AI workloads Archives

Winsage

September 29, 2026

AMD & Perplexity bring local AI to Ryzen Windows PCs

AMD and Perplexity have launched Portable Computer, a software solution for Windows PCs with Ryzen AI Max Series processors, enabling local AI tasks and workflow management for Pro and Max subscribers. This allows users to run extensive AI models on their devices without relying on cloud processing, enhancing privacy and conserving Perplexity Computer credits. The software integrates local models with agent orchestration, scheduling, and security controls, and connects with popular workplace applications like Gmail and Slack. AMD's AI PCs, introduced in 2023, feature a neural processing unit that allows local AI operations alongside standard applications. This collaboration signifies a shift towards more AI processing on personal devices, aiming to automate tasks and improve user experience. Jack Huynh from AMD highlighted the transformation of PCs into intelligent partners, emphasizing the coexistence of local and cloud AI in their strategy.

Winsage

September 16, 2026

Microsoft Sets October 7 Event to Detail Local AI Push for Windows and Surface

Microsoft will unveil its vision for the future of personal computing at an event in San Francisco on October 7 at 10 a.m. Pacific time, focusing on the role of on-device artificial intelligence in Windows and Surface hardware. Key figures including CEO Satya Nadella and NVIDIA CEO Jensen Huang will discuss innovations across Windows, NVIDIA RTX Spark, and the PC ecosystem. The RTX Spark platform, introduced earlier this year, features a system-on-a-chip with 128GB of memory, an NVIDIA GPU, and an Arm-based CPU for high-performance AI workloads. Microsoft has announced the Surface Laptop Ultra, built on the RTX Spark platform, but details on pricing and release dates are not yet available. The event will emphasize how local AI will shape the future of PCs, with a focus on hardware capable of running AI models directly on devices. Attendees can also expect enhancements to the Windows operating system, though a surprise announcement regarding Windows 12 is unlikely. The event will be streamed live, starting at 10 a.m. PT and 1 p.m. ET.

Winsage

September 16, 2026

More choice and possibility with Windows PCs at IFA

At IFA, the Windows ecosystem showcased new PCs from various partners, including Acer, ASUS, Dell, Lenovo, MSI, AMD, and NVIDIA, highlighting their ability to meet diverse user needs. Acer introduced the sustainable Vero 16 laptop, while ASUS presented the ProArt P16 and P14 for creators. Dell unveiled the portable 14S laptop, and Lenovo expanded its Yoga portfolio with the Yoga Pro 9n for demanding tasks. MSI launched the Venture 15 AI+ B3M, balancing productivity and gaming. AMD announced support for Microsoft’s Project Zenith with its Ryzen AI Halo systems, and NVIDIA introduced tools for local AI on Windows. The event emphasized the collaboration among partners to deliver innovative technologies.

AppWizard

September 7, 2026

Xbox Cloud Gaming Caps Hours: 15 for Ultimate [2026]

On September 3, 2026, Microsoft announced that Xbox Game Pass subscribers will see a shift in cloud gaming access. Starting November 2026, unlimited cloud streaming will be replaced by a tiered hour bank system: 15 hours for Ultimate, 10 for Premium, and 5 for Essential subscribers. Once a subscriber exhausts their allotted hours, they must wait for the next billing cycle or purchase additional time. This change is the most significant since the beta launch of Xbox Cloud Gaming in 2019. The announcement was made on Xbox Wire, and the new structure is reflected on Xbox’s product pages. The new tiered system introduces a scarcity model, with every paid tier now having its own cloud gaming quota. Essential subscribers, who previously had no cloud access, will now receive 5 hours per month. The pricing for the Game Pass tiers is as follows: Ultimate at .99 for 15 hours, Premium at .99 for 10 hours, and Essential at .99 for 5 hours. The free ad-supported tier remains unchanged at 5 hours per month. Microsoft's rationale for the change is based on usage data indicating that most subscribers do not heavily utilize cloud streaming, coupled with the rising costs of operating cloud gaming services. The company has stated that additional hours can be purchased once a subscriber's monthly allotment is used up, although pricing details for these add-ons have not yet been disclosed. The new hour caps will take effect in November 2026, following a shorter notice period compared to NVIDIA's GeForce NOW service, which implemented a 100-hour monthly cap earlier in 2026. The response from gaming communities has been largely negative, with concerns about the limits falling short of typical usage patterns and conflicting with the marketing of Game Pass as offering unlimited access. The introduction of hour caps could impact Game Pass's subscriber base, particularly among those who rely on cloud gaming as their primary access point. Microsoft's internal usage data will determine the extent of this impact, as the company aims to control costs without raising subscription prices.

