benchmarks Archives

Winsage

August 4, 2026

Microsoft finally realized Windows 11 is too annoying. Can it be fixed?

Pavan Davuluri, head of Microsoft Windows, communicated with the Windows Insider community about planned enhancements to address user grievances, including better control over updates, a focus on performance and reliability, and a more measured approach to artificial intelligence. This acknowledgment of past lapses in responsiveness reflects a shift towards prioritizing user experience over monetization strategies that have cluttered the platform with advertisements and subscription nudges. In a recent progress report, Davuluri noted ongoing improvements, such as enhanced memory efficiency and faster boot times, although some claims lacked quantifiable benchmarks. Key updates include streamlined search, quieter widgets, improved user control over the Start menu and taskbar, and less disruptive updates. The emphasis on core functionalities indicates a departure from previous strategies that prioritized flashy features, with a commitment to integrating AI only where it enhances user experience. The challenge remains for Microsoft to maintain this focus on refining core functionalities without introducing new annoyances.

AppWizard

August 4, 2026

DoubleVerify finds dozens of Android apps a month showing ads after calls

A recent analysis by DoubleVerify engineers has identified a trend in mobile advertising known as AfterCall ads, where applications display advertisements immediately after a phone call ends. This practice generates hundreds of millions of impressions monthly and raises concerns about user experience and brand integrity. AfterCall applications operate using three components: a misleading permission, a Broadcast Receiver to capture end-of-call events, and an Activity to display ads. The SYSTEMALERTWINDOW permission allows these apps to show content over others, often granted under false pretenses. They utilize Android's telephony system to trigger ads post-call and employ tactics to obscure their presence, such as removing themselves from the recent apps list and using innocuous icons. Detection is challenging due to the lack of shared codebases and the obfuscation techniques used. The scale of the issue is significant, with numerous AfterCall applications identified monthly, negatively impacting user experience and raising concerns for advertisers.

Winsage

August 3, 2026

Windows 11: Microsoft optimizes memory requirements for systems with 8 GB RAM

Microsoft is focusing on enhancing the efficiency of Windows 11 for systems with 8 GB of RAM, identifying memory optimization as a key priority. The company is revising multiple technical areas, including a more efficient memory allocator and adaptations to WinUI 3 to reduce RAM usage. Improvements are also planned for Chromium and WebView2 to decrease resource consumption. Microsoft has not committed to specific metrics for memory reduction or paging activity but aims to improve performance for budget-friendly devices. The official minimum requirement for Windows 11 is 4 GB, but higher memory allocations may be necessary for certain applications. Microsoft plans to roll out improvements tested since March more broadly in the autumn, although it remains unclear if these changes will apply to all supported versions of Windows 11. Users with 8 GB of RAM will not need to take immediate action, as the new memory management features will be revealed in future updates.

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.

Tech Optimizer

July 29, 2026

EDB Postgres® AI Outperforms Vector Databases, Lakehouses, and Document Stores for Agentic AI on Speed, Accuracy, and Cost

EDB Postgres AI is a pioneering solution that integrates intelligence and data on a unified sovereign foundation, eliminating the need for ETL processes, data duplication, and separate vector stores. Independent benchmarks show that EDB Postgres AI outperforms competing platforms in speed, accuracy, and cost-effectiveness. A study by McKnight Consulting Group indicates that EDB Postgres AI excels in key performance metrics, including query latency, accuracy, cost, and data freshness, outperforming specialized vector databases and other managed Postgres platforms. EDB Postgres AI achieves median query latencies of 50 milliseconds at a scale of 50 million vectors, making it 80x faster than Databricks, 21x faster than MongoDB Atlas, and up to 2x faster than alternatives like Aurora and Crunchy Bridge. It also delivers the highest recall rates for core vector searches, surpassing competitors like MongoDB and Databricks. In tests involving concurrent retrievals, EDB Postgres AI completed a three-arm agent loop in 27 milliseconds, significantly faster than other platforms. In terms of cost efficiency, EDB Postgres AI offers 76x better price performance than Databricks, 34x better than MongoDB, and 23%–28% better than the nearest managed Postgres competitors when considering query speed. The architecture of EDB Postgres AI allows for the integration of vector, filtered, and full-text retrieval in a single query path, ensuring real-time data access and eliminating the need for separate systems.

