monitor Archives

Tech Optimizer

April 26, 2026

Ring’s Billion-Scale Semantic Video Search with Amazon RDS for PostgreSQL and pgvector

Users of Ring's semantic video search can quickly find specific moments in video data, such as "a dog in my backyard" or "a package delivery," using a system that employs PostgreSQL and pgvector for video data handling. The system utilizes vector embeddings to represent visual content, allowing for efficient storage and similarity searches. When a user queries a term, the system converts it into a vector to retrieve similar video frames in under two seconds. Ring's video search operates on a global scale, processing billions of read requests daily across four continents and nine AWS regions, with strict latency requirements for millions of users. Key metrics include storing 100–200 billion embeddings, generating approximately 2 billion new embeddings daily, and maintaining a data footprint of 140–150+ TB across three PostgreSQL clusters.

AppWizard

April 25, 2026

Have a Samsung phone and PC? You need the new Galaxy Connect Windows app

The user expanded their Samsung ecosystem with a Galaxy Book 4 Edge and tested the Galaxy Connect application, which includes four features: Continue on other devices, Storage Share, Multi Control, and Second Screen. Multi Control allows users to connect their Samsung phone or tablet as a secondary display, enabling seamless control of the mobile device from the primary display. The Second Screen feature lets users utilize a Galaxy tablet as a wireless display for their Windows computer, reducing lag by connecting directly. Storage Share provides access to files on Samsung devices from the PC's File Explorer, and the Continue on other devices feature syncs the clipboard for easier two-factor authentication. Users with ARM-based PCs may face limitations, and some without Intel network adapters have reported issues with Galaxy Connect's functionality.

AppWizard

April 25, 2026

Android Hackers Target 800 Banking, Crypto and Social Media Apps With ‘Near-Zero Detection Rates’: Zimperium

Android hackers are targeting over 800 applications in banking, cryptocurrency, and social media sectors, utilizing four active malware families: RecruitRat, SaferRat, Astrinox, and Massiv. These malware employ advanced techniques to evade detection and execute credential theft, unauthorized financial transactions, and data exfiltration. Attackers lure victims through phishing websites, fraudulent job offers, fake software updates, text-message scams, and promotional lures. Once installed, the malware can request Accessibility permissions, obscure app icons, obstruct uninstallation, and steal sensitive information through counterfeit lock screens. They can also capture one-time passcodes, stream device screens, and overlay fake login pages on legitimate applications. The malware uses HTTPS and WebSocket communications to blend malicious traffic with normal activity and may incorporate encryption layers to avoid detection.

BetaBeacon

April 25, 2026

Today’s Android game and app deals: Lia Hacking Destiny, Ash of Gods, Boxville 2, and more

The highlighted Android app price drops include Black Border 3 for , Lia: Hacking Destiny for .50, Outliver: Tribulation for , Ash of Gods: Redemption for .50, and more.

AppWizard

April 24, 2026

Valve is giving Steam Deck game devs real player performance data

Valve is providing developers with 30 days of average frame rate data for games that have achieved Steam Deck Verified status to help optimize performance for handheld gaming. This data allows developers to monitor performance, especially after updates, and addresses discrepancies between Verified ratings and user experiences. Valve plans to extend this feature to Steam Deck Playable games, potentially allowing developers to display performance metrics on store pages. The timeline view will help track performance impacts from updates, and developers may highlight impressive statistics on their store pages.

Winsage

April 24, 2026

Microsoft beefs up Remote Desktop security with … hard-to-read messages

Microsoft has released an update to improve the security of its Remote Desktop feature, which includes a warning for users opening Remote Desktop (.rdp) files. However, this warning is not displaying correctly for some users due to a bug identified in the Known Issues list after the April 14 update. The issue primarily affects users with multiple monitors set to different display scaling, leading to overlapping text or obscured buttons. Microsoft has advised users to synchronize their display scaling settings or use keyboard navigation as a workaround. The company plans to address this issue in a future Windows update but is not issuing an Out-of-Band update specifically for it. Additionally, a serious vulnerability (CVE-2026-40372) was discovered in the .NET framework, affecting versions 10.0.0 to 10.0.6, which requires immediate attention. This vulnerability impacts all Windows versions that received the update, including Windows 11 26H1.

