errors Archives

Tech Optimizer

October 11, 2026

dbForge 2026.2 Adds a PostgreSQL Debugger, Visual Object Editors and Broader Context for dbForge AI Assistant

Devart has released dbForge 2026.2, a unified database management ecosystem for PostgreSQL developers, featuring an embedded PostgreSQL Debugger that allows for efficient error tracking in server-side code. The Debugger enables breakpoints, step-through code execution, and real-time monitoring of variables and query results. Visual editors for PostgreSQL event triggers, functions, and procedures have been introduced, allowing for easier management without manual SQL writing. The dbForge AI Assistant now offers expanded context awareness, enabling users to attach various documents and select from multiple AI models for generating relevant SQL code. A free Express edition of the AI Assistant is available, with limited features compared to paid plans. Additionally, new SQL refactoring commands and schema comparison improvements have been implemented, along with updates for compatibility with MySQL 26.7 and MariaDB 13.x.

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

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.

Winsage

October 8, 2026

Microsoft Windows and Surface event

A new initiative has been introduced to simplify the purchasing process by enhancing customer experience. Key components include: - Customers will provide essential location details: state, zip code, and country. - A dropdown menu will allow customers to select their state, reducing input errors. - The zip code input field will accommodate a maximum of seven characters for ease of entry. - A clear label will guide customers to specify their country, aiding in service customization. This redesign aims to improve user experience and operational efficiency.

AppWizard

October 5, 2026

Terraria turned into a Minecraft analogue – you can play in 3D with a first-person view

Developer Eastern-Willow214 has released an early build of "Terraria Unbound," a modification that transforms the game into a three-dimensional experience, available via tModLoader. The mod features a 2304-block high world and retains core mechanics like resource gathering, building, exploration, and combat. It includes multiplayer functionality but is in an "experimental" phase, with potential bugs and compatibility issues. The mod can be accessed through the Steam Workshop for free, and future updates may support popular mods like Thorium and Calamity.

Winsage

October 4, 2026

Microsoft confirms Windows 11 26H2 is crashing some games and apps, promises to fix it in the next update

In October 2026, Microsoft is addressing ongoing issues from its September updates for Windows 11, particularly related to audio decoding. Certain applications and games using Windows' built-in AC-3 (Dolby Digital) audio decoding may crash when users adjust volume or audio settings. This issue primarily affects older applications and games, while most modern apps are expected to function normally. Microsoft has issued multiple updates, including a mandatory Patch Tuesday update and an emergency patch, but some audio problems remain unresolved. The September updates also introduced a significant increase in security fixes, addressing 974 vulnerabilities compared to 86 in September 2025. Additionally, an emergency update disrupted the functionality of File History, which Microsoft is investigating. An optional update aimed to fix File History but led to new crashes in various applications. Microsoft is currently working on a resolution for the audio-decoding bug without a specified timeline.

AppWizard

October 3, 2026

Google rounds the week out with Android 17 QPR 3 Beta 1

Google has released the Android 17 QPR3 Beta 1 for Pixel testers, supporting devices from the Pixel 6a to the Pixel 11 series. Most devices receive build DP11.260918.006, while the Pixel 11 family uses DP11.260918.005. The update focuses on bug fixes, including issues with audio output device switching, crashes when starting foreground services, excessive spacing in app icons, failures in displaying app previews, NFC service crashes, device freezes with fingerprint unlock, crashes in Face Unlock settings, MediaPlayer crashes, application freezes, camera feed rotation issues, UI glitches, unexpected dots on the Mobile Data icon, front camera malfunctions, crashes in calling apps, eSIM profile issues, excessive battery drain with Flip to Shh, crashes in the Settings app, audio playback interruptions on Bluetooth devices, loss of cellular service, and Wi-Fi connectivity failures. Users can register for the beta through Google’s Android Beta for Pixel program but should back up data. They can unenroll to revert to a stable version. Preliminary findings suggest new features, including gamepad control of the cursor and potential phone unlock integration.

