ComputingResearchScience

Breakthrough Algorithm Enables Classical Computers to Simulate Quantum Sampling on Graphs

Scientists have created a novel classical algorithm that efficiently samples from distributions previously thought to require quantum computers. The breakthrough method leverages enhanced Markov chain techniques to simulate Gaussian boson sampling on unweighted graphs with polynomial-time complexity.

Quantum Sampling Challenge Met With Classical Solution

In what analysts suggest could represent a significant development in the quantum-classical computing debate, researchers have reportedly developed an efficient classical algorithm for sampling from Gaussian boson sampling (GBS) distributions on unweighted graphs. According to reports published in Nature Communications, the new method challenges the notion that certain sampling tasks necessarily require quantum hardware to achieve practical efficiency.

ComputingInnovationSoftware

Windows 11 Release Preview Unveils Revamped Start Menu and Key System Enhancements

Microsoft has deployed significant updates to Windows 11 Release Preview channel, sources indicate. The update brings a completely redesigned Start menu interface alongside numerous system improvements and bug resolutions that address previous performance issues.

Major Windows 11 Update Reaches Release Preview

Microsoft has released a substantial Windows 11 update to the Release Preview channel, according to reports from the company’s official channels. The update, identified as KB5067036, includes builds 26200.7015 and 26100.7015 for different Windows 11 25H2 configurations and introduces several user-facing improvements alongside critical system fixes.

ComputingSecuritySoftware

Microsoft Deploys Emergency Patch for Critical Windows 11 Recovery Environment Failure

Microsoft has issued an emergency out-of-band update for Windows 11 after a recent security patch caused critical failures in the Windows Recovery Environment. The issue prevented keyboard and mouse functionality, making recovery tools completely inaccessible for affected users. The mandatory update is automatically deploying to all Windows 11 24H2 and 25H2 systems.

Critical System Failure Prompts Emergency Response

Microsoft has deployed an emergency update for Windows 11 following what reports describe as a “total disaster” stemming from a recent mandatory security patch. According to sources, the problematic update caused severe breakdowns in the Windows Recovery Environment (WinRE), preventing keyboards and mice from functioning and rendering recovery tools completely unusable.

ComputingHardware

AMD’s Helios MI450 Rack Emerges as Star Attraction at OCP Summit 2025

AMD’s Helios MI450 rack, valued at approximately $3 million, became a centerpiece of interest at the OCP Summit 2025. The system’s 72-GPU configuration and data center-ready design attracted consistent crowds of engineers and attendees. Industry observers noted significant design differences between AMD’s reference implementation and Meta’s custom rack solution.

Show Floor Magnetism

According to reports from the OCP Summit 2025, AMD’s Helios MI450 rack proved to be one of the most compelling systems on display. ServeTheHome’s Patrick Kennedy, who attended the event, noted that “while the show floor was open, there were crowds of folks just staring at this every time I walked by.” The glowing 72-GPU rack reportedly attracted engineers and attendees throughout the conference, serving as a focal point for discussions about AMD‘s AI infrastructure strategy.