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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.
Protect Your Business Without Ruining the Budget: Bitdefender Antivirus Plus Is Just $20
Tech Optimizer
July 6, 2026

Protect Your Business Without Ruining the Budget: Bitdefender Antivirus Plus Is Just $20

Bitdefender Antivirus Plus is currently available for .99 (regularly .99) for a one-year subscription. It offers comprehensive protection features including real-time antivirus, multi-layer ransomware defense, anti-phishing tools, and advanced threat defense. Additional privacy features include Safepay, a built-in VPN with 200MB of encrypted traffic daily, a vulnerability scanner, and anti-tracking tools. The software operates seamlessly in the background with features like Autopilot, Bitdefender Photon, and Work Mode, ensuring minimal interruptions. Prices on StackSocial are subject to change.
I tested the new ASUS Zenbook A14 Windows laptop, and its 2026 upgrade to Snapdragon X2 Elite impressed me
Winsage
July 5, 2026

I tested the new ASUS Zenbook A14 Windows laptop, and its 2026 upgrade to Snapdragon X2 Elite impressed me

ASUS has released the Zenbook A14 (UX3407) featuring the Snapdragon X2 Elite processor, retailing at ,999.99. It includes 32GB of LPDDR5X RAM and a 1TB SSD, with a 14-inch non-touch OLED display at 1920 x 1200 resolution and a maximum refresh rate of 60Hz. Best Buy offers a version for ,349.99 with 16GB of RAM and a 512GB SSD, and another for ,799.99 with the same RAM and storage as the ASUS configuration. The laptop weighs 2.18 lbs (0.99 kg) and has a "Ceraluminum" chassis with a 'Zabriskie Beige' finish. It has a maximum brightness of 407 nits, with a peak brightness of 600 nits for certain areas, and covers 100% of the sRGB and P3 color gamuts. The Snapdragon X2 Elite processor outperforms Apple's M5 chip in benchmarks and shows significant improvements over its predecessor. Battery life is claimed to be over 33 hours under ideal conditions, but real-world testing showed a maximum of 23 hours and 38 minutes. The laptop features decent speakers and an adequate webcam, though some pre-installed applications may not be preferred by all users.
The Curious Case of Windows 11 Pro for Workstations, Essentially Windows 11 "Pro Max"
Winsage
July 5, 2026

The Curious Case of Windows 11 Pro for Workstations, Essentially Windows 11 “Pro Max”

Windows 11 Pro for Workstations, available since 2021, is a successor to Windows 10 Pro for Workstations. It focuses on performance and efficiency, lacking consumer bloat such as sponsored shortcuts. Key features include support for the Resilient File System (ReFS), which enhances fault-tolerant storage, and the ability to support up to four CPU sockets and a maximum memory capacity of 6 TB. Networking capabilities include support for SMB Direct client and RDMA, which improve performance for clustered AI inferencing setups. It also supports NVDIMM-N for enhanced workstation applications. Unlike Windows Server, it does not include a native NVMe SSD driver. Windows 11 Pro for Workstations is not available for direct purchase by end-users; it can only be obtained through OEM channels or the Windows for Business channel.
15 indie games we saw during the Big Indie Pitch at NAGIS that you've got to check out
AppWizard
July 2, 2026

15 indie games we saw during the Big Indie Pitch at NAGIS that you’ve got to check out

The Big Indie Pitch event recently took place in Canada, showcasing indie developers and their PC and console games. Sponsored by Xsolla, the event featured a speed-dating format where developers presented their games to a panel of industry experts for five minutes. This format allowed for feedback and insights from professionals in publishing, scouting, and media. The event attracted developers at various project stages and served as a networking opportunity. The pitching sessions are a staple of Pocket Gamer Connects conferences and other gaming events worldwide. Interested participants can visit the Big Indie Pitch website for information on future events.
🚨 Windows users, don’t let a $9.97 Pro upgrade pass you by
Winsage
July 1, 2026

🚨 Windows users, don’t let a $9.97 Pro upgrade pass you by

Microsoft Windows 11 Pro is available for .97, down from 9, as part of the Extended Deal Days event, valid until 11:59 p.m. PT today. Key features include BitLocker, Hyper-V, Windows Sandbox, and Azure AD Support. User experience enhancements include Snap Layouts, Copilot, DirectX 12 Ultimate, and Biometric Sign-In. The purchase is a one-time fee, and users should verify compatibility with Microsoft's PC Health Check app.
The smartest Windows OS upgrade costs just $10 through July 1
Winsage
June 30, 2026

The smartest Windows OS upgrade costs just $10 through July 1

Windows 11 Pro is available for .97, down from its regular price of 9. This limited-time promotion runs until July 1 at 11:59 p.m. PT. The upgrade includes features such as a modern user interface, improved multitasking, advanced security features, Hyper-V, Windows Sandbox, BitLocker encryption, Azure AD integration, and Microsoft’s AI-powered assistant, Copilot.
Here's How Google Meet Works On Android Auto While You're Driving
AppWizard
June 30, 2026

Here’s How Google Meet Works On Android Auto While You’re Driving

In 2026, Android Auto will introduce features to improve the driving experience, including native meeting controls for Google Meet integrated into the car's infotainment system. Users must update the Google Meet app and connect their phone to access a dedicated Meet icon, which includes a Scheduled tab for upcoming meetings and a History tab for recent contacts. The system allows seamless handoff of audio and control between the phone and car when entering or exiting the vehicle. The Google Meet experience in Android Auto will be audio-only, disabling video feeds and interactive functions like polls and chat to prioritize driver safety. Essential controls such as mute/unmute and hang up will be available on the car's display, and the app can automatically mute the microphone to reduce background noise. Users must pull over to access visual elements on their phone.
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