systems Archives

AppWizard

October 11, 2026

Technical difficulties will prevent Grand Theft Auto VI from running on PC using emulators.

The gaming community is discussing the potential emulation of Grand Theft Auto VI on PCs, with its release scheduled for November 19th. Users are considering emulators like KytyPS5, SharpEmu, and RPCSX, but experts warn against downloading unreliable software such as PCSX5. The main challenge for emulation is the console's multi-layered security system, requiring developers to find vulnerabilities in the console's kernel and hypervisor. Current emulators can only handle basic games, and significant code optimization may take months to years. Legal challenges from Rockstar Games and Sony complicate efforts to distribute unauthorized game dumps. A stable PC port is seen as a distant goal, with the best experience expected on official consoles at launch.

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.

Tech Optimizer

October 11, 2026

Amazon Aurora PostgreSQL now supports direct querying of Apache Iceberg and Parquet data in your data lake

Amazon has introduced a new capability for Amazon Aurora PostgreSQL that allows users to query operational data alongside data stored in data lakes formatted in Apache Iceberg and Apache Parquet. This feature enables direct access to Iceberg REST Catalog-compatible catalogs, eliminating the need for data duplication or relocation. The integration of DuckDB within Aurora PostgreSQL allows users to query live operational data, including uncommitted writes, alongside data from data lakes using standard PostgreSQL syntax. This capability is available on Aurora PostgreSQL versions 17 (starting with 17.11) and 18 (starting with 18.6). Users must create an Aurora PostgreSQL cluster, attach an IAM role with the AuroraAnalytics feature, and enable the aurora_analytics extension to utilize this feature. They can create foreign tables referencing Iceberg or Parquet data in the data lake, and query them using familiar PostgreSQL commands. Aurora optimizes query performance through techniques like predicate pushdown and column pruning, and users can monitor query behavior with metrics provided by aurora_analytics_stat_statements(). Direct querying of Apache Iceberg and Parquet data is available across all commercial AWS Regions and AWS GovCloud (US) Regions without additional charges, aside from incremental Aurora compute and Amazon S3 request costs.

Tech Optimizer

October 10, 2026

AWS Embeds DuckDB in Aurora PostgreSQL, Enabling Direct Data Lake Queries Without ETL

Amazon Web Services (AWS) has integrated the open-source analytics engine DuckDB into its Amazon Aurora PostgreSQL database, allowing users to query Apache Iceberg tables and Parquet files directly from data lakes without traditional ETL processes. This feature, announced on September 30, 2026, enables seamless access to both operational and historical data in a single SQL statement. Users can enable the aurora_analytics extension, assign an IAM role for S3 and AWS Glue access, and create external tables using standard PostgreSQL syntax. The integration supports Iceberg tables managed by AWS Glue Data Catalog, Iceberg REST Catalog-compatible external catalogs, Parquet files on S3, and S3 Tables. Performance optimizations include predicate pushdown and column pruning on the data lake side, with caching for frequently accessed data. This feature is available for Aurora PostgreSQL versions 17.11 and later, and 18.6 and later, across all commercial regions and AWS GovCloud (US), with no additional charges beyond Aurora compute and S3 request fees. In a separate development, AWS has a significant contract with AI company Anthropic, anticipating billion in cloud-related contractual obligations over several years, with approximately billion projected to be paid to Amazon from a 10-year agreement announced in April 2026. Anthropic's revenue has shown impressive growth, with first-quarter 2026 revenue reaching 0 million and second-quarter revenue at .8 billion. However, risks are present, as a significant portion of Anthropic's revenue comes from a few customers, and many larger clients lack long-term contracts. Amazon has invested .8 billion in Anthropic, with its stake valued at approximately billion as of June 2026.

AppWizard

October 10, 2026

Asus Googlebook 14 Review: For Android, By Android

Googlebook 14 features Googlebook OS, which is based on Android and incorporates elements from ChromeOS, offering a familiar user experience for Android users. The interface resembles that of Android devices, with home screens, quick settings, and app access similar to smartphones. Integration with Android phones allows users to access apps, notifications, and files directly from the laptop. The "Continue On" feature enables users to pin phone apps to the Googlebook taskbar for easy transitions between devices. However, Googlebook OS lacks support for traditional desktop software, limiting the functionality of Android apps available through Google Play. Google is addressing compatibility issues by labeling apps for desktop use in the Play Store. New features like Magic Pointer, Proactive Suggestions, and Rambler are introduced, but the OS still requires significant improvements in app compatibility and desktop interface optimization. Google has faced challenges in developer support for optimizing applications for Googlebook OS.

