cores Archives

AppWizard

April 17, 2026

Nvidia’s ‘new’ budget gaming GPU has 12GB VRAM, arrives in June, according to leak

The Nvidia GeForce RTX 3060 may return to retail by June, following leaks about Nvidia's GPU production plans. Production of the GA106 GPU has resumed at Samsung, as current-generation GPUs are primarily made by TSMC, which is at full capacity. The RTX 3060 is expected to be priced between the RTX 5060 and RTX 5050, featuring 12GB of GDDR6 VRAM, more than both the RTX 5060 and RTX 5050. The anticipated launch of a new RTX 5050 with 9GB of VRAM may be delayed or canceled. The RTX 3060 will support DLSS upscaling but not frame generation.

Tech Optimizer

April 15, 2026

Postgres to Iceberg in 13 minutes: How Supermetal compares to Flink, Kafka Connect, and Spark

Supermetal introduced Iceberg sink support, allowing for data transfer from Postgres to Iceberg. In a performance comparison, Supermetal completed snapshotting in 13 minutes, while Flink took 90 to 116 minutes, Kafka Connect required 120 minutes, and Spark exceeded 3 hours. The tests focused on throughput during the snapshotting phase rather than latency. The setup used the TPC-H dataset with a scale factor of 50 and involved AWS infrastructure. Supermetal operates independently of Kafka, enabling direct data delivery from source to sink. It utilizes a JSON configuration file for deployment, supporting various catalogs and advanced configuration options. Supermetal's Iceberg writer can adjust settings based on the CDC source phase. Throughout the tests, Supermetal maintained low CPU and memory usage, while other tools faced challenges with performance and resource management. Data synchronization was validated across all tools, with Supermetal achieving at least 7x faster snapshotting performance without tuning.

AppWizard

April 9, 2026

The AMD Ryzen 9 9950X3D2 price is finally revealed, and it’s higher than we feared

The AMD Ryzen 9 9950X3D2 is priced at 9, which is a [openai_gpt model="gpt-4o-mini" prompt="Summarize the content and extract only the fact described in the text bellow. The summary shall NOT include a title, introduction and conclusion. Text: The announcement of the AMD Ryzen 9 9950X3D2 price has stirred interest among tech enthusiasts and gamers alike. This latest flagship CPU, an enhancement of the already formidable Ryzen 9 9950X3D, introduces a second 3D V-Cache die, positioning itself as AMD's most premium AM5 gaming CPU to date, with a price tag of 9. This marks a 0 increase over its predecessor, the 9950X3D. Interestingly, AMD has acknowledged that the performance leap in gaming may not be substantial compared to the 9950X3D. Both the 9950X3D and the 9850X3D are expected to remain the top contenders for gamers seeking optimal performance. However, for those who desire a CPU that excels across a broad spectrum of tasks and relish the prestige of owning such a powerhouse, the price is now clear. Specifications and Performance Insights The AMD Ryzen 9 9950X3D2 Dual Edition, as it is fully named, represents the pinnacle of the Ryzen X3D series, crafted using AMD's current technological advancements. This CPU configuration maximizes the potential of two eight-core dies within an AM5 package, each paired with a 64MB cache die. This setup ensures that every core benefits from a substantial and rapid data supply. Historically, AMD has opted to include only one additional cache die in its X3D CPUs. This decision stems from two primary considerations: Cost Implications: The addition of a second cache die incurs significant expenses, both in terms of the die itself and the intricate placement process required to stack the CPU die atop the cache. Performance Gains: The performance enhancement from adding a second cache die is marginal for most gaming and applications that utilize fewer than eight cores. For these scenarios, a single cache die suffices to enhance performance, provided that games and Windows are optimized to leverage the faster X3D cores. For applications that harness more than eight cores, some performance improvement is evident, but it remains limited. The second cache die does not create a cumulative performance boost; rather, a core either benefits from the additional cache or it does not. Despite these nuances, the Ryzen 9 9950X3D2 is anticipated to deliver impressive speed across various applications. It stands poised to be the go-to choice for those seeking the pinnacle of CPU performance. As the release date approaches on April 22, potential buyers are advised to consider their current setups carefully. Upgrading from a 9800X3D, 9850X3D, or 9950X3D may not yield noticeable improvements in gaming performance." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"] increase over its predecessor, the 9950X3D. It features a second 3D V-Cache die and is designed for optimal performance with two eight-core dies and a 64MB cache die. AMD has indicated that the performance improvement in gaming may not be significant compared to the 9950X3D. The CPU is expected to perform well across various applications, but upgrading from previous models like the 9800X3D, 9850X3D, or 9950X3D may not result in noticeable gaming performance enhancements. The release date is set for April 22.

