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Why most AI projects fail: It’s infrastructure and people
Tech Optimizer
July 6, 2026

Why most AI projects fail: It’s infrastructure and people

AI technology faces significant criticism for its low success rates in delivering business results, with studies indicating a 95% failure rate for enterprise AI solutions and only 9% of organizations in Europe, the Middle East, and Africa achieving measurable outcomes from AI initiatives. Four main shortcomings hinder the transition of AI prototypes to production: 1. Deployment Flexibility: Prototyping environments often lack the necessary flexibility for large-scale production deployment, particularly in regulated sectors. 2. Data Sovereignty: Production transitions can complicate data sovereignty at enterprise and regional levels. 3. Reliability: High availability is crucial for production environments, but vendor-managed platforms may not guarantee seamless upgrades or hardware swaps without downtime. 4. Disconnect in Tool Selection: Developers often choose tools for prototyping without considering production implications, leading to difficulties in scaling. The shortage of database administrators (DBAs) is exacerbated by the increasing use of AI tools, with 84% of developers utilizing them according to a 2025 survey. To address these challenges, Merrick suggests leveraging AI DBA agents to support human DBAs and improve database management efficiency. He emphasizes the need for both robust data infrastructure and enhanced operational support to improve the success rates of AI prototypes.
The database that refused to die: How Postgres survived its own creators
Tech Optimizer
June 22, 2026

The database that refused to die: How Postgres survived its own creators

Postgres, originally developed by Michael Stonebraker in the early 1980s, is an open-source database system that evolved from Ingres. It was designed to handle complex data types and introduced user-defined data types, operators, and functions, leading to the support for abstract data types (ADTs). The initial commercialization of Postgres occurred through a startup named Illustra, later acquired by Informix. In 1995, graduate students Andrew Yu and Jolly Chen revived Postgres, transitioning it from QUEL to SQL, resulting in Postgre95, which evolved into PostgreSQL. Today, Postgres is one of the most popular database systems globally, known for its extensibility and high code quality. However, it currently lacks features like file-level encryption (TDE), which are standard in commercial systems, relying instead on the operating system for encryption. Efforts to implement TDE have faced challenges due to the complexity of required code changes.
This app can translate your favorite games into any language, but there's a big catch
BetaBeacon
June 19, 2026

This app can translate your favorite games into any language, but there’s a big catch

- Google Play Protect blocks the app's installation due to sensitive permissions, such as recording the screen and utilizing the "display over other apps" permission. - The developer used generative AI to assist with the app's development, but claims to heavily review the code and make/validate all architectural decisions to ensure security.
The RTX 20 series has officially become Nvidia's Windows 7
Winsage
June 16, 2026

The RTX 20 series has officially become Nvidia’s Windows 7

Windows 7 now has a user base of only 0.07%, while 8.54% of Nvidia RTX owners still use the RTX 20 series graphics cards. The RTX 20 series, launched in 2018, introduced technologies like ray tracing and DLSS, which have since evolved and become standard in modern gaming. Despite their decline, both Windows 7 and the RTX 20 series are still utilized by loyal users, with the RTX 20 series being the oldest generation still in use. The RTX 20 series is recognized for laying the groundwork for advancements in PC gaming, and its long-term impact is expected to be significant.
Windows 11 Beta Build 26220.8575: Microsoft fixes audio, Settings, and annoying freezes
Winsage
June 10, 2026

Windows 11 Beta Build 26220.8575: Microsoft fixes audio, Settings, and annoying freezes

Microsoft has released Windows 11 Insider Preview Build 26220.8575 on June 8, 2026, focusing on stability rather than new features. This build introduces the ability to extend update pauses indefinitely, which is important for maintaining system integrity in test environments. It also fixes an audio malfunction affecting some users and improves the reliability of the “Settings > Apps > Installed apps” feature. Additionally, the build addresses freezing issues in core applications like Search and Notepad. The Beta channel has been restructured to provide more stability and predictability, with features no longer rolled out gradually. Overall, this build enhances update management, resolves audio issues, stabilizes app handling, and addresses freezes in essential components.
Ball State IDIA Lab Launches Mesa Verde Virtual Companion App for Apple and Android Devices
AppWizard
June 9, 2026

Ball State IDIA Lab Launches Mesa Verde Virtual Companion App for Apple and Android Devices

Ball State University’s Institute for Digital Intermedia Arts (IDIA Lab) has launched the Mesa Verde Virtual Companion, an augmented reality mobile app designed to enhance public engagement with Mesa Verde National Park. The app is available for free on the Apple App Store and Google Play and includes features such as augmented reality experiences, 3D visualizations of ancestral structures, narrated interpretations, animated figures, and interactive learning content about the Ancestral Pueblo people. The app aims to facilitate both on-site and off-site exploration of the park, which contains nearly 5,000 archaeological sites and is recognized as a national park and UNESCO World Heritage Site. It targets park visitors, educators, families, and remote users, incorporating accessibility features like a welcome tutorial and voiceover options. The project emphasizes immersive learning and cultural preservation, using advanced digital media to connect users with Indigenous history. The IDIA Lab, supported by Lilly Endowment, Inc.’s Digital Media Initiative, develops projects that explore virtual and augmented reality and collaborates with various organizations to enhance educational experiences.
Discover the Gears of War: E-Day Collector’s Edition
AppWizard
June 8, 2026

Discover the Gears of War: E-Day Collector’s Edition

The Coalition has introduced the Gears of War: E-Day Collector’s Edition, which includes the Xbox Series X Premium Edition of the game and various collectible items. Pre-orders are open, with the Collector’s Edition launching on October 1, 2026, and the global release of Gears of War: E-Day on October 6, 2026. Key features of the Collector’s Edition include a 15-inch collectible statue of Marcus Fenix and Dominic Santiago, a SteelBook with artwork by Luke Preece, replica COG tags, a photograph of the characters, a premium art print of the Feral Wretch, and a thank-you note from the development team. The package also offers early access to the game, a weapon pack, customization packs, and in-game currency. The Collector’s Edition will be available for Xbox Series X and Steam, with limited quantities for pre-order.
Microsoft (MS) has unveiled a blueprint to turn Windows into a key operating system for artificial i..
Winsage
June 3, 2026

Microsoft (MS) has unveiled a blueprint to turn Windows into a key operating system for artificial i..

Microsoft is transforming Windows into an "AI operating system" that will enable AI agents to perform tasks traditionally managed by humans, such as sending emails and scheduling meetings. During the Build 2026 developer conference, Microsoft introduced 'Scout,' an AI secretary that autonomously manages tasks and integrates with a system called MSIQ for organizational workflows. CEO Satya Nadella emphasized the creation of a workspace for AI agents within Windows, supported by a security framework called "MXC" to ensure controlled operation. Each AI agent will have a unique identity for accountability. Microsoft also unveiled seven proprietary AI models, including "MAI-Thinking-1," and a semiconductor called 'Maia 200,' which outperforms Nvidia's chips. Additionally, Microsoft is developing 'Project Solara,' a prototype for dedicated devices to facilitate AI interactions.
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