Winsage

September 5, 2026

Nvidia & Microsoft push local AI agents on Windows

NVIDIA has enhanced the capability to run AI agents locally on its hardware in collaboration with Microsoft and software partners, coinciding with the launch of new RTX Spark Windows PCs. The installation process for local agent software has been simplified, with improved inference speeds and the introduction of NVIDIA PAIR, which distributes inference tasks across multiple PCs on a local network. Three applications benefiting from these enhancements are Hermes Agent, OpenClaw, and Perplexity Portable Computer, all designed to minimize manual configuration. Hermes Agent offers a one-click local setup for RTX and DGX systems, automatically detecting the GPU and optimizing model selection. OpenClaw simplifies local model setups for RTX GPUs with at least 24GB of VRAM, backed by an open-source community. Perplexity Portable Computer, already available on Linux, is extending support to NVIDIA RTX GPUs and Windows. NVIDIA is also improving performance in the open-source inference stack, achieving throughput increases of up to 1.9 times on GeForce RTX 5090 and up to 1.4 times on DGX Spark clusters. The PAIR software identifies compatible PCs on the same network to optimize computing resources, supporting various hardware configurations. The upcoming RTX Spark Windows PCs, set to launch in October, will include compact desktop and laptop designs featuring Blackwell GPU and Grace CPU architecture. Game publishers like Electronic Arts and Ubisoft are developing titles for these systems. Additionally, CyberLink's PhotoDirector AI PC Mode will integrate local AI processing for creative tasks, emphasizing the trend of migrating generative AI workloads from cloud to local devices. NVIDIA notes that over half of U.S. households have two or more PCs, indicating potential for maximizing computing power.

Tech Optimizer

September 4, 2026

EDB Highlights Postgres AI Growth in Regulated Enterprise Markets

EnterpriseDB (EDB) has reported advancements in the adoption of its EDB Postgres AI (EDB PG AI) platform, which integrates transactional, analytical, and AI workloads. While 95% of enterprises aspire to become their own AI and data platforms within three years, only 13% have achieved this. EDB PG AI supports existing systems and prepares enterprises for future AI capabilities. A case study highlights PAC 2000A Conad, which restructured its data infrastructure with EDB PG AI, serving over 1,600 stores and 7,000 devices. In Korea, over billion has been invested in the sovereign AI market, with organizations seeking hybrid and on-premises solutions despite challenges from fragmented data environments. Notable users of EDB PG AI include the Industrial Bank of Korea and Shinhan EZ Insurance. EDB PG AI is built on Postgres and allows enterprises to optimize data and AI capabilities with governance at the data layer.

Tech Optimizer

August 29, 2026

Overcoming the Barriers of Commercial DBs with Open Source and AI… EDB Hosts ‘PostgreSQL AI Summit’

