Tech Patrol

Kategori: Genel

  • # Cast AI Secures $108M to Optimize the Cloud for AI and Kubernetes Workloads

    ## Cast AI Secures $108M to Optimize the Cloud for AI and Kubernetes Workloads

    Cast AI, a startup focused on cloud optimization, has announced a $108 million Series C funding round as organizations grapple with the rising costs and resource demands of training and deploying AI models. The funding will fuel further research and development, as well as expansion into key markets like the U.S. The round values Cast AI at close to $900 million, placing it near unicorn status.

    The company’s core mission is to maximize the efficiency of GPU utilization, compute resources, and electricity consumption, particularly for AI-driven workloads. “It’s all about GPU, compute and electricity,” explains Yuri Frayman, Cast AI’s CEO and co-founder. “Our play is to ensure that we create efficiency, to be able to promote more workloads across GPUs. That is what we are about.”

    Cast AI’s platform analyzes cloud and on-premise capacity to identify the most cost-effective distribution of computing workloads. The technology integrates seamlessly with major cloud providers and other customer infrastructure. With 2,100 customers acquired over the past three years, Cast AI counts Akamai, BMW, FICO, HuggingFace, NielsenIQ, and Swisscom among its users.

    The timing of this funding round is particularly relevant. As companies face processor shortages for AI model development and deployment, efficient resource allocation is crucial. Cast AI’s research suggests that, on average, only a fraction of CPU, memory, and GPU resources are actively utilized, highlighting the opportunity for significant optimization.

    This Series C round, co-led by G2 Venture Partners and SoftBank Vision Fund 2, also includes participation from Aglaé Ventures (the investment firm of LVMH’s chairman and CEO Bernard Arnault), Hedosophia, Cota Capital, Vintage Investment Partners, Creandum, and Uncorrelated Ventures.

    Importantly, Frayman notes that this investment places Cast AI in the same portfolio as OpenAI and AI infrastructure provider Crusoe Energy, both of which are working on the Stargate AI infrastructure project with SoftBank, Oracle, and others. Cast AI already counts several of these companies as partners and customers. They are partnering with Crusoe, integrating inside their stack, and collaborating with SoftBank to improve AI data center efficiency. The startup is also participating in the large-scale project between OpenAI and SoftBank to develop services in Japan.

    While AI is now a primary focus, Cast AI originated from the founders’ experiences managing cloud costs at their previous cybersecurity startup, Zenedge (acquired by Oracle). This led to their initial focus on optimizing cloud use for Kubernetes workloads. While Kubernetes remains a core part of Cast AI’s business, the current surge in AI activity is driving growth and attracting investors.

    “Cast AI is setting a new standard for cloud efficiency at a time when infrastructure demands are surging,” said Tim Yap, investment director at SoftBank Investment Advisers. Carl Fritjofsson, general partner at Creandum, added, “Cast was an AI agent before we started talking about that technology… They’ve just been building this type of automation for a long time.”

    The $108 million Series C funding will enable Cast AI to further refine its platform and capitalize on the growing demand for efficient cloud resource management in the age of AI and Kubernetes. The company’s approach to automation and optimization positions it as a key player in enabling organizations to maximize the value of their AI investments.

  • # DeepSeek Boosts its AI Math Skills with Prover Upgrade

    ## DeepSeek Boosts its AI Math Skills with Prover Upgrade

    Chinese AI lab DeepSeek has enhanced its capabilities in mathematical problem-solving with an updated version of its AI model, Prover. The upgrade, quietly rolled out on Wednesday, sees the release of Prover V2 on the Hugging Face AI development platform.

    Prover is specifically designed to tackle complex mathematical proofs and theorems. According to the South China Morning Post, this latest version is built on DeepSeek’s powerful V3 model, boasting a staggering 671 billion parameters. The architecture employs a Mixture-of-Experts (MoE) approach, a technique that divides intricate tasks into smaller, more manageable subtasks and delegates them to specialized “expert” components. This method enhances efficiency and allows for more nuanced problem-solving.

    The number of parameters in a model roughly correlates to its ability to handle complex problems. The MoE architecture further refines this capability by streamlining the problem-solving process.

    DeepSeek last updated Prover in August of the previous year, touting it as a bespoke model tailored for formal theorem proving and mathematical reasoning.

