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Ring’s Billion-Scale Semantic Video Search with Amazon RDS for PostgreSQL and pgvector
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.
Google Wallet rolling out big homepage, search redesign
AppWizard
April 23, 2026

Google Wallet rolling out big homepage, search redesign

Google Wallet is undergoing a redesign of its Android app to enhance user experience, particularly in managing passes. The app's homepage layout has been changed, with passes now displayed in pairs and featuring themed backgrounds. Users can reorder passes by dragging them and have more control over which passes appear on the homepage. The floating action button has been replaced with a centered split-button, directing users to "Add to Wallet" and a new page for searching transactions and loyalty cards. This section is divided into Transactions and Passes for easy access. The redesigned Google Wallet is being rolled out across devices, and users should update to the latest versions of Google Wallet and Google Play services (stable 26.15.33) to access the new features.
How to get gunpowder in Windrose
AppWizard
April 15, 2026

How to get gunpowder in Windrose

In Windrose, players need gunpowder for ranged combat, which is scarce and requires ingenuity to craft. Gunpowder can be found by looting islands, searching hidden chests, and defeating pirates at Blackbeard Camps, which are located near the starter island. Loot is randomized, so gunpowder may not always be in the same place. To craft gunpowder, players must gather ash and sulfur after unlocking the Foothills, and they need iron to mine sulfur and a Millstone to craft the gunpowder. Expanding backpack size and boosting stamina can enhance gameplay.
Google’s Spotlight-like desktop search bar for Windows is available for everyone
Winsage
April 14, 2026

Google’s Spotlight-like desktop search bar for Windows is available for everyone

Google released a desktop application for Windows inspired by macOS's Spotlight feature, available globally in English for Windows 10 or newer. Users can activate the app using the Alt + Space shortcut, which allows searching web content, local files, and Google Drive. The app includes viewing options like All, Images, and AI Mode, and integrates Google Lens for enhanced search capabilities. It also supports screen sharing. There is speculation about potential expansion to macOS and Linux, with reports of a Gemini app being tested for macOS.
Todd Howard says Starfield's NG+ was misunderstood and defends Bethesda's new U-turn on how it works: 'You can tell us if we're done our job right'
AppWizard
April 13, 2026

Todd Howard says Starfield’s NG+ was misunderstood and defends Bethesda’s new U-turn on how it works: ‘You can tell us if we’re done our job right’

Starfield's Free Lanes update enhances the New Game Plus (NG+) mode by allowing players to retain up to 50 items when entering The Unity, a multiverse nexus that resets the game while keeping character skills and abilities. This change addresses player concerns about losing hard-earned possessions, which was previously seen as a daunting sacrifice. The update also introduces X-Tech for further upgrades to existing gear, aiming to reward players without frustrating them by losing progress. Bethesda's director, Todd Howard, and creative producer, Tim Lamb, emphasize the importance of evolving the gameplay experience and encouraging players to engage with the game's NG+ features.
Conspiracy Theories Are Eclipsing the Real Dangers of Russia’s Messaging App Max
AppWizard
April 9, 2026

Conspiracy Theories Are Eclipsing the Real Dangers of Russia’s Messaging App Max

Russia's state-run messaging app, Max, allows authorities to monitor personal messages and calls extensively. Many Russians continue to use WhatsApp and Telegram, which are out of government reach. Following a WhatsApp ban, the government is considering restrictions on Telegram. Intelligence agencies have created bots on Telegram that can lead to legal consequences for users. The Max app offers complete surveillance of messages, photos, and calls without such provocations. Despite efforts to make Max appealing through features like age verification and integration with Gosuslugi, users are reluctant to switch from existing platforms. The government has attempted to position Max as the primary communication tool by potentially eliminating competitors, but Telegram's popularity remains a significant barrier. Recent decisions have eased restrictions on Telegram, and officials now emphasize that using Max is "optional." Some users, including officials, prefer to use Max on separate devices for security. Concerns about Max's geolocation capabilities and its access to other applications are often exaggerated, and the app has faced scrutiny regarding surveillance practices. Developers have reduced checks on VPN usage, but public distrust persists. Many users focus on the risks posed by Max while neglecting other security vulnerabilities. Effective risk mitigation requires a rational assessment of threats and increased digital literacy.
Microsoft acknowledges Windows 11's search problems, working on a fix
Winsage
April 8, 2026

Microsoft acknowledges Windows 11’s search problems, working on a fix

Microsoft has acknowledged the issues with the search functionality in the Windows 11 Start menu, including slow response times and inaccurate results. Diego Baca, the design lead, confirmed that the company is aware of these problems, which include irrelevant suggestions and unrelated web searches. Microsoft is prioritizing improvements to enhance the performance and reliability of the Start menu search and is working on a comprehensive update to unify the search logic across all Windows platforms. Enhancements are currently in internal testing, but the timeline for public release is uncertain.
Five new Steam games you probably missed (April 7, 2026)
AppWizard
April 7, 2026

Five new Steam games you probably missed (April 7, 2026)

Steam releases around a dozen new games daily. The following are details of some notable upcoming PC games: - Stiff Neck - Release Date: April 3 - Developer: 伤官制作组 Team Uranian - Description: A life simulation game where players control Kazio, a Polish man adjusting to life after losing his job at a coal mine, now working at a convenience store and facing financial challenges. - Wasteland Bites - Release Date: April 4 - Developer: CosmicDev - Description: A game where players operate a food truck in a post-apocalyptic world, cooking while defending against aliens and mutants. - It Has My Face - Release Date: April 4 - Developer: NightByte Games - Description: A roguelike game where players navigate a world filled with doppelgangers, aiming to eliminate their lookalike before being found out, featuring both solo and multiplayer modes. - Grime 2 - Release Date: April 1 - Developer: Clover Bite - Description: A sequel to a combat-focused platformer where players can mold defeated enemies into attacks, featuring a parry-centric combat system and challenging boss battles.
Mojave Valley codes April 2026
AppWizard
April 2, 2026

Mojave Valley codes April 2026

Mojave Valley codes provide players with additional in-game currency for purchasing vehicles or constructing homes without real-world spending. Currently, there are no active Mojave Valley codes available, but players should check regularly for updates. To redeem codes, players must open Mojave Valley in Roblox, tap the Shop button, click on Codes, and enter the code. A Mojave Valley Discord server exists for player connection and support. Common issues with codes not working include adding spaces when copying or using expired codes. Expired codes include LAAATEEEEE, LUNARYEAR, BUGFIX, PRESSPRESS, DELAYED, NEWYEARS, HYDROLOCKED, WINTER, and CATALINAISLAND_TANKED.
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