AppWizard

October 3, 2026

Google already rolling out Android 17 QPR3 Beta 1 for Pixel

Google has released the Android 17 QPR3 Beta 1, following the QPR2 release, with a stable version expected in March 2027. The beta includes several enhancements and fixes, such as: - Functional audio output device switching during playback from apps without active media controls. - Stabilized foreground service initiation from Quick Settings tiles. - Adjusted application icons in the app menu to reduce excessive spacing. - Reliable app previews in the recent apps screen. - Improved NFC service stability. - Optimized fingerprint sensor unlocking to prevent device freezes. - Refined Face Unlock settings to avoid crashes. - Enhanced MediaPlayer functionality for non-ASCII audio attribute tags. - Improved application launch stability to reduce ANR errors. - Correct functioning of video calling apps without camera feed rotation in desktop mode. - Streamlined user interface navigation back to the home screen. - Corrected Mobile Data icon anomalies in Quick Settings. - Screen recording now supports front camera functionality. - Stabilized calling apps to prevent crashes after device reboot. - Addressed eSIM profile activation issues. - Minimized battery drain during idle with Flip to Shh enabled. - Stabilized access to battery settings in the Settings app. - Improved audio playback consistency on LHDC v5 Bluetooth devices. - Mitigated cellular service disruptions due to modem reporting issues. - Enhanced Wi-Fi connectivity for automatic reconnections during background wakes. The Android 17 QPR3 Beta 1 system images are available for various Pixel devices, including the Pixel 6a, Pixel 7 series, Pixel Tablet, and Pixel 8 models. Users can report issues through the Android Beta Feedback app and join the Android Beta Program for OTA updates. Opting out of the Beta program after installation will result in a data wipe, while opting out before installation will not.

AppWizard

October 3, 2026

Android 17 QPR3 Beta 1 gives us an early look at next year’s Pixel updates

Google has begun the rollout of Android 17 QPR3 Beta 1 for Pixel devices, including models from the Pixel 6a to the Pixel 11 family, with most devices receiving build DP11.260918.006 and Pixel 11 users receiving DP11.260918.005. The QPR updates are quarterly enhancements aimed at refining performance and addressing issues without breaking changes to the API. Google is addressing a range of issues in this beta version, including crashes, fingerprint freezes, eSIM problems, Wi-Fi failures, battery drain, and Bluetooth audio glitches. A stable release is targeted for March 2027. Specific issues being worked on include: - Audio output device switching problems. - Crashes when starting foreground services from Quick Settings. - Excessive spacing in app icons. - App previews failing to display in recent apps. - NFC service crashes. - Device freezes with fingerprint unlocking. - Crashes in Face Unlock settings. - MediaPlayer crashes with non-ASCII audio tags. - Applications freezing and triggering ANR errors. - Camera feed rotation issues in video calling apps. - User interface problems when returning to the home screen. - Unexpected dot on the Mobile Data icon. - Front camera malfunction during screen recording. - Crashes in calling apps after device reboot. - eSIM profile enabling issues. - Excessive battery drain with Flip to Shh enabled. - Crashes in the Settings app when accessing battery settings. - Audio playback interruptions on Bluetooth devices. - Crash loops and loss of cellular service related to SIM slot indices. - Wi-Fi reconnection failures during background wakes. Users can expect a stable release by early next year and are advised to remain on the stable channel until the public QPR2 launch if they prefer not to participate in the beta.

AppWizard

October 2, 2026

Using AI to Solve Technical Problems in PC Games

PC gaming can experience crashes after installing mods or changing settings, often requiring players to diagnose issues from complex error logs. AI tools can assist by analyzing game versions and actions taken before crashes, helping to identify problems more efficiently. Heavily modded games may face additional complications due to conflicts between mods or outdated plugins, where AI can streamline the troubleshooting process. Configuration files contain critical settings that can be adjusted to resolve issues, and AI can clarify these settings and highlight changes when transferring games. Updates can introduce new problems, making it essential to provide AI with specific details for effective analysis. While paid AI tools may not be necessary for all players, they can be beneficial for those frequently encountering technical difficulties. AI can offer valuable insights during troubleshooting, though it may not resolve every issue.