    This upgrade comes at a time when DeepSeek is attracting considerable attention. As Reuters reported in February, the company is reportedly considering its first external funding round. Beyond Prover, DeepSeek recently launched an upgraded version of its V3 general-purpose model and is expected to unveil an updated version of its R1 “reasoning” model soon, indicating a broad push across its AI portfolio. This move solidifies DeepSeek’s position as a key player in the rapidly evolving landscape of AI-powered mathematical reasoning.

  • # Excel’de Linux: NSG650’den Şaşırtıcı Bir Proje

    ## Excel’de Linux: NSG650’den Şaşırtıcı Bir Proje

    Teknoloji dünyası, sınırları zorlayan ve beklenmedik kombinasyonlar sunan projelere her zaman açık olmuştur. GitHub kullanıcısı “radeeyate” tarafından geliştirilen ve kısa sürede dikkatleri üzerine çeken “LinuxInExcel” projesi de tam olarak bu tanıma uyuyor. Proje, adından da anlaşılacağı gibi, Microsoft Excel içerisinde bir Linux ortamı çalıştırmayı hedefliyor.

    Peki bu ne anlama geliyor ve neden bu kadar ilgi çekici?

    **LinuxInExcel’in Vaatleri ve Potansiyeli**

    GitHub’da yayınlanan proje, Excel içerisinde Linux komut satırı araçlarını kullanabilme imkanı sunmayı amaçlıyor. Bu, Excel’in yeteneklerini genişletmenin ve veri analizi süreçlerini daha da güçlü hale getirmenin potansiyel bir yolu olarak görülüyor. Düşünün ki, Excel’deki verilerinizi doğrudan Linux komutlarıyla işleyebiliyor, farklı formatlara dönüştürebiliyor veya daha karmaşık analizler gerçekleştirebiliyorsunuz.

    **Projenin Teknik Detayları ve Mevcut Durumu**

    “LinuxInExcel” projesinin GitHub adresine (https://github.com/NSG650/LinuxInExcel) baktığımızda, projenin hala geliştirme aşamasında olduğunu görüyoruz. Ancak, projenin sunduğu potansiyel, geliştiriciler ve teknoloji meraklıları arasında büyük bir heyecan yaratmış durumda. Teknik detaylar ve çalışma prensibi hakkında daha fazla bilgi almak için GitHub sayfasını ziyaret etmek faydalı olacaktır.

    **Neden İlgi Çekici?**

    * **Beklenmedik Kombinasyon:** Excel ve Linux, birbirinden farklı dünyalara aitmiş gibi duran iki platform. Bu projenin bu iki platformu bir araya getirme girişimi, başlı başına merak uyandırıyor.
    * **Veri Analizi Gücü:** Excel, veri analizi için yaygın olarak kullanılan bir araç. Linux komut satırı araçları ise, veri işleme ve manipülasyon konusunda oldukça güçlü. Bu iki gücü birleştirmek, veri analizi süreçlerini daha verimli hale getirebilir.
    * **Geliştirme Potansiyeli:** Proje hala geliştirme aşamasında olsa da, sunduğu fikir ve potansiyel, geliştiriciler için heyecan verici bir alan sunuyor.

    **Sonuç**

    “LinuxInExcel”, Microsoft Excel’in sınırlarını zorlayan ve beklenmedik bir kombinasyon sunan heyecan verici bir proje. Projenin geleceği ve sunabileceği potansiyel oldukça büyük. Veri analizi, sistem yönetimi veya sadece teknolojiye meraklı olan herkesin takip etmesi gereken bir proje. “radeeyate” ve ekibinin bu projeyi nereye götüreceği merakla bekleniyor.

  • # Believe It Or Not: Someone Put Linux *Inside* Excel

    ## Believe It Or Not: Someone Put Linux *Inside* Excel

    The phrase “Linux in Excel” might sound like a fever dream, but a project recently making waves online has turned that surreal concept into a reality. Developed by NSG650 and shared on GitHub, [LinuxInExcel](https://github.com/NSG650/LinuxInExcel) manages to embed a functional Linux environment within the familiar spreadsheet application.

    Yes, you read that right. This isn’t about running Linux on a machine that also has Excel installed, nor is it a clever workaround for exporting Excel data to a Linux environment. This is about actually running a stripped-down Linux kernel, complete with a basic file system and command-line interface, *inside* an Excel workbook.

    How is this wizardry achieved? The project leverages Excel’s VBA (Visual Basic for Applications) scripting capabilities, pushing the boundaries of what most people would consider possible within the confines of a spreadsheet program. While the exact implementation details are not explicitly laid out in the information provided, one can infer that the VBA code is used to simulate a virtual machine environment. This VM-like environment is then used to execute the core components of the minimalist Linux distribution.

