.

### What to Anticipate in Season 2

The creators of “Murderbot,” Chris and Paul Weitz, conveyed their enthusiasm about returning to the universe established by author Martha Wells. The series draws from Wells’ award-winning book series, and while season 1 adapted the initial book, “All Systems Red,” there are numerous other books in the series that can act as source material for upcoming seasons.

In a statement regarding the renewal, Matt Cherniss, head of programming at Apple TV+, commended the creative team for producing a “brilliantly original, addictive, witty and vibrant adaptation.” He hinted at the excitement surrounding the next installment of Murderbot’s escapades, specifically the plot involving “Sanctuary Moon.”

### Expected Release Timeline

While the prompt renewal of “Murderbot” indicates that Apple TV+ is keen to maintain the momentum, it is improbable that viewers will witness the season 2 premiere before spring 2026. This timeline provides the creators with sufficient time to further develop the narrative while preserving the quality that fans have come to anticipate.

### Conclusion

As “Murderbot” prepares for its second season, enthusiasts can anticipate more exhilarating adventures and character progression in this distinctive sci-fi series. With its sharp writing and compelling characters, “Murderbot” remains a prominent feature on Apple TV+, further enhancing the platform’s standing for high-quality original content.

For those who haven’t subscribed yet, Apple TV+ is offered at $9.99 per month and includes a range of popular shows and films, such as “Ted Lasso,” “Severance,” and “The Morning Show.” As the anticipation for the forthcoming season of “Murderbot” grows, viewers can catch up on the first season and get ready for more escapades in the realm of this cherished android.

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