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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.
National Links: Stress Relief is a Minecraft Neighborhood
AppWizard
October 10, 2026

National Links: Stress Relief is a Minecraft Neighborhood

The Overhead Wire curates national and international news on urban landscapes and shares it with an engaged email list. They highlight stories from Greater Greater Washington, focusing on urban issues in the D.C. area. A research paper identifies five themes from interviews with apartment residents regarding their travel choices: self-selection, the built environment's impact on walking accessibility, transit service provision, subjective safety experiences, and the pragmatism of transport choices based on circumstances. A study reveals that 74% of Americans feel compelled to drive more than desired, with low-income drivers spending up to 40% of their income on transportation. The U.S. Department of Transportation has introduced a scoring bonus for transit projects based on birth and marriage rates, criticized for potentially benefiting certain demographics disproportionately. Cities are reimagining public safety by establishing independent departments for crisis response and violence prevention. The Talking Headways Podcast features Wendy Zhou discussing dynamic accessibility and the limitations of static maps. A quote reflects on the importance of long-term strategic thinking in societal infrastructure and technology adaptation.
Minecraft Dungeons 2 Review
AppWizard
October 10, 2026

Minecraft Dungeons 2 Review

Minecraft Dungeons 2 is developed by Mojang and Double Eleven, published by Xbox Game Studios and Mojang. It is available on Xbox Series X/S, PC, and PS5, with a release date of September 29, 2026, priced at £24.99. The game serves as an accessible introduction to the action RPG genre, targeting younger audiences, particularly Minecraft fans. It features a semi-open-world structure, allowing exploration of various areas, but the main quest line and side quests can be completed in approximately seven to ten hours. Combat mechanics are straightforward, with rapid loot acquisition and a system that can frustrate players due to hidden stats. The narrative involves ill-intentioned Illagers and lacks variety in quests. The game includes a co-op mode for up to four players and cross-platform online play, but players cannot transfer offline characters online. The Deluxe Edition includes additional content such as a Soul Cape, hero skins, and access to DLC packs.
It's Not Gone: The Feature Android Auto Users Love Is Still There, Google Says
AppWizard
October 10, 2026

It’s Not Gone: The Feature Android Auto Users Love Is Still There, Google Says

The wavy progress bar in Android Auto's music applications has disappeared for some users, leading to speculation about its permanent removal. Google clarified that the squiggly line has not been eliminated, attributing the inconsistency to app developers' ability to customize the progress bar's appearance. Users have observed that the wavy progress bar may appear in the Coolwalk screen but reverts to a standard straight line in full-screen mode. Additionally, any app capable of playing media now utilizes a dedicated card on the Coolwalk screen, allowing users to see song information and playback controls. This feature is live on production devices with the latest updates of Android Auto.
How and why we built Managed PostgreSQL for AI workloads
Tech Optimizer
October 10, 2026

How and why we built Managed PostgreSQL for AI workloads

The Nebius Managed PostgreSQL team developed a solution for AI workloads using CloudNativePG and Kubernetes, resulting in improved backup and restore times by transitioning from Barman to WAL-G, reducing a 1.5 TB backup duration from over a day to two hours. Since its launch in 2025, the service supports hundreds of production clusters and manages tens of tebibytes of data. Key features include high availability, point-in-time recovery, automated failover, compressed and encrypted backups, rapid restoration, connection pooling, and strict synchronous replication for zero data loss. Kubernetes and CloudNativePG were chosen for their advantages, including out-of-the-box features and open-source distribution. Each cloud project has a separate MK8s cluster for customer isolation and security. Persistent data is stored on fault-tolerant SSD drives, enabling swift instance migration during failures. Regular physical backups are archived, allowing restoration within a seven-day window with a single click. The transition from Barman to WAL-G addressed slow backup and restoration times and resource control limitations. With WAL-G, backups and restorations for a 1.5 TB cluster improved to two hours and one hour, respectively. PgBouncer was implemented to manage database connections effectively, reducing connection storms during peak AI workload traffic. Two vector search extensions, pgvector and pgvectorscale, are available to cater to different memory and dataset needs. Benchmarking showed that Nebius performs competitively with AWS at a lower cost. The infrastructure integrates cloud engineering principles with specialized expertise to meet AI workload demands.
How Telangana’s MeeSeva migration to open source could make governments rethink software costs
Tech Optimizer
October 10, 2026

How Telangana’s MeeSeva migration to open source could make governments rethink software costs

In April 2026, Telangana's MeeSeva platform migrated from the Oracle database to the open-source PostgreSQL database after 15 years of reliance on Oracle. This transition aimed to reduce annual costs of approximately ₹10 crore associated with Oracle licensing and maintenance. The initiative began in 2023, and the migration was executed with less than four hours of downtime, processing around 80,000 transactions daily. The migration involved over 85 microservices, three Oracle servers, and 1,939 tables, with the process automated by the Ora2Pg tool, which handled 60-70% of the transition. The migration cost was below ₹10 lakh, and after the switch, MeeSeva processed nearly 200 million transactions without data loss. The new architecture includes automatic failover capabilities to minimize disruption.
Amazon’s Alexa Tablets bring full Android and Google Play from $229.99
AppWizard
October 8, 2026

Amazon’s Alexa Tablets bring full Android and Google Play from $229.99

Amazon has introduced a new series of Alexa Tablets, marking a shift from its Fire tablets to devices that operate on Android and provide access to the Google Play Store. Three models were announced, priced between 9.99 and 9.99, set to launch on October 14 in the US, Canada, and Mexico, and on October 19 in the UK, Germany, France, Italy, and Spain. The flagship model, the Alexa Tablet 12 Pro, starts at 9.99 and features 8GB of memory, 128GB of storage, and a 12-inch display with a 120Hz refresh rate. A premium version with a Nanomatte anti-glare screen is also available. The lineup includes the Alexa Tablet 11 starting at 9.99 and the Alexa Tablet 8 priced at 9.99. Each tablet features Alexa+ with On-Screen Intelligence and a dedicated reading mode for the Kindle app. Amazon will discontinue Fire tablet production but will support existing devices for four years after the last shipment. The pricing of the new tablets is not affected by a recent memory chip shortage.
Medieval Strategy Game in the Spirit of Tetris, Drop Duchy, Released on Android and iOS
BetaBeacon
October 8, 2026

Medieval Strategy Game in the Spirit of Tetris, Drop Duchy, Released on Android and iOS

Drop Duchy is a game that combines elements from Tetris, city-building simulators, and card roguelikes. It involves strategically placing forests, rivers, and plains on the field, constructing production buildings, and building an army to defend territory. Players engage in battles where they must strategically combine allied units and plan attacks based on strengths and weaknesses of different units. The mobile version follows a "try before you buy" model, allowing players to download for free and purchase the full version for 475 rubles.
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