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Nothing OS 5.0 and Android 17 Arrive on Phone (3)
AppWizard
October 13, 2026

Nothing OS 5.0 and Android 17 Arrive on Phone (3)

Nothing OS 5.0 and Android 17 updates for the Phone (3) have begun rolling out after a beta testing phase that started in August 2026. The rollout will be staged and vary by region. Users can check for updates by navigating to Settings > System > System update. Key features of the updates include: - Introduction of the Geist typeface for improved visual clarity. - Enhancements for faster app launches and smoother multitasking. - Redesigned home screen with transparent widgets and color-tinted icons. - Batch editing capability for home screen items. - New Away Time widget for tracking phone usage. - Lock screen personalization with new clock designs. - Revamped settings interface for better navigation. - Cleaner status bar with custom icons and animations. - Updated camera interface and enhanced QR code scanning. - Dedicated Glyph app for the Glyph Interface lighting system. - Glyph Timer widget for setting timers from the home screen. - Redesigned Bluetooth controls for quicker access. - Option to separate notifications and Quick Settings. - Live Updates feature displaying ongoing notifications in the status bar. - Introduction of Noto 3D emoji for messaging. - Expanded dark theme on an app-by-app basis.
Android Malware Caught by Teaching AI to Read Apps as Pictures
AppWizard
October 11, 2026

Android Malware Caught by Teaching AI to Read Apps as Pictures

A research team from Turkey, led by Erdal Başaran and Ömer Okucu of Ağrı İbrahim Çeçen University, along with Yusuf Alaca from Hitit University, has developed an innovative detection framework for Android malware that utilizes a visual approach. This framework transforms key features of Android applications into images, allowing a Vision Transformer to differentiate between benign software and malware. The researchers created two types of images from static and dynamic analysis features: a conventional 2D grayscale image and a QR code image. Separate Vision Transformer models were trained on each image type, and spatial pooling features were extracted from deeper layers to create a comprehensive representation of application behavior. To refine the fused feature vector, Recursive Feature Elimination (RFE) was employed, enhancing classification clarity and reducing computational load. The final classification utilized a majority-voting ensemble strategy, achieving a detection accuracy of 98.72 percent, surpassing standalone models. The study demonstrates that the multimodal system outperforms individual grayscale or QR code pathways. The dataset used is publicly available, promoting reproducibility. The framework's reliance on static and dynamic analysis features allows it to adapt to new threats, and the novel QR code representation offers distinctive visual signatures of malicious behavior. However, challenges remain regarding feature extraction quality and computational demands.
A practical guide to cost optimization with Lakebase Postgres
Tech Optimizer
October 11, 2026

A practical guide to cost optimization with Lakebase Postgres

Lakebase is a fully managed Postgres database designed for modern application development, featuring an architecture that separates storage and compute with a serverless compute layer. This design allows for cost efficiencies through various mechanisms: 1. **Branching**: Developers can create isolated environments for development, testing, or experimentation without duplicating storage costs, as branches share the same underlying storage. 2. **Autoscaling**: Lakebase adjusts compute resources based on activity levels, allowing users to pay only for the compute they use. It can scale down during low activity and can be suspended entirely after inactivity, reducing costs to zero. 3. **Read Replicas and High Availability**: The separation of storage and compute allows for adding read replicas and high availability without incurring additional storage costs, as these instances utilize the same storage layer. 4. **Synced Tables**: Integration with the Databricks Intelligence Platform enables efficient data syncing, allowing users to sync only the necessary working set of data, which helps avoid unnecessary storage and sync costs. 5. **Sync Modes**: There are three sync modes (Snapshot, Triggered, Continuous) for transferring data from the Lakehouse to Lakebase, each with different cost implications based on data freshness requirements. 6. **Right-sizing Compute**: Users can set the initial compute range during project provisioning to avoid over-provisioning and unnecessary costs. 7. **Monitoring and Metrics**: The Lakebase Metrics dashboard provides insights into working set size and cache utilization, helping users optimize their compute sizing and performance. 8. **Point-in-Time Restore (PITR) and Snapshots**: PITR maintains history for recovery within a configurable window, while snapshots offer discrete recovery points. Both are priced lower than standard storage, making them cost-effective options for data recovery. Lakebase costs are categorized into compute, storage, and serverless pipeline compute for syncing data. Compute is measured by CU usage, while storage includes branch storage, PITR history, and snapshot storage, all tracked separately. Users can access detailed usage and cost information through system billing tables.
A week with Googlebooks: four notes from our testing so far
AppWizard
October 10, 2026

A week with Googlebooks: four notes from our testing so far

Google has launched five new Googlebook laptops featuring the Googlebook OS, which has received mixed reviews. While the hardware is praised, the software is criticized for being problematic and not a significant upgrade from ChromeOS. Users report issues such as the inability to run Chrome with separate Google accounts, clunky Android apps, and awkward command requirements for messaging apps. The app ecosystem is struggling, with many applications failing to adapt to the Googlebook's interface, resulting in a frustrating user experience. Linux applications face integration challenges, complicating multitasking. Despite some successful features like file transfer and notification responses between Googlebook and Android devices, users experience frequent connectivity issues and sluggish performance.
silver Android smartphone
AppWizard
October 10, 2026

‘I was nice to you three times in a row, so can I have one sex please?’: Why Nivalis Nights intentionally avoided transactional romances

Nivalis Nights combines storytelling and shop simulation with relationship dynamics, allowing players to interact with characters in ways that shape four attitudes: friendly, combative, romantic, and savvy. The dialogue options do not provide clear indicators, leading to ambiguous interactions that can result in unintended outcomes, such as offending a character or flirting unintentionally. Some characters hint at potential romantic paths, while others are less clear about their intentions. Lead writer Thomas Welsh notes that this design choice intentionally diverges from traditional romance systems in games, which often use clear markers to guide players. The lack of tone markers in dialogue requires players to interpret their interactions, resulting in varied experiences where relationships may develop unexpectedly or remain platonic.
Call of Duty coming to Nvidia's RTX Spark is a huge win for Windows on ARM
Winsage
October 7, 2026

Call of Duty coming to Nvidia’s RTX Spark is a huge win for Windows on ARM

Microsoft announced that the Call of Duty series will debut on Nvidia RTX Spark-powered devices in 2027, including the Surface Laptop Ultra. The Ricochet anti-cheat system will be adapted for Arm64 architecture to address challenges faced by gamers on Arm-based laptops. Upcoming RTX Spark-powered laptops from manufacturers like Asus, Dell, MSI, and HP were also mentioned. Speculation suggests that the title may be Call of Duty: Modern Warfare 4.
Have you experienced disappearing icons in Android Auto? If so, there's now a fix — here’s how to solve it
AppWizard
October 7, 2026

Have you experienced disappearing icons in Android Auto? If so, there’s now a fix — here’s how to solve it

Users of Android Auto have been experiencing an issue where the cellular signal icon disappears from their displays. Google has acknowledged the problem and is rolling out a fix. The stable version of Android Auto 17.8 has been released, which resolves the bug for many users. To fix the issue, users should ensure they have the latest version of Android Auto by checking the Google Play Store. If no update is available, they can verify their current version in the app settings. If running version 17.8 and the issue persists, users can clear the app's cache. If the update is not yet available, users may wait for the rollout or consider sideloading the update from a reputable source.
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