Winsage

July 28, 2026

CachyOS Outperforming Windows 11, Ubuntu & Fedora On AMD Ryzen AI 9 HX 470

The BOSGAME VTA-439 mini PC features an AMD Ryzen AI 9 HX 470 Gorgon Point SoC with a 12-core and 24-thread architecture, Radeon 890M integrated RDNA 3.5 graphics, 32GB of dual 16GB DDR5-5600 memory, and a 1TB NVMe SSD. It ships with Microsoft Windows 11 Pro and has been benchmarked against Windows 11, Ubuntu 26.04 LTS, Fedora Workstation 44, and CachyOS to evaluate performance.

Tech Optimizer

July 22, 2026

Google boosts AlloyDB vector search with HNSW preview

Google has introduced a preview of its columnar engine-accelerated HNSW feature for AlloyDB, enhancing vector search throughput by up to four times for users of the pgvector extension in PostgreSQL. This improvement is aimed at approximate nearest neighbor searches using HNSW across large datasets. AlloyDB utilizes a columnar engine that allows HNSW indexes to reside in memory, improving throughput and recall metrics. In benchmark tests on the GloVe 100 Angular dataset, queries per second increased by approximately 4.2x to 4.9x, with recall improving from about 0.78 to over 0.94 at a throughput of around 350 queries per second. The columnar engine's design bypasses traditional PostgreSQL buffer management bottlenecks, enhancing efficiency during graph traversal. The memory architecture is distinct from basic caching techniques, and the feature requires no changes to application code. Users must enable the columnar engine and index caching flags to utilize this feature. Benchmarks were conducted on an AlloyDB C4A machine with 16 virtual CPUs.

Winsage

July 21, 2026

Samsung’s new GAIA PC chip challenges Microsoft’s Copilot+ program — and why I can only see that as a positive for the AI PC industry

NVIDIA announced the RTX Spark at Computex 2026, prompting competition among major silicon market players, including Intel, AMD, and Qualcomm. Samsung is entering the market with its custom silicon for AI-driven PCs, named GAIA, marking its first development of PC-centric silicon since 2012. GAIA will function as a companion Neural Processing Unit (NPU) rather than a traditional System-on-Chip (SoC). It is expected to use a 4nm process and may incorporate processing-in-memory (PIM) capabilities. Lenovo China and HP USA have received samples for testing. Competitors like Snapdragon X/X2, Intel Core Ultra, and AMD Ryzen AI are integrating NPUs with at least 40 TOPS. Samsung's GAIA has not been officially confirmed, and details regarding TOPS, power consumption, and pricing are unclear. The 40 TOPS benchmark by Microsoft for integrated NPUs raises questions about how GAIA would be evaluated alongside Intel or AMD CPUs.

Winsage

July 17, 2026

Microsoft impresses as imperfect Windows 11 shines inside Valve’s Steam Machine

Valve has released official Windows 11 drivers for the Steam Machine but advises caution regarding its installation. Early adopters have reported a performance boost with Windows 11 compared to the default SteamOS. YouTuber ETA Prime's analysis showed that Windows 11 matched or surpassed SteamOS in certain scenarios. The Steam Machine is powered by an AMD Custom 6-core 12-thread CPU, comparable to an AMD Ryzen 5600 non-X model. In benchmark tests, the Ryzen 5600X outperformed the Steam Machine's CPU by about 14% in the Cinebench 2024 multi-core test. In gaming performance tests: - Shadow of the Tomb Raider: Both Windows 11 and SteamOS performed similarly, with Windows 11 slightly faster at 1080p and 4K. - Cyberpunk 2077: Windows 11 excelled at 4K, while SteamOS performed better at 1080p and 1440p. - Horizon Zero Dawn Remastered: Windows 11 led with a 7% advantage at 4K. These results suggest that Windows 11 could be a strong gaming OS for the Steam Machine, while SteamOS continues to demonstrate its own strengths.

AppWizard

July 16, 2026

DIY Steam Cartridges Bring Physical Game Media Back To PC With SSDs

A Reddit user developed a game cartridge system for Steam using individual SATA 2.5-inch 128GB SSD drives, allowing for tangible management of game libraries. This system, created by u/Jibril-sama, directs Steam to the corresponding game page upon SSD insertion and operates on a Linux base, with Windows compatibility lacking auto-navigation. Another user, u/halcyonforeveragain, showcased repurposed SD cards for use with the Steam Deck, enhancing game transfer capabilities. However, modern titles may require SSD performance for optimal gameplay, as traditional hard drives and standard SD cards may not meet the necessary speed. The cost for a 128GB SD card and USB4 card reader is about USD, while a 128GB SATA SSD with a docking station costs approximately USD. Customizing cartridges with art or labels is also suggested for a personalized gaming library.