transformation

AppWizard
January 16, 2026
Deezer has launched a completely reimagined Android TV app that enhances the music experience on television. The update features a modern interface, smoother navigation, and Hi-Fi audio quality. It emphasizes music discovery with personalized recommendations through Deezer Flow and offers access to "100%" artist playlists and track mixes. The app includes an immersive player view, enhanced artist profiles, and a revamped lyrics feature for real-time display. The updated app is currently rolling out to compatible Android TV devices via the Google Play Store, with plans to extend to Fire TV through the Amazon Appstore.
Winsage
January 16, 2026
Microsoft has officially ceased all support for Windows Server 2008 as of January 13, 2026, including paid extended security updates. This end-of-life scenario poses significant security risks for organizations still using the outdated operating system, making them vulnerable to cyberattacks. The transition away from Windows Server 2008 requires careful planning, as many organizations face challenges in migrating legacy applications to modern systems. The lack of ongoing patches means that any new vulnerabilities will remain unaddressed, potentially leading to data breaches and compliance failures, particularly in regulated sectors like healthcare and finance. Microsoft has encouraged migration to Azure, offering incentives for early adopters, but the transition can be complex and costly. The end of support also affects global supply chains and compatibility with newer software applications. Organizations are advised to conduct audits of their software portfolios and consider hybrid environments to enhance flexibility and security.
AppWizard
January 15, 2026
The author initially lost interest in Marathon due to its challenges and competition from Arc Raiders, but recent updates, including enhanced visuals and the introduction of Runner Shells, have rekindled their enthusiasm. The Runner Shells are highly customizable, offering more flexibility than traditional hero selections in other games. Various Runner Shells, such as Destroyer, Assassin, Recon, Vandal, Triage, and Thief, have unique abilities inspired by Destiny, with Thief particularly appealing for its loot-gathering capabilities. The author expresses optimism about Marathon's potential and intends to engage with the game at launch.
Winsage
January 13, 2026
CES showcased significant advancements in artificial intelligence (AI) integrated into the Windows ecosystem, with various companies unveiling new products. Acer introduced the Copilot+ PCs, including the Swift 16 AI laptop with a haptic touchpad and Predator Helios Neo 16S AI gaming laptop. ASUS launched the Zenbook DUO, featuring dual OLED touchscreens, and the ROG Zephyrus Duo, a dual-screen gaming laptop. Dell refreshed its XPS brand with new laptops and monitors, while HP presented the EliteBook X G2 Series and the EliteBoard G1a Next Gen AI PC. Lenovo revealed several new Copilot+ PCs, and Samsung introduced the Galaxy Book6 series. AMD and Intel announced new processor lines, with AMD's Ryzen AI 400 Mobile Series and Intel's Core Ultra Series 3 processors. Qualcomm launched the Snapdragon X2 Plus for enhanced AI experiences in PCs.
AppWizard
January 12, 2026
Minecraft's first update for 2026 will introduce baby mobs, featuring a comprehensive re-skinning of eight different mobs: cows, pigs, ocelots, cats, chickens, wolves, sheep, and rabbits. The update aims to give these baby animals a more distinctive look with single-pixel eyes and new sounds. While a specific release date is not confirmed, it is speculated to debut in spring, potentially as early as March. Additionally, the update will include craftable name tags, allowing players to name pets easily by combining a sheet of paper with a metal nugget.
Winsage
January 12, 2026
Professionals are increasingly moving away from Windows 11 to various Linux distributions due to dissatisfaction with performance issues and intrusive features in Windows. A 2025 analysis showed Linux distributions outperforming Windows by an average of 19.5% in everyday tasks. Performance tests indicated that SteamOS, a Linux-based platform, often matched or exceeded Windows 11 in gaming performance. Linux's lightweight nature and superior system administration tools appeal to those managing servers and virtual environments. Security concerns regarding Windows 11, including privacy issues and forced updates, have led users to prefer Linux's open-source model, which allows for greater transparency and customization. Economic factors also play a role, as Linux is free and open-source, eliminating licensing fees associated with Windows 11. User-friendly distributions like Linux Mint facilitate the transition for new users, and community support helps address common challenges. Large organizations are increasingly adopting Linux for its stability and responsiveness, while the Linux community fosters rapid improvements and adaptability. User feedback highlights privacy, performance, and customizability as key benefits of switching to Linux.