AppWizard

April 8, 2026

Intel’s first CPU with an integrated Nvidia GPU to be called Serpent Lake, suggests leak

Intel is developing a new CPU codenamed Serpent Lake, which is expected to integrate Nvidia graphics technology directly into standard CPUs for gaming laptops, handheld devices, and compact PCs. This follows a strategic alliance between Intel and Nvidia aimed at enhancing CPU capabilities. Serpent Lake is anticipated to be a variant of Intel's Titan Lake design and is considered a distinct branch of the Titan architecture. The name "Serpent Lake" emerged from discussions on social media, particularly from user @jaykihn0. Details about the internal specifications of Serpent Lake, including the GPU architecture and CPU core design, are still unclear, but it is projected to debut around 2028. The focus of these CPUs may be on mobile and compact devices rather than traditional desktop gaming setups.

AppWizard

April 6, 2026

How to Play Division Resurgence on PC: Full Emulator Setup Guide

The Division Resurgence is a mobile-exclusive third-person shooter developed by Ubisoft, currently without an official PC client. Players can use three Android emulators—BlueStacks, MuMu Player, and LDPlayer—to play the game on larger monitors. Each emulator has distinct advantages: MuMu Player is recommended for PS controller users due to accurate button prompts, while LDPlayer is noted for better performance. For BlueStacks, players should download the Pie 64-bit version, adjust performance settings to maximize CPU and RAM, set graphics to Vulkan, and ensure the most recent phone profile is selected. For MuMu Player, users should set graphics to Vulkan, optimize performance settings, and select the ROG Phone 9 profile for better visuals. LDPlayer requires users to set CPU to 6 cores and RAM to at least 6 GB, with a resolution of 1280 × 720 and High FPS Mode enabled. In-game graphics settings for optimal performance include Very High graphics, High resolution, and a standard framerate capped at 30 FPS. The game supports both mouse and keyboard and gamepad controls, with options for customizing key bindings. Common issues include game freezes, crashes, low FPS, and incorrect controller prompts, with suggested fixes provided. Division Resurgence is free-to-play, and while not officially available on PC, it can be played through emulators without additional costs.

AppWizard

April 6, 2026

How to Profile Modern PC Games with NVIDIA Nsight Graphics

Performance analysis in PC gaming has become more complex with the introduction of DirectX 12 and Vulkan, incorporating technologies like asynchronous compute, hardware ray tracing, and machine learning-assisted denoising. Understanding GPU performance requires advanced tools to analyze workload distribution and shader behavior, with NVIDIA Nsight Graphics being a key resource. NVIDIA Nsight Graphics is a graphics debugger and profiler for modern graphics APIs, featuring the GPU Trace Profiler, which provides detailed insights into GPU execution and performance bottlenecks. Recent updates have improved its utility, including a Flame Graph for the Shader Profiler and support for NVIDIA's DLSS in D3D12 applications. The Peak-Performance-Percentage analysis method focuses on identifying GPU workload constraints and optimizing utilization rather than relying on assumptions about performance bottlenecks. This methodology is applied using Nsight Graphics to analyze GPU traces from the game Cyberpunk 2077, contrasting traditional rasterization with path tracing enhanced by DLSS Ray Reconstruction. The test setup included an Intel Core i7-14700K CPU, 32 GB RAM, and an NVIDIA GeForce RTX 4090 GPU, capturing two scenarios: one with raster-only settings and another with path tracing and DLSS. The analysis revealed that the rasterized frame's most costly aspect was lighting processing, while the path-traced frame showed increased total frame cost and a hybrid workload involving rasterization, ray traversal, and AI-driven processes. Key findings indicated that modern GPU performance is heavily influenced by memory behavior rather than just shader arithmetic, with significant time spent on compute-driven lighting processing and data movement. The analysis also highlighted that ray tracing performance is constrained by memory efficiency, indicating that performance does not scale linearly with RT-core throughput.