A company's approach to artificial intelligence (AI) begins with determining the optimal structure for data storage and management, often facing challenges such as high costs of commercial databases and reliance on specific enterprise technologies. To effectively utilize AI, companies need to establish new infrastructures, including vector search capabilities, Search Augmentation Generative (RAG) systems, and data lakehouses. EDB is notable for connecting companies and technology partners that have transitioned to open-source databases. On September 3, EDB will host the 'EDB Postgres AI Summit Seoul 2026' at the Sofitel Ambassador Seoul, starting at 10:00 AM. This event is the largest PostgreSQL conference in Korea, themed 'Change the Game,' focusing on the shift from commercial databases to open-source and AI-driven frameworks, featuring real-world case studies. Approximately 300 C-level executives and IT decision-makers from various sectors are expected to attend, with participation by invitation only. The summit will include 15 sessions with customer case studies and technical presentations. Notable discussions will include IBK Industrial Bank of Korea's migration of 15 core systems to PostgreSQL, a semiconductor company's diversification of MPP databases on a DBaaS platform, and Kyobo Book Centre's database modernization strategy. Shopcast will present its development of an 'Agentic Lakehouse' integrating AI technology with a data lakehouse framework. The keynote address will be given by Kim Deok-joong, discussing organizational management strategies for integrating AI agents. The technical sessions will cover the architecture of the 'EDB Postgres AI' platform, which supports AI vector search and RAG, with live demonstrations of the analytics engine ClickHouse and LakeHouse technology for analyzing petabyte-scale data. EDB's domestic distributors and international partners will participate as sponsors. The summit aims to showcase technologies and case studies from the domestic ecosystem, addressing PostgreSQL adoption, system migration, operations, data analysis, and AI implementation. EDB manages transaction, analytics, and AI workloads using Postgres in cloud environments, serving over 1,500 global customers. Herve Timsit, EDB's Chief Revenue Officer, emphasized the event's focus on sharing tangible results and addressing the challenges of commercial databases while investing in AI infrastructure.

Winsage

August 20, 2026

Windows 365 turns five, as Microsoft pushes Cloud PCs deeper into AI

Microsoft's cloud PC platform, Windows 365, has reached its fifth anniversary since its launch in 2021. It is designed for business and enterprise customers, allowing users to stream a complete Windows desktop from the cloud. Over the past five years, Microsoft has enhanced Windows 365 by integrating business tools for IT teams, including mini PCs optimized for the service. Windows 365 now integrates with tools like Intune for managing Cloud PCs and Entra for identity and access management. Microsoft is developing Windows 365 for Agents, enabling AI agents to access managed Cloud PCs and execute tasks. Support for Microsoft Execution Containers (MXC) is also forthcoming, facilitating sandboxed environments for AI workloads.

Winsage

August 20, 2026

Microsoft brings improved Windows 11 hardware monitoring with upgraded Task Manager

Microsoft released a guide to optimize internet bandwidth usage for Windows 11 update downloads, focusing on policy settings for network efficiency. Enhancements to Task Manager include new columns for monitoring NPU (Neural Processing Unit) and NPU Engine usage, allowing users to see which applications leverage the neural processor. Additional columns for NPU Dedicated Memory and NPU Shared Memory provide insights into memory consumption for AI workloads. Neural engines in GPUs will also be visible on the Performance page. An optional Isolation column has been added to help users evaluate AI workload management. Applications optimized for NPUs will show specific designations in Task Manager, while high CPU usage with idle NPU indicates underutilization of dedicated AI hardware. Users can activate new metrics by right-clicking on column headers in Task Manager.

Tech Optimizer

July 30, 2026

EDB Says Postgres AI Tops Enterprise AI Data Platform Benchmarks

EnterpriseDB (EDB) has released benchmark results for its EDB Postgres AI (EDB PG AI), showing superior performance compared to various AI data platforms, including vector databases and managed Postgres platforms. The independent testing by McKnight Consulting Group indicated that EDB PG AI outperformed competitors in all evaluated metrics, including query speed, accuracy, and cost efficiency. Key findings include: - EDB PG AI achieved a median query latency of 50 milliseconds at 50 million vectors, making it the fastest platform tested, 80 times faster than Databricks and 21 times faster than MongoDB Atlas. - It demonstrated the highest accuracy for core vector search with a recall rate of 0.911, outperforming MongoDB by 26% and Databricks by 17%. - In a concurrent agent loop test, EDB PG AI completed tasks in 27 milliseconds, significantly faster than MongoDB Atlas (699 milliseconds) and Databricks (5.1 seconds). - EDB PG AI provided 76 times better price performance than Databricks and 34 times better than MongoDB. - The platform integrates vectors, structured data, and analytics within a single operational database, enhancing efficiency and reducing the risk of data inconsistency. The benchmark study assessed the performance of EDB PG AI against Amazon Aurora PostgreSQL, Databricks, Crunchy Bridge, MongoDB Atlas, and open source PostgreSQL, all standardized on equivalent enterprise hardware.