latency

Winsage
May 22, 2026
Many users have experienced taskbar freezes and blank desktops upon startup in Windows 11. Microsoft has acknowledged these issues and released the Windows 11 KB5089549 (May 2026 Update) on May 12, which addresses these concerns. The update installs Build 26200.8457 and aims to enhance the reliability of explorer.exe, particularly during sign-in and interactions with taskbar menus and Task View. Users can now reposition the taskbar and adjust its size, with plans for a customizable Start menu. The update improves the performance of launching startup apps, aiming to prevent them from competing for system resources. Additionally, Microsoft is optimizing the system tray for quicker access and enhancing Windows Hello functionality.
AppWizard
May 21, 2026
Google has updated its "Android Bench" rankings, introducing new AI models for Android app development, including open-weight models. The latest rankings, as of May 18, 2026, show GPT 5.5 at the top, surpassing GPT 5.4 and Gemini 3.1 Pro by nearly 2%. The update provides metrics such as average latency, total tokens used, and average cost per benchmark run. GPT 5.5 has a score of 74, with an average latency of 15.5, total tokens of 64.5, and an average cost of .9. In comparison, GPT 5.4 has a score of 72.4, with an average latency of 21.2, total tokens of 64.2, and an average cost of [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: Google has refreshed its “Android Bench” rankings, unveiling a new lineup of AI models tailored for Android app development. This update introduces several “open-weight” models and provides deeper insights into the performance metrics, including token usage and associated costs. Large language models have increasingly demonstrated their prowess in coding, significantly enhancing the app development process. This trend has given rise to what is now known as “vibe coding.” Earlier this year, Google released a benchmark ranking that evaluated the top AI models for Android development, focusing on common tasks and adherence to best practices. Initially, the rankings were led by Gemini 3.1 Pro, with OpenAI’s GPT 5.4 later sharing the spotlight. However, as of the latest update on May 18, 2026, a new contender has emerged. GPT 5.5 has claimed the top position, surpassing GPT 5.4 and Gemini 3.1 Pro by nearly 2%. This update also enhances clarity by presenting average latency, total tokens utilized, and the average cost associated with each AI model. Google has provided documentation detailing the methodology behind these metrics. Average Latency: Time taken to complete 100 tasks across 10 runs Average Total Tokens: Token consumption for a complete benchmark run across 10 iterations Average Cost: Cost per benchmark run in US dollars at the time of testing While GPT 5.5 boasts superior performance, it comes at a cost—over twice that of Gemini 3.1 Pro for equivalent functions. Here’s a look at the top ten models based on Google’s latest data as of May 21, 2026: Model Score Avg Latency Avg Total Tokens Avg Cost New: GPT 5.5 74 15.5 64.5 3.9 GPT 5.4 72.4 21.2 64.2 .7 Gemini 3.1 Pro Preview 72.4 11.5 75.4 .0 New: Claude Opus 4.7 68.7 11.6 90.0 4.3 GPT 5.3 Codex 67.7 11.2 71.4 .6 Claude Opus 4.6 66.6 9.9 69.5 .4 GPT 5.2 Codex 62.5 24.3 124.4 1.9 Claude Opus 4.5 61.9 12.5 79.8 2.5 Gemini 3 Pro Preview 60.4 9.8 117.0 .7 New: GLM 5.1 59.7 33.4 80.2 .7 The rankings now feature a wider array of open-weight models, including Gemma, Qwen, DeepSeek, and MiMo, among others. GLM 5.1 has emerged as the highest scorer among these newcomers, closely followed by Kimi K2.6. Google is committed to updating the “Android Bench” on a monthly basis. With the anticipated release of Gemini 3.5 Pro and the already available 3.5 Flash, the competitive landscape will be intriguing to watch as Google seeks to reclaim its lead against OpenAI's advancements. More on Android: Follow Ben: Twitter/X, Threads, Bluesky, and Instagram FTC: We use income earning auto affiliate links. More." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"].7. Gemini 3.1 Pro has the same score as GPT 5.4 but with different latency and token metrics. The rankings also include other models like Claude Opus 4.7, GPT 5.3 Codex, and GLM 5.1, which has emerged as the highest scorer among newcomers. Google plans to update the rankings monthly.
Winsage
May 20, 2026
Windows 11's Search functionality has been updated to prioritize local files and applications over web results, improving the search experience. Recent testing shows that searches for specific files yield more relevant local results rather than web links. Microsoft has confirmed that these changes are part of an initiative to enhance the search experience, as noted in the release notes for Build 26300.8493. Users currently have the option to disable web search through the Registry, but this feature is not available in the Settings menu. Microsoft is working on further improvements, including a clearer distinction between local and web results, and enhancements to search functionality across the taskbar and File Explorer. Additionally, users can expect taskbar customization options and other features aimed at improving the overall user experience.
Winsage
May 19, 2026
Microsoft has acknowledged that faulty third-party drivers have caused significant battery drain and performance issues in Windows 11 and earlier versions. This issue, referred to as a "blind spot," has affected users through high latency, audio glitches, graphics errors, and micro-stuttering. To address this, Microsoft is implementing a more rigorous driver evaluation process that assesses the impact of drivers on power consumption and performance. Changes include improved battery management during standby mode, enhanced scrutiny of driver performance, early collaboration with developers, a stricter approval process for third-party drivers, and an automatic rollback feature via Windows Update to revert to older, compliant drivers.