    The potential applications, while perhaps initially esoteric, are fascinating to consider. While the performance and capabilities are obviously limited compared to a native Linux installation, this project serves as a compelling demonstration of the power and flexibility of VBA scripting. It could potentially be used for:

    * **Sandboxed Scripting:** Execute command-line scripts within a controlled environment, potentially mitigating security risks.
    * **Educational Tool:** Provide a portable and accessible introduction to the Linux command line for students or individuals without a dedicated Linux system.
    * **Data Analysis:** Perform basic data manipulation tasks using familiar Linux utilities directly within Excel.

    However, it’s crucial to manage expectations. The performance will undoubtedly be slow, and the feature set severely limited. Think of this more as a technical marvel and a testament to ingenuity than a practical everyday tool.

    The project has already garnered significant attention on platforms like Hacker News, with users discussing the ingenuity of the implementation and speculating on its potential uses (or, more often, simply expressing amazement). The Github repository boasts a healthy score and a growing discussion thread, indicating a significant level of interest in this unusual project.

    Ultimately, LinuxInExcel is a remarkable example of thinking outside the box, pushing the boundaries of what’s possible within a seemingly limited software environment. While its practical applications may be niche, it serves as a reminder that the most intriguing technological breakthroughs often come from unexpected places. Whether you’re a seasoned Linux user or simply curious about the possibilities of VBA scripting, LinuxInExcel is worth checking out to appreciate the sheer cleverness and dedication of its creator.

  • # X Ups the Ante: Rolling Out 4K Video Uploads to Lure Creators

    ## X Ups the Ante: Rolling Out 4K Video Uploads to Lure Creators

    X, formerly known as Twitter, is making a significant push to attract video creators. The platform is now enabling select creators to upload videos in stunning 4K resolution, with a broader rollout planned for all premium subscribers soon. The news, initially announced via X’s engineering account, signals a clear intention to boost user engagement and provide a compelling alternative to video-centric platforms like YouTube and Vimeo.

    Previously, X’s premium subscribers could upload videos up to 1080p resolution, capped at 8GB and roughly three hours in length, according to the platform’s support page. While details on whether the file size limit will be adjusted for 4K uploads remain unclear, the jump in resolution is a significant upgrade.

    Since Elon Musk’s acquisition, X has been actively working to incentivize video content creation. This has included a series of incremental increases to video upload limits for paying subscribers. Initially, the platform allowed uploads of 60-minute videos, later extending that to two-hour-long videos.

    Beyond extending video length, X has also been experimenting with the video experience. Earlier this year, the platform launched a dedicated vertical video feed, complete with a shortcut on the mobile app’s home screen. This move was widely interpreted as an attempt to capitalize on the potential void left by a possible TikTok ban in the United States.

    The introduction of 4K video uploads marks the latest effort by X to become a more appealing platform for video creators. Whether these strategies will be enough to solidify X as a major player in the online video landscape remains to be seen, but the company is clearly betting on high-quality content to attract and retain users.

  • # X, 4K Video Yükleme Desteği Sunmaya Başlıyor

    ## X, 4K Video Yükleme Desteği Sunmaya Başlıyor

    Elon Musk’ın satın almasının ardından video içeriği konusunda atağa kalkan X (eski adıyla Twitter), platforma 4K çözünürlükte video yükleme desteği getirmeye hazırlanıyor. Şirketin mühendislik hesabından yapılan açıklamaya göre, bu özellik ilk etapta belirli içerik üreticilerinin kullanımına sunulmuş durumda ve yakında tüm Premium abonelerine açılacak.

    Şu ana kadar Premium aboneler, en fazla 8 GB boyutunda ve yaklaşık üç saat uzunluğunda 1080p videolar yükleyebiliyordu. 4K desteğiyle birlikte platformun, aboneler için geçerli olan boyut limitini güncelleyip güncellemeyeceği merak konusu.

    X, Musk’ın liderliğinde kullanıcıları daha fazla video içeriği paylaşmaya teşvik etme stratejisi izliyor. Bu doğrultuda, daha önce de aboneler için video yükleme limitleri kademeli olarak artırılmıştı. Platform ayrıca, ABD’de TikTok’un yasaklanma olasılığını değerlendirerek, mobil uygulamalarının ana sayfasında dikey videolar için özel bir akış da başlatmıştı. Bu hamlelerle X, video içerik üreticileri ve izleyicileri için daha cazip bir platform haline gelmeyi hedefliyor.