database Archives

AppWizard

September 19, 2026

Google’s Android Bench 2.0 tests AI agents on week-long app builds

Google has launched Android Bench 2.0, an upgraded benchmark for evaluating AI coding agents, which now includes 30 long-horizon tasks that can take human engineers days or weeks to complete. The best pass rate for these tasks is around 28%, down from approximately 91% in the previous version. The benchmark measures both pass rates and completion rates, acknowledging partial progress rather than just failures. It assesses various challenges, including app creation and feature integration, using a comprehensive scoring methodology that evaluates functionality, regression checks, and visual fidelity. AI models perform better with new code than with modifications to existing systems, facing challenges in runtime validation and cross-platform conversions. The current leaderboard shows OpenAI’s GPT-6 Astra leading with a 28% pass rate, while Gemini 3.8 Flash has an 8% pass rate. Developers using AI agents should be aware that while AI can generate significant portions of applications, further refinements will require human input. The benchmark is available on Google’s Android Bench leaderboard.

Winsage

September 18, 2026

How to measure and shrink the Windows search index

The initial storage cost of the search index on a fresh installation of Windows 11 is minimal, only a few megabytes. When a sizable work folder is added, the index expands, but it does not revert to its original size after the folder is removed. The search index is stored in Windows.db for Windows 11 and Windows.edb for Windows 10. Windows 11 has two indexing modes: Classic (default) and Enhanced, with Classic indexing Documents, Pictures, Music folders, and the Desktop, while Enhanced scans the entire PC. The index includes file names and content, allowing keyword searches. Users can measure their index items through Settings without special permissions, while file size requires administrative access via PowerShell. An index under 30,000 items is acceptable for average users, while performance issues may arise beyond 400,000 items, with a technical ceiling of one million items. In an experiment, the index grew from 462 items and 6.71 MB to 3,466 items and 18.66 MB after adding 3,000 text files, but remained at 16.81 MB after deleting those files. To reclaim disk space, users can exclude specific folders from indexing and rebuild the index, which can significantly reduce its size while retaining the same number of items.

AppWizard

September 18, 2026

Android apps can now check security patches down to individual device components

The new AndroidX Security State libraries, with stable releases of Security State v1.1.0 and Security State Provider v1.0.0, allow developers to evaluate the security status of individual device components. They provide three levels of security patch information: Device Security Patch Level (DSPL), Published Security Patch Level (PSPL), and Available Security Patch Level (ASPL). These libraries enable checks on critical components of the Android operating system, including system modules and the Linux kernel, which are represented by version numbers rather than monthly patch dates. Applications that prioritize security can utilize this detailed patch information to assess vulnerabilities, particularly those tracked as Common Vulnerabilities and Exposures (CVEs). The libraries also integrate with the Open Source Vulnerabilities (OSV) database for access to Android Security Bulletin data and device-specific vulnerability reports. Additionally, Android 17 allows manufacturers to declare individual security fixes beyond the stated security patch level, and Google is working with manufacturers to transition their OTA update clients to this new standardized system.

Winsage

September 17, 2026

Windows Search’s default indexing mode could be writing gigabytes to your SSD every day for a feature almost nobody uses

The search index on Windows 11 can contribute to storage bloat, with reported sizes varying significantly among users. The search index database, named Windows.db, is crucial for delivering quick search results and can grow dramatically, with some users experiencing sizes exceeding 200GB. A PowerShell script can be used to check the size of the Windows.db file. If the file size is unusually large, users can rebuild the search index through the Indexing Options in the Control Panel. Windows 11 has two indexing modes: Classic and Enhanced, which affect the size and number of indexed items. Classic mode indexes specific folders, while Enhanced mode indexes the entire PC. Excluding certain directories can help manage index size. Performance issues may arise on PCs with over 400,000 indexed items.

Winsage

September 16, 2026

Microsoft Office 2024 Professional Plus lifetime deal

Microsoft Office 2024 Professional Plus is priced at .99, significantly lower than its MSRP of 9.99, and provides access to core Office applications without a Microsoft 365 subscription. It is designed for a single Windows PC and includes applications such as Word, Excel, PowerPoint, Outlook, OneNote, and Access. This version does not have recurring subscription fees and is linked directly to one compatible Windows device. It emphasizes long-term stability, features a refined interface with Dark Mode support, enhanced security, and reliable performance on Windows 10 and 11. It is not suitable for users who frequently switch between multiple computers.