Winsage
May 18, 2026
Several hundred million Windows 11 users are experiencing frustrations due to the absence of Microsoft features like Recall and Cocreator, which are only available on Copilot+ PCs. Microsoft has divided Windows 11 into two tiers, with the latest AI functionalities requiring specific hardware known as Copilot+ PC. To qualify, a device must have: - An NPU capable of at least 40 TOPS - A minimum of 16 GB of RAM (DDR5 or LPDDR5) - At least 256 GB of SSD storage - Windows 11 version 24H2 or newer - A processor from specific families: Qualcomm Snapdragon X series, Intel Core Ultra 200V (Lunar Lake), or AMD Ryzen AI 300 series Many PCs lack these features due to missing NPUs, insufficient TOPS ratings, unsupported processor generations, outdated Windows versions, rollout delays, or regional limits. Features locked behind Copilot+ include Recall, Click to Do, Cocreator in Paint, Windows Studio Effects, Live Captions with Translation, Improved Windows Search, and Auto Super Resolution. To check for Copilot+ compatibility, users can verify the presence of an NPU in Task Manager, ensure they have Windows 11 version 24H2 or newer, and confirm their processor against the approved list. While some workarounds exist to enable features on unsupported PCs, they are often unstable and not recommended for primary use. Most users may not need to upgrade their laptops unless they require on-device AI features or their current device is significantly outdated. The AI feature gap is not currently critical for most users, as many features are optional or not essential.
Winsage
May 17, 2026
Microsoft is making significant updates to Windows 11, including enhancements to the WinUI framework for improved user experience and a new rollback feature for drivers to prevent system crashes. The Xbox brand is rebranding with an all-caps style, reducing Game Pass prices, and discontinuing the "This is an Xbox" campaign while focusing on Project Helix. Windows 11 is also set to introduce a Low Latency Profile feature for better performance, particularly for gamers. Logitech's MX Master 4 mouse now supports native Windows 11 haptic effects. However, the Surface line remains stagnant, with outdated products compared to competitors like the Lenovo Yoga Slim 7x, which offers better value and performance. The size of Windows 11 updates has increased, with some reaching up to 5GB, attributed to various factors including artificial intelligence.
Winsage
May 17, 2026
Microsoft is enhancing the performance of Windows 11 with a focus on speed and efficiency. Key improvements include: - Accelerated app launch times, minimized system lag, enhanced memory and CPU efficiency, and smoother user interface interactions. - Introduction of the Low Latency Profile, which temporarily elevates CPU speed during intensive tasks to improve responsiveness. - Refinements to the WinUI 3 framework for quicker UI rendering and reduced system resource calls. - Enhancements to File Explorer for faster startup, decreased lag, and smoother file operations. - Reduction of RAM usage when idle, increasing memory availability and multitasking capabilities. - Transition towards more native Windows apps instead of web-based components for faster loading and a consistent user experience. - Improvements in system reliability with fewer driver issues, better update management, and reduced system crashes. These updates are expected to roll out gradually through 2026.
Winsage
May 17, 2026
The utility created simplifies Windows management by consolidating various settings and diagnostics into a single interface. It provides an overview of system metrics such as DNS latency, system uptime, and temporary file accumulation. The application includes dedicated pages for health checks, network insights, services, scheduled tasks, drives, drivers, power plans, gaming toggles, privacy settings, and taskbar configuration. Each diagnostic is executed through PowerShell scripts, with results displayed in a user-friendly format. The utility maintains transparency by creating .reg backups before modifying the registry and allows users to revert changes easily. It is open-source, lightweight, and designed for personal use rather than debloating. The program's structure enables users to inspect and modify scripts, ensuring clarity and control over system adjustments.
Winsage
May 16, 2026
The utility developed streamlines access to Windows diagnostics and tweaks, consolidating functionalities typically spread across various settings panels into a single interface. It features an overview page with key system metrics and organized sections for health checks, network details, services, scheduled tasks, drives, drivers, power plans, gaming settings, privacy options, and taskbar adjustments. Each diagnostic is executed via PowerShell scripts that output JSON data for display. The application ensures transparency in registry changes by creating .reg backups before modifications and allows users to revert changes easily. It focuses on practical tweaks rather than debloating, maintaining a lightweight design without extensive features. The tool is open source and available on GitHub.
Tech Optimizer
May 15, 2026
PostgreSQL is widely used across various industries, supported by Microsoft through significant investments, including 345 commits to the latest release and a dedicated team of contributors. It is recognized for its ability to handle complex production challenges, such as transactional integrity and concurrency management. Microsoft operates PostgreSQL globally, informing upstream contributions based on real-world deployment experiences. The database is increasingly integrated into AI applications, with Azure Database for PostgreSQL and Azure HorizonDB focusing on AI functionalities. Microsoft offers multiple deployment models to accommodate different workload needs, including Azure Database for PostgreSQL for open-source workloads and Azure HorizonDB for cloud-native systems. Recent contributions from Microsoft include enhancements in asynchronous I/O, vacuum behavior, and query planning. Azure HorizonDB is designed for high-throughput, low-latency systems requiring horizontal scaling. Microsoft also invests in developer tools, such as a Visual Studio Code extension for PostgreSQL, and sponsors PostgreSQL conferences and user groups globally.
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