• AI Inference Market in India: The Capital, the Gaps, and What Comes Next

    India’s AI conversation has a framing problem. Everyone keeps talking about training – who’s building the best models, who has the most GPUs, who’s winning the parameter race. It’