Tech Optimizer

October 10, 2026

We Got a $240,000 Estimate for Agent API Access. Our Agent Suggested a $5 Postgres Instance.

The operational landscape at SaaStr has changed significantly with the integration of AI, particularly with the AI VP of Revenue, 10K, which manages most outbound, inbound, and revenue operations and executes 35,000 to 40,000 API calls daily. Salesforce, Atlassian, and HubSpot are now charging for agent access, with estimates suggesting that maintaining 10K could cost around 0,000 annually. 10K has proposed mirroring the system of record into a Postgres database to reduce API call costs. Previous limitations with Marketo restricted API access to 10 or 20 minutes daily, prompting a migration away from it. The cloud index has risen by 18%, while vendors relying solely on per-seat sales are struggling. Data shows that 49.7% of executives changed jobs in the last 16 months, with 63% of CMOs doing the same. Additionally, more than 75% of AI-native attendees at SaaStr events had never attended before. 10K is now tracking its own API calls and reducing unnecessary ones, while a Postgres mirror is being considered for vendors with high agent pricing. Muse is being tested for ad capabilities against Claude and Replit.

Tech Optimizer

October 10, 2026

Best antivirus for Windows PC in 2026: 7 apps to keep your PC safe

Robust antivirus software is essential due to the rise of sophisticated online threats, including AI-driven attacks. Various antivirus solutions for Windows include: - Norton: Comprehensive protection with a user-friendly interface. - Avast: Easy to use, ideal for straightforward experiences. - AVG: Budget-friendly without compromising essential features. - Avira Prime: Simple and effective for beginners. - McAfee: Focuses on privacy and safeguarding personal information. - Panda: Offers a wide range of features for comprehensive security. - Windows Security: A free option providing basic protection. Key features to consider in antivirus software include strong protection against malware, user-friendly interfaces, performance impact on systems, and additional tools like parental controls and VPNs. Norton 360 Deluxe includes parental controls and cloud storage, while Avast One is noted for its simplicity. AVG Internet Security is cost-effective, and Avira Prime offers beginner-friendly features. McAfee Total Protection emphasizes privacy but may be pricier.

Winsage

October 10, 2026

We tested gaming performance in 17-year-old Windows 7 against Windows 11 on a modern gaming PC — older operating system delivers advantages in some scenarios

Windows 7 was released in 2009 and has received positive reviews for nearly two decades. A performance evaluation was conducted by installing Windows 7 on a modern PC and testing it against Windows 11 across ten games, including eight DirectX 11 titles and two DirectX 9 titles. In the game Metro 2033 Redux, Windows 11 achieved a higher average frame rate, but Windows 7 had better handling of CPU-related performance drops, resulting in stronger 1% lows. In Batman: Arkham Origins, Windows 7 outperformed Windows 11 in both average frame rate and 1% lows at 1080p and 4K. For Batman: Arkham Knight, Windows 7 showed higher performance when CPU-limited at 1080p, while Windows 11 led in GPU-limited scenarios at 1440p and 4K. In Batman: Arkham City, Windows 11 had the advantage across all resolutions as the game was GPU-bound. In The Witcher 3: Wild Hunt, Windows 7 outperformed Windows 11 in 1% lows at 1080p, but Windows 11 took the lead at higher resolutions. Control showed Windows 11 outperforming Windows 7 across all resolutions due to GPU optimizations. Hitman: Absolution also favored Windows 11 in GPU-limited scenarios. For DirectX 9 games, Windows 7 demonstrated significant advantages in average frame rate and 1% lows in Batman: Arkham Asylum, especially at lower resolutions, while performance in Borderlands 2 was nearly identical across both operating systems at 4K. Overall, Windows 7 excels in CPU-limited scenarios, while Windows 11 performs better in GPU-bound situations, aided by advanced graphics drivers. Microsoft’s ongoing efforts aim to improve Windows 11's performance and reliability.

Tech Optimizer

October 10, 2026

Russian software taught to work more easily with large data arrays

Russian Postgres Professional has released an update to Postgres Pro AXE, version 2.0, which allows users to handle analytical data using standard SQL queries instead of specialized stored procedures. This update improves accessibility to analytical data, which is stored in Parquet format and managed through a dedicated metadata catalog. The system is designed for analytical workloads, supporting Online Analytical Processing (OLAP) and hybrid workloads. The first public version of Postgres Pro AXE was launched in January 2026, featuring vectorized analytical queries and compatibility with columnar storage. In the Russian market, alternatives to Postgres Pro AXE include Arenadata DB, optimized for corporate data warehouses, and Arenadata QuickMarts, a clustered columnar DBMS based on ClickHouse for rapid analytics.

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.