Machine Learning Upscaling
The latest Machine Learning Upscaling coverage — news, analysis, and updates from the WindowsNews.AI desk.
Malaysian Workers Embrace AI, but Companies Lag Behind: Microsoft's 2026 Warning
Microsoft's June 23, 2026 Malaysia-specific Work Trend Index reveals that 78% of Malaysian knowledge workers use AI weekly, far outpacing organizational policies and training. Only 34% have AI usage guidelines, and 22% are trained, creating a dangerous gap filled with shadow AI, security risks, and burnout. The report dubs this the 'Copilot coworker' effect and urges companies to audit, create minimum policies, appoint champions, redesign workflows, and invest in digital wellness.
AMD Opens FSR 4.1 to RX 7000 GPUs with Adrenalin 26.6.2 Driver
AMD's Adrenalin 26.6.2 driver, released June 22, 2026, officially brings machine-learning-based FSR 4.1 upscaling to Radeon RX 7000-series desktop GPUs on Windows, a feature previously limited to RDNA 4. The update significantly boosts image quality and performance in supported games, marking a strategic backward compatibility move that strengthens AMD's competitive position against NVIDIA's DLSS.
AMD Brings AI FSR 4.1 to Radeon RX 7000 GPUs—Machine Learning Upscaling Arrives for RDNA 3
AMD has released FSR Upscaling 4.1 for all Radeon RX 7000-series graphics cards via the Adrenalin 26.6.1 driver, bringing machine learning–based upscaling to RDNA 3 for the first time. The update offers sharper image quality, improved motion handling, and near-DLSS parity in many titles, without requiring a new GPU. This back-port extends the life of RX 7000 cards and signals AMD’s commitment to a broad, software-driven upscaling ecosystem.
Academics Know AI's Environmental Cost but Shift Blame, University of Exeter Finds
A University of Exeter study reveals that academics aware of AI's environmental costs continue to use it while shifting responsibility to institutions or tech firms. The finding highlights a gap between knowledge and action in higher education, with implications for Windows users embedded in the Microsoft AI ecosystem. The article explores how transparency and governance changes could bridge this divide.
Potter County Adopts AI Policy Requiring IT Approval: A Wake-Up Call for Windows Admins
Potter County, Texas, has adopted a new AI Appropriate Use Policy requiring IT department approval for all artificial intelligence tools to enforce data protection. The policy pushes Windows-centric government IT shops to implement strict controls, such as DLP and conditional access, to secure AI usage across Microsoft 365. It serves as a real-world governance model for admins managing AI risks in Windows environments.
AWS Summit HK 2026 Declares Agentic AI the Next Enterprise Cloud Workload, Demos Autonomy
At AWS Summit Hong Kong 2026, Amazon positioned agentic AI as the next major enterprise cloud workload, unveiling an Agentic Control Plane, new IAM security features, and industry demos. The event highlighted how autonomous agents will demand new governance, security, and cost controls, with implications for hybrid Windows shops.
Hong Kong's AI Frontier: 18% of Workers Lead Adoption While Employers Stall, Microsoft Reports
Microsoft's 2026 Work Trend Index reveals that 18% of Hong Kong's AI users are 'Frontier Professionals' who deeply integrate AI into daily work, yet employers lag in redesigning jobs and governance. This paradox creates risks from shadow AI to inequity, while also offering a blueprint for harnessing power users as change agents. The article explores gaps, risks, and actionable steps for Hong Kong businesses using Microsoft 365 and Copilot.
Lingnan University’s AI System Shifts Assessment from Cheating Detection to Personalized Feedback
Lingnan University president S. Joe Qin’s 2026 paper reveals a generative AI assessment system that automates grading and delivers personalized feedback, moving higher education beyond its obsession with cheating detection. The platform, piloted in liberal arts courses, frees faculty for mentoring while giving students instant, detailed critiques and adaptive learning paths. Designed with transparency and regulatory safeguards, it aims to reshape assessment as a continuous, formative dialogue.
Entra ID Workload Federation Brings Secretless Auth to AI Agents on Azure
Microsoft’s workload identity federation, built on Entra ID and OAuth token exchange, is enabling AI agents to authenticate without stored secrets. By using short-lived tokens tied to machine identity, Windows and Azure workloads can securely access multiple services while adhering to Zero Trust principles. The technology eliminates hardcoded API keys, reduces breach impact, and supports complex delegation chains for autonomous agents.
18% of Hong Kong Professionals Are AI 'Frontier Users', But Their Employers Aren't Ready
Microsoft's latest Work Trend Index reveals that 18% of Hong Kong professionals are classified as 'Frontier Users' of AI, saving significant time by integrating tools like Copilot into their daily work, but organizational leadership is failing to redesign processes or provide adequate training and governance. This 'agent AI gap' is creating security risks, employee frustration, and a potential brain drain as top talent seeks employers with better AI support. The report calls for urgent cultural and structural changes to close the divide.
Google Gemini Tops PCMag's 2026 Free AI Chatbot Rankings, Outpacing ChatGPT and Copilot
PCMag's 2026 free AI chatbot ranking names Google Gemini the best overall, citing its superior multimodal capabilities, deep Google ecosystem integration, and low hallucination rate. ChatGPT and Microsoft Copilot trail despite strong points in creativity and coding, respectively, while Claude, Grok, DeepSeek, and Llama cater to niche needs. The report signals a shift toward agentic AI and on-device processing as key battlegrounds for free tiers.
2026 Mortgage Tech Shift: Why Lenders Are Ditching Speed for Forensic-Level AI Audits
In 2026, mortgage lenders are shifting AI priorities from speed to auditability. Driven by policy volatility and regulatory demands, firms must now produce detailed, immutable decision trails for every automated step in the loan process, with compliance tools often built on Microsoft’s Windows and Azure ecosystem.
Google DeepMind Invests $75M in A24 to Build AI Film Tools, Reshaping Windows-Based Production Workflows
Google DeepMind and A24 have announced a $75 million partnership to develop creator-controlled AI tools covering script coverage, continuity, rendering, localization, and distribution. The tools integrate deeply with Windows-based production workflows and raise significant IT governance, IP, and ethical questions for the film industry.