AppWizard

April 3, 2026

‘DLSS fundamentally makes no sense’ says Minecraft creator Notch, but actually it kinda does

Markus Persson, known as Notch, criticized Nvidia's Deep Learning Super Sampling (DLSS) technology on social media, stating that it "fundamentally makes no sense" because it uses the same hardware to run a neural network for frame generation. Community responses clarified that DLSS utilizes specialized hardware, specifically Tensor Cores, optimized for machine learning tasks. Some commentators suggested a focus on raw raster performance instead of machine learning enhancements. Nvidia's vice president, Bryan Catanzaro, emphasized the need for smarter graphics rendering approaches, arguing that brute force methods are inefficient. Current testing of DLSS and Frame Generation is being conducted by an expert named Nick, who is analyzing the GPU's workload in rendering frames. While DLSS has supporters, it also faces criticism, particularly regarding its performance on lower-spec graphics cards.

Winsage

April 1, 2026

Get a Windows 11 Pro license for just $12.97 (That’s a 93% discount!)

The Windows 11 Pro license is currently available for .97, significantly reduced from its standard retail price of 9. This offer is found on the Tech Deals website and is intended for Windows machines needing a new license, not for devices already running Windows 10 that cannot access a free upgrade. Minimum system requirements include a 1GHz processor with at least 2 cores, 4GB RAM, 64GB storage, UEFI Secure Boot capability, TPM version 2.0, a GPU compatible with DirectX 12 or later, a display of at least 9 inches with 720p resolution, and internet connectivity for activation. Activating Windows 11 Pro removes the "Activate Windows" watermark, unlocks personalization options, ensures access to updates and technical support, and provides enhanced security and remote management features compared to the Home version.

Winsage

March 31, 2026

Lenovo Legion 7 and the N1X leak: Will this be the first serious Windows-on-ARM gaming laptop?

A recent discovery involving Lenovo's model listings revealed a "Legion 7 15N1X11," which may indicate a 15-inch Legion model of the 11th generation potentially powered by an NVIDIA N1X platform. This model deviates from the typical Intel, AMD, or Qualcomm nomenclature associated with gaming laptops. While the specifics of the device's final specifications and potential release remain unverified, the mention of an ARM gaming laptop raises questions about the future of Windows on ARM, a segment that has struggled in gaming. NVIDIA has introduced the GB10 Grace-Blackwell superchip, which integrates an ARM CPU with Blackwell GPU technology, and speculation exists that the N1X might share similarities with this chip. The current Legion 7a generation features AMD Ryzen AI 400 processors and GeForce RTX laptop GPUs. Windows 11 has improved compatibility for ARM, but challenges remain with games relying on anti-cheat drivers not designed for ARM systems. The reference to a 15-inch model suggests a potential transition to a dedicated chassis for this specific SoC class.

Winsage

March 30, 2026

Why Teams, OneDrive, and Windows 11 work better together on modern hardware

Microsoft Teams and OneDrive are integral to Windows 11, enhancing productivity and collaboration. To run Windows 11, a dedicated Trusted Platform Module (TPM) 2.0 chip is essential for security features like device attestation and secure key storage. TPM 2.0 enables seamless sign-ins via Windows Hello and ensures that only secure devices can access sensitive data in Teams and OneDrive. BitLocker, which also uses TPM 2.0, protects data on lost or stolen devices. Modern processors from Intel, AMD, and Qualcomm use hybrid architecture, optimizing performance by allocating specialized cores for demanding tasks and energy-efficient processes. This configuration improves video conferencing in Teams and file operations in OneDrive. NVMe SSDs are standard in Windows 11 PCs, providing low latency and high bandwidth that enhance responsiveness, boot times, and multitasking. Fast SSDs reduce wait times for file sharing in Teams. Many Windows 11 PCs are Copilot+ PCs, equipped with a Neural Processing Unit (NPU) that enhances on-device AI capabilities. The NPU improves real-time transcription in Teams and simplifies document searches in OneDrive. Modern GPUs manage animations and display settings in Windows 11, improving video call efficiency in Teams and enhancing thumbnail generation and video playback in OneDrive. The latest Wi-Fi standards, including Wi-Fi 6, Wi-Fi 6E, and Wi-Fi 7, provide enhanced security and reliability. They ensure low latency and high throughput for seamless video conferencing in Teams and faster uploads and downloads in OneDrive.