Tech Optimizer

September 16, 2026

Chinese state security authorities warn outdated antivirus software can expose systems to cyberattack

Chinese state security officials have emphasized the necessity for organizations to keep antivirus software and virus databases updated to prevent data breaches and unauthorized access. The Ministry of State Security (MSS) highlighted that neglecting these updates has led to significant security incidents, including the theft of sensitive data and cyberattacks on work email accounts. Specific cases include a research institute that suffered a breach due to unpatched vulnerabilities, an institution exposed to cyberattacks for not enforcing regular virus scans, and a company that operated a poorly protected server with outdated antivirus software. Contributing factors to delayed updates include a lack of awareness about cybersecurity risks, insufficient network maintenance, and unclear responsibilities within organizations. Under China's Cybersecurity Law, network operators must implement measures to protect against cybersecurity threats. The MSS advises organizations to enhance their cybersecurity measures by adopting technologies like automated risk alerts and intelligent behavioral analysis.

AppWizard

September 15, 2026

Bikers Should Download These 4 Android Auto Apps For Their Motorcycle

Android Auto enhances the in-vehicle experience for drivers, including motorcycle riders, with compatible apps designed for their needs. Sygic offers a Motorbike Mode for navigation, allowing riders to choose scenic routes and providing real-time data like lean angles and weather conditions. It integrates with Android Auto and requires a one-time fee for the Motorbike Mode. The app has over 50 million downloads and a 4.1-star rating. Calimoto is a navigation and route-discovery app for bikers that uses user-generated content to offer routes. It tracks essential ride data and integrates with Android Auto, displaying routes on the dashboard. The app has over one million downloads and a 4.3-star rating, though some users report issues with user-submitted routes. AccuWeather provides real-time weather alerts tailored for motorcycle riders, helping them anticipate adverse conditions. It integrates with Android Auto to display current weather and forecasts. The app has over 100 million downloads and a mixed 3.5-star rating, with a free version available. Campendium is a resource for finding campgrounds and overnight parking, featuring over 70,000 locations in the U.S. and Canada. It provides information on amenities and integrates with Android Auto for navigation. The app has mixed reviews and an overall rating of 1.8 stars. The selection of these Android Auto apps focused on enhancing the riding experience for motorcycle riders, evaluating features and integration with Android Auto.

Tech Optimizer

September 15, 2026

AI Is Changing Antivirus From File Matching to Behaviour-Based Malware Detection

Artificial intelligence is transforming malware detection by moving away from traditional file signature reliance to analyzing program actions. Antivirus software previously used signatures to identify known threats, but the rapid emergence of over 450,000 new malware samples daily complicates this method. Attackers now employ techniques like repacking and encryption to evade detection, prompting the need for machine-learning and behavioral techniques for better protection. Modern detection systems assess multiple characteristics of executable files, including their behavior, to identify potential threats, even if they lack recognized signatures. Microsoft's Project Ire exemplifies advanced detection capabilities, functioning as an automated malware analyst that evaluates unknown binaries based on their behavior. Additionally, modern endpoint-security products leverage cloud systems to analyze data from multiple devices, enhancing threat detection through shared intelligence. However, AI detection can still produce false positives and is susceptible to manipulation by attackers. Therefore, effective security systems require a combination of traditional measures, behavioral monitoring, machine learning, and human analysis to navigate complex threats.

Tech Optimizer

September 11, 2026

12-Year-Old PostgreSQL Flaw Lets Attackers Execute Code on Database Servers

A PostgreSQL vulnerability identified as CVE-2026-6471, known as PostGREShell, allows attackers with minimal replication access to execute arbitrary code on database servers. This flaw has existed for approximately 12 years and affects non-superuser PostgreSQL accounts with the REPLICATION attribute, commonly used for backup and replication tasks. The vulnerability arises from inadequate restrictions on the library path specified as an output plugin name, enabling an attacker to exploit the logical decoding feature to load a malicious library. Exploitation requires only a PostgreSQL account with REPLICATION privileges, wal_level set to logical, and access to SMB port 445. The flaw was discovered by Cyera Research and dates back to PostgreSQL 9.4's release in 2014. Patches have been released for versions 18.6, 17.11, 16.15, 15.19, and 14.24, and organizations are advised to upgrade to these versions. Database administrators should audit accounts with the REPLICATION attribute and restrict replication connections. Limiting outbound network access and monitoring logical replication activity is also recommended to mitigate risks.

Tech Optimizer

September 11, 2026

Tom Lane on the Architectural Decisions That Shaped 30 Years of Postgres

Tom transitioned from image processing to database management, particularly contributing to the Postgres project. He was part of a group that created an open-source implementation of JPEG, leading to the development of libjpeg, where he served as the principal maintainer for about five years. NASA's Perseverance rover uses libjpeg, a fact discovered by Joe Conway through research. Tom noted that the widespread adoption of JPEG was due to its efficient compression and the availability of a free implementation, which aided its integration into early web browsers. His interest in Postgres was influenced by its liberal licensing model, similar to that of libjpeg. Tom's commitment to open-source projects stems from his passion for collaborative software development, which began during his graduate studies in the 1980s. His PhD focused on software architecture, shaping his approach to both image processing and database management.