AppWizard
January 10, 2026
Slork, a hero in the game Deadlock, was initially introduced during private testing and later rebranded as Fathom. He was part of a hero labs feature that allowed players to experiment with characters in development. However, as the game evolved, the hero labs mode was removed, and while four of the eight characters from that phase were integrated into the game's core roster, Fathom was not included and was subsequently removed. The announcement of Slork's removal was met with disbelief and humor, particularly after a developer jokingly mentioned making a stock from his bones and meats in response to community lament. This comment, along with a specific cooking instruction of "7 hours," underscored the character's demise and left fans mourning his loss.
AppWizard
January 9, 2026
The latest Minecraft update introduces eight new baby farm mobs, enhancing their cuteness with unique sound effects and animations. The new mobs include: - Wolf pup: Nine variants of chunkier wolf pups. - Kitten: Eleven squishy variants found in villages and swamp huts, tamable with raw cod or salmon. - Baby chicken: Three variants adapted to different climates: chilly, temperate, and warm. - Rabbit: Puffier tails and fluffier fur for both baby and adult rabbits. - Piglet: Smaller, stockier piglets in chilly, warm, and temperate regions. - Lambs: Eleven colored variants resembling tiny puffs of wool. - Calf: Five distinct variants with doe-eyed expressions and soft noses. - Baby ocelot: Jungle-dwelling ocelots with big green eyes and blocky paws, loyal to players who feed them raw salmon or cod.
AppWizard
January 8, 2026
Google has transformed Gmail by integrating its Gemini technology to improve user experience, making email writing, searching, and message presentation simpler. Features like personalized Suggested Replies and Help Me Write are now available to all Gmail users for free. A key addition is the AI Overviews, which generate summaries of relevant emails based on user inquiries, allowing for quick retrieval of information. This feature is currently available only to Google AI Pro and Ultra subscribers. Additionally, an "AI Inbox" will prioritize emails based on significance rather than chronological order, highlighting important tasks and key contacts. This feature is in testing for select users, with a broader rollout expected soon.
Tech Optimizer
January 8, 2026
Inserting 2 million records per second into Postgres is achievable. The analysis explores five methods for inserting data into Postgres using Python, focusing on trade-offs in abstraction, safety, convenience, and performance rather than just speed. High-volume insert workloads are common in scenarios like loading records, syncing data, backfilling analytics tables, and ingesting events. Minor inefficiencies can lead to significant performance impacts. To interact with Postgres, the psycopg3 driver is used alongside SQLAlchemy, which provides two layers: Core and ORM. Psycopg3 is a low-level driver requiring manual SQL management, while SQLAlchemy Core offers a SQL abstraction, and the ORM maps Python classes to database tables, enhancing productivity but introducing overhead. Benchmarking involves measuring only the time spent transferring data from Python to Postgres, ensuring a fair comparison among methods. The fastest method may not always be the best due to maintenance costs, correctness guarantees, and cognitive load. The right insertion strategy depends on the existing data structure rather than just row count. The ORM is suited for CRUD-heavy applications, Core for data ingestion and analytics, and the Driver for maximum throughput in extensive writes. Performance issues can arise from mismatching abstractions, and reverting to a lower level may enhance performance. A guideline for choosing methods is: - Use ORM for applications prioritizing correctness and productivity. - Use Core for data movement or transformation balancing safety and speed. - Use Driver for pushing performance limits with raw power and full responsibility.
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