Tech Optimizer

April 23, 2026

Take Control: Customer-Managed Keys for Lakebase Postgres

Encryption at rest is essential for cloud environments, especially in regulated sectors. Lakebase offers Customer Managed Keys (CMK), allowing organizations to control their encryption keys from preferred Key Management Services (KMS) like AWS KMS, Azure Key Vault, or Google Cloud KMS. Lakebase CMK manages both persistent storage and ephemeral compute, ensuring data security. Lakebase's architecture separates storage and compute layers, enabling elastic scaling and serverless operations. The storage layer maintains persistent data, while the compute layer consists of dynamic Postgres instances. This separation poses encryption challenges, addressed by Lakebase CMK through a hierarchical Envelope Encryption model. The key hierarchy includes: 1. Customer Managed Key (CMK): The Root of Trust in the cloud KMS, never accessed in plaintext by Databricks. 2. Key Encryption Key (KEK): A transient key for wrapping data keys. 3. Data Encryption Keys (DEKs): Unique keys for each data segment, stored in an encrypted state. When data access is needed, Lakebase retrieves DEKs by unwrapping keys from the KMS. If a key is revoked, access to the data is denied, and ephemeral compute instances are terminated. In practice, CMK applies to: 1. Persistence Layer (Storage): All data segments are encrypted with keys controlled by the CMK. 2. Ephemeral Layer (Compute): Each compute instance generates a unique ephemeral key, and upon revocation, the instance is terminated, destroying in-memory keys. CMK implementation follows a delegation model, allowing Security Admins to manage keys without accessing data. The process includes key configuration, workspace binding, and lifecycle management. Key rotation is seamless, requiring no data re-encryption. All cryptographic operations involving the CMK are logged by the cloud provider's audit service. Lakebase CMK is available for Enterprise tier customers, allowing organizations to manage their encryption keys effectively.

AppWizard

April 23, 2026

Parents of Instagram and Messenger teens can see what they’re asking AI.

Meta has introduced a feature that allows parents to monitor the inquiries their teenagers make to the company's AI on platforms such as Instagram and Messenger. This feature is available in the United States, United Kingdom, Australia, Canada, and Brazil, providing insights into the topics explored by teens with Meta's AI over the past week. It also extends to Facebook, although the platform's relevance among younger users is decreasing. The initiative is part of Meta's efforts to safeguard young users, including alerts to parents about searches related to self-harm.

Tech Optimizer

April 23, 2026

Aurora Serverless: Faster performance, enhanced scaling, and still scales down to zero

Amazon Aurora Serverless offers an on-demand, auto-scaling database management solution that adjusts to workload demands, scaling up during high usage and down to zero during inactivity. The latest version, platform version 4, has a 30% performance increase over version 3 and allows users to monitor performance metrics effectively. Benchmark tests show that both Aurora MySQL and Aurora PostgreSQL on platform version 4 achieve a 27% to 34% increase in New Orders per Minute (NOPM) compared to version 3. The autoscaling mechanism in Aurora Serverless has been improved, doubling the default scaling rate and achieving maximum capacity in 22 minutes, a 45% improvement over the previous 40 minutes. A Sysbench workload test indicates that version 4 completes tasks 27% faster and at a 28% lower cost compared to version 3. Additionally, platform version 4 incorporates more metrics for better scaling decisions, enhancing performance in resource competition scenarios. To check the current platform version of an Aurora Serverless cluster, users can navigate to the Amazon RDS console or use the AWS CLI command provided.

AppWizard

April 22, 2026

Google Wallet’s latest update is all about easing your flight anxiety

Google Wallet now shows live flight status updates directly on the lock screen for Android users. This feature allows users to track departure and arrival times, as well as real-time flight progress through a dynamic notification with a progress bar. It works by adding boarding passes via Gmail and is available on Android 16 and newer devices. Users receive alerts for boarding times and gate changes without needing to unlock their devices, and the notification appears shortly before departure, providing estimated takeoff and arrival times. The update includes a visually engaging progress bar that illustrates the flight's journey.