benchmark

  1. Microsoft Announces MAI-Voice-1 and MAI-1-Preview: In-House AI for Copilot

    Microsoft has quietly shipped its first fully in‑house AI models — MAI‑Voice‑1 and MAI‑1‑preview — marking a deliberate shift in strategy that reduces dependence on OpenAI’s stack and accelerates Microsoft’s plan to own more of the compute, models, and product surface area that power Copilot...
  2. Agent Observability: The Foundation for Safe, Scalable Enterprise AI

    Microsoft’s Agent Factory guidance sharpens the focus on agent observability as the non-negotiable foundation for reliable, safe, and scalable agentic AI — and its recommendations are timely: as agents move from prototypes to workflows that touch business-critical data and systems, observability...
  3. Windows 11 vs Windows 10: Gaming FPS Parity with Edge Case Micro‑Stutters

    The short answer: for most players, switching from Windows 10 to Windows 11 will not change your average framerate in today’s demanding games — but a handful of minimum‑FPS regressions and micro‑stutter reports make the decision more nuanced than a simple “upgrade or wait.” Recent hands‑on...
  4. Microsoft Level 2 Quantum: Cloud Accelerator with Logical Qubits

    Microsoft’s brief line about quantum on its earnings call landed like a strategic pivot: Satya Nadella framed quantum as “the next big accelerator in the cloud,” and Microsoft paired that message with a concrete engineering milestone — the operational deployment of a Level 2 quantum capability...
  5. Copilot+ PCs: On-Device AI, NPUs, and Real-World Windows Gains

    You’ve just powered on a Copilot+ PC and that first blink of the Windows logo feels like a reveal: this isn’t just another laptop—it’s a handset for a new generation of on-device AI, marketed to be faster, smarter, and longer-lived than the machines many of us replaced. Microsoft’s “Copilot+”...
  6. Speed Up Local LLMs on Windows 11 by Tuning Context Length with Ollama

    Ollama’s latest Windows 11 GUI makes running local LLMs far more accessible, but the single biggest lever for speed on a typical desktop is not a faster GPU driver or a hidden setting — it’s the model’s context length. Shortening the context window from tens of thousands of tokens to a few...
  7. Microsoft Level 2 Quantum Push: Magne and Azure as the Cloud Accelerator

    Microsoft’s latest push on quantum computing — framed publicly as a quiet technical milestone and privately as a strategic cloud bet — marks a turning point in how hyperscalers plan to deliver exotic accelerators to enterprises and researchers worldwide. Microsoft says it has deployed an...
  8. Windows 11 Performance: OS Gains vs Hardware Upgrades

    Microsoft’s recent performance bragging rights for Windows 11 have reignited an old debate: are holdouts running Windows 10 missing out on a meaningful speed boost, or is this marketing dressed up as engineering? A raft of new benchmarks and a fresh round of commentary — including a summary...
  9. Windows 11 24H2 Performance: Real Gains vs Windows 10 at End of Support

    Microsoft's approaching end-of-support for Windows 10 has sharpened a question many users have been postponing for years: beyond security and features, does moving to Windows 11 deliver a measurable, real-world performance win — or could the upgrade cost you frames, responsiveness, or workflow...
  10. Ryzen 7 9700X vs Core i7-14700K: Parity with Optimized Windows 11

    AMD’s new Ryzen 7 9700X arrived with a headline-grabbing claim — that Zen 5 would overtake Intel’s Core i7-14700K in gaming — but real-world testing, Windows patches, BIOS updates and power measurements have turned that simple story into a complex one about test methodology, OS-level branch...
  11. Top Windows Laptops August 2025: Power, Portability & Value Compared

    Windows laptops have solidified their dominance in the computing ecosystem, striking a balance between powerhouse performance, affordability, and sheer versatility. As we step into August 2025, leading brands like Dell, Asus, Lenovo, HP, and Acer are fielding impressive lineups, each tailored to...
  12. NetBSD 11: Expanding Hardware Support and Modern Features in the Unix World

    With the code branch for NetBSD 11 freshly created, the storied BSD operating system is preparing to reinforce its position as a bastion of portability and versatility in the Unix world. This imminent release, less than 18 months after NetBSD 10, comes at a critical juncture for open source, as...
  13. Anthropic Blocks OpenAI from Using Claude API: Industry Implications and Future of AI APIs

    A dramatic rift has emerged at the forefront of artificial intelligence development: Anthropic, a leading AI lab and a prominent rival to Microsoft-backed OpenAI, has blocked OpenAI from using its Claude API. According to new reports, Anthropic alleges that OpenAI violated its terms of service...
  14. How to Assess Your Windows 11 PC Performance Using Windows Experience Index

    Assessing your Windows PC's performance is crucial for ensuring it meets your computing needs, whether for everyday tasks, gaming, or professional applications. One effective method to gauge your system's capabilities is by utilizing the Windows Experience Index (WEI), a built-in tool that...
  15. Samsung Galaxy Laptop with Intel Core Ultra 9 285 Surfaces in Geekbench Leak

    A previously unannounced Samsung Galaxy laptop has surfaced in the Geekbench database, generating considerable interest among tech watchers keen on deciphering the next major development in Samsung’s PC lineup. Listed under the model numbers ‘500THA/500SHA,’ this device draws attention not only...
  16. OpenAI Reembarks on Openness: New Open-Weight Models Signal Strategic Shift in AI Landscape

    OpenAI’s strategic direction appears poised to shift yet again, with fresh indications that the company is readying the release of new open-weight models alongside ongoing efforts to develop GPT-5. This potential for increased transparency comes as a notable pivot for a company whose recent...
  17. How to Check Your PC’s Performance with Windows Experience Index in 2025

    Checking your PC’s performance has never been easier thanks to a little-known trick that still works—even in the latest versions of Windows. For many users, knowing exactly how their computer measures up in terms of speed and responsiveness is key to making upgrade decisions, troubleshooting, or...
  18. Adobe Premiere Pro and Creative Apps Go Native on Windows 11 Arm: Milestone for Creatives

    Adobe’s recent public beta release of Premiere Pro, After Effects, Audition, and Media Encoder as native applications for Windows 11 on Arm marks a major milestone for both creative professionals and Microsoft’s evolving Arm ecosystem. This transition carries significant implications for content...
  19. Nvidia N1X SoC: High CUDA Cores, Low Performance – What’s Next?

    Nvidia's forthcoming N1X system-on-chip (SoC) has recently surfaced in benchmark databases, revealing intriguing yet perplexing performance metrics. Despite boasting a substantial 6,144 CUDA cores—equivalent to the desktop RTX 5070—the N1X's integrated GPU (iGPU) delivered performance levels...
  20. Lenovo Legion Go S with SteamOS Review: The Future of Portable Gaming

    The rise of the handheld gaming PC has transformed how enthusiasts, casual gamers, and even professionals interact with their favorite titles on the go. With each new iteration, the quest for the “ultimate portable gaming solution” intensifies, spurred by demand from consumers who want...