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AppWizard
October 11, 2026

Android 18 UI Breakdown: Deep Material You Upgrades, Progressive Blurs, and Hardware Synergy

Google is teasing the return of the Android Dev Summit, focusing on Android 18 and its visual transformation. Key upgrades include: 1. Modern Graphics: Introduction of multi-point mesh gradients and real-time progressive blurs for enhanced visual fidelity. 2. Evolved Material You: Development of tactile glassmorphism and fluid component scaling for a three-dimensional user experience. 3. App Efficiency: Stricter performance benchmarks to minimize resource-heavy background processes and ensure smooth operation. 4. Hardware Synergy: Optimizations in Android 18 designed to complement next-generation displays, particularly for the upcoming Pixel 12.
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.
Query Plan Hints in PostgreSQL 19: A New Postgres Feature You Will Probably Never Need
Tech Optimizer
October 11, 2026

Query Plan Hints in PostgreSQL 19: A New Postgres Feature You Will Probably Never Need

PostgreSQL 19 features an advanced query planner that utilizes table statistics from pg_statistic, gathered during the ANALYZE process, to generate and evaluate potential query plans based on their costs. The planner assesses various configurations, especially in complex joins, to select the most efficient option. Instances of poor planning are treated as bugs and addressed promptly. To improve query performance, users are advised to refresh statistics with ANALYZE, use CREATE STATISTICS for column correlations, modify indexes, and adjust memory settings. In cases where the query cannot be altered, providing planner advice may be necessary, particularly when the planner misestimates the output of PL/pgSQL functions or other custom functions, leading to inefficient query execution.
30-year Microsoft veteran explains why you shouldn’t run two antivirus apps on Windows 11
Tech Optimizer
October 10, 2026

30-year Microsoft veteran explains why you shouldn’t run two antivirus apps on Windows 11

Raymond Chen, a Microsoft veteran, advises against installing multiple antivirus solutions on the same system due to conflicts that arise, such as each program attempting to quarantine the other's processes. This can lead to significant performance issues and erratic behavior in Windows. Microsoft has stated that Windows Defender is sufficient for most users, highlighting its comprehensive security features in Windows 11. The company warns that running multiple real-time antivirus programs can increase resource consumption and conflict likelihood. Independent testing has shown that Microsoft Defender ranks highly among antivirus solutions.
Steam open-world adventure with Stardew Valley charm is free this weekend
AppWizard
October 10, 2026

Steam open-world adventure with Stardew Valley charm is free this weekend

Developer Pugstorm is offering a free play weekend for its open-world survival game, Core Keeper, on Steam. The game, launched two years ago, allows solo or cooperative play with up to seven friends and features survival tasks like resource harvesting, crafting, and base building. Players can explore diverse biomes, level up skills, and engage in life simulation activities while combating legendary titans. The free play weekend ends at 6 PM BST on October 12, and players' progress will be saved if they decide to purchase the game afterward. Core Keeper is currently available at a 40% discount, priced at £9.59/$.99, down from £15.99/$.99, until October 22. The game has a 'Very Positive' review score of 94% on Steam.
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.
5 best Minecraft seeds for 26.3
AppWizard
October 9, 2026

5 best Minecraft seeds for 26.3

Minecraft 26.3, known as the Wilderness Bound update, introduces the Dappled Forest biome and offers players a selection of notable seeds for enhanced gameplay. The following seeds are highlighted: 1. Dappled Forest Harbor Village (Seed: 1040674356) - Features a four-leaf clover-shaped Dappled Forest with a village by the water. 2. Deep Into the Forest (Seed: 698652434) - Contains a village within the Dappled Forest, surrounded by colorful foliage and mountains. 3. Mountain Village, Cherry Slopes, and Cavern Depths (Seed: 8303230368046258714) - Includes a plains village at the base of snowy peaks, cherry slopes, and an Ancient City beneath. 4. Mansion Crushes Village Spawn Island (Seed: 4358921489363102297) - A Woodland Mansion overlaps a village on the spawn island, creating a challenging start. 5. Massive Dappled Forest Double Village Spawn (Seed: -2071092601429184301) - Features two villages and extensive Dappled Forest near the spawn point. To use a seed in Minecraft, Java Edition players should select "Create New World," go to the "More" tab, and paste the seed. Bedrock users can find the seed field under "Advanced settings." Seeds may generate differently between editions and versions, and location references are approximate.
silver Android smartphone
AppWizard
October 9, 2026

AnyPS5 implemented 100% of the instructions GPU PlayStation 5 for playing PC games

The AnyPS5 project has achieved 100% implementation of graphics shader instructions, allowing for the direct porting and cross-linking of PlayStation 5 executable files to Windows and Linux without traditional emulation. The project has translated proprietary calls to the PS5's graphics chip into the SPIR-V format for rendering through the Vulkan API. While the complete instruction set coverage indicates successful implementation, it does not guarantee flawless operation in all scenarios. The project has demonstrated stable performance, running a 2D platformer at 60 frames per second on an Intel Core i5 processor and NVIDIA GeForce GTX 1050 Ti graphics card. The developers plan to implement key system libraries for the PRX format soon, leveraging architectural similarities between the PS5 and modern PCs. Additionally, advancements may support related initiatives like the kytyps5 translation layer for console games on PCs.
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