Author: Carter

**Running Self-Hosted LLM Inference in Kubernetes with vLLM and LINSTOR** Organizations are increasingly exploring how to run large language model (LLM) workloads locally rather than relying solely on managed APIs. Running models in-house offers benefits such as cost predictability at high request volumes, greater control over latency, and the ability to meet data residency requirements for regulatory or contractual compliance. A practical approach for many teams is a hybrid architecture: using self-hosted open source models for high-volume or sensitive workloads while leveraging managed APIs for tasks that benefit from external capabilities. This article walks through setting up a self-hosted LLM…

**Maximize Your Focus: A Deep Dive into Windows 11’s Focus Sessions** In today’s hyper-connected world, maintaining productivity on a computer can feel like an uphill battle. The line between work and recreation blurs when both exist on the same device, leading to constant distractions from notifications, social media, and endless browser tabs. Many of us have tried to combat this with a myriad of tools: Pomodoro timers, dedicated task managers, browser extensions, and even ambient music playlists. However, a simpler solution might already be on your PC. Microsoft has quietly equipped Windows 11 with a robust, all-in-one tool designed to…

**Neko Health Secures $700 Million to Expand AI-Powered Preventive Health Scans in the U.S.** Neko Health, the AI-driven preventive healthcare company, has raised $700 million in a Series C funding round to expand its AI body scanning services in the United States, beginning with a clinic in New York. The company’s flagship offering combines medical imaging, blood tests, proprietary sensors, and clinician review to provide a comprehensive, non-invasive health assessment. The latest round positions Neko to accelerate its U.S. expansion while continuing to grow its presence across the UK and Sweden. **How Neko Health’s AI Body Scans Work** Neko operates…

**Navigating the Future of Security: Marlinspike on AI, Identity, and the Simulation-to-Real Gap** In an era where artificial intelligence is rapidly transforming every facet of technology, the intersection of national security, autonomous systems, and cybersecurity has never been more critical. Marlinspike, a firm with approximately $225 million in assets under management—including a recently closed second fund of $127.3 million—is at the forefront of investing in the next generation of cybersecurity and dual-use technology companies. With a name inspired by the mariner’s tool used to untangle knotted rope, Marlinspike embodies its mission: to cut through the complex knots of modern enterprise…

**Market Reactions and Technical Analysis Insights: Coinbase, Circle, and Bitcoin** Recent activity in the cryptocurrency market has provided a mix of financial analysis and technical insights, primarily focusing on major players like Coinbase and Circle, as well as Bitcoin’s price trends. William Blair’s revised forecasts, a “W” pattern on Bitcoin’s chart, and discussions on market recovery have all contributed to the current narrative. — ### Key Financial Adjustments for Coinbase and Circle William Blair, a Chicago-based investment bank, recently cut its EBITDA and revenue estimates for Coinbase while maintaining an “outperform” rating. For 2026, the firm reduced revenue forecasts by…

**The Modern Evolution of Software Development for Portals: Building Secure, Scalable, and Custom Digital Experiences** In the rapidly evolving world of digital transformation, the landscape of software development for portals has undergone a dramatic shift. What began as simple ticket dashboards or document viewers has matured into sophisticated, omnichannel hubs that serve as the primary touchpoint between businesses and their customers. Today’s portals are built on API-first backends, delivering content seamlessly across web, cross-platform mobile apps, and even conversational interfaces powered by cutting-edge technologies. However, while off-the-shelf portal software may work for some businesses, it often falls short when it…

**The Enterprise Agent Orchestration Reality Check: Ambition Meets Execution** A new report from VentureBeat Pulse Research provides a clear-eyed look at where enterprises stand with agent orchestration in mid-2026. The findings reveal a landscape of rapid consolidation around foundational model platforms, a sharp focus on reliable execution, and a growing preference for hybrid control—but also a stark gap between stated ambition and deployed reality. — ### Key Findings **1. Platform Consolidation is Real** Across 101 enterprises, the agent orchestration space has consolidated significantly. **Anthropic’s Claude is the dominant platform, chosen by 40% of organizations**—more than double any rival. Microsoft follows…

**New York Halts Large Data Centre Projects in Environmental Review** New York State has implemented a statewide pause on approvals for new large-scale data centre projects as it works to develop comprehensive regulations addressing electricity demand, environmental impacts, and infrastructure costs. The moratorium, announced by Governor Kathy Hochul, applies to new facilities and expansions expected to consume at least 50 megawatts (MW) of power. It is set to last up to one year, marking the first time New York has imposed a statewide suspension on data centre developments of this magnitude. The executive order specifically targets projects supporting cloud computing,…

**CSL Group Acquires IoTM Solutions to Streamline Enterprise IoT Connectivity Management** CSL Group has announced the acquisition of IoTM Solutions, a cloud-native connectivity management platform, to consolidate multi-carrier SIM and eSIM management for enterprise IoT deployments. The deal aims to unify SIM lifecycle operations, eSIM profile handling, usage reporting, support workflows, and API access across multiple mobile network operators (MNOs). Financial details of the transaction remain undisclosed. Dan Amir, CEO and Co-Founder of IoTM Solutions, stated that the partnership allows CSL to scale its capability to manage complex IoT connectivity across operators, platforms, and geographies. With CSL’s managed connectivity and…

**Article: How to Properly Evaluate Your RAG System – Beyond RAGAS** Modern Retrieval-Augmented Generation (RAG) systems often look functional on the surface: queries return answers, no errors are raised, and the outputs appear fluent. Yet hidden underneath are failures such as retrieving the wrong chunks, stitching together incomplete context, or hallucinating details from slightly outdated facts. These issues won’t resolve themselves—they must be surfaced through deliberate evaluation. This article walks through building a robust evaluation pipeline for production RAG systems, from basic checks to automation, custom human‑in‑the‑loop reviews, and ongoing monitoring. What’s in this Article – Building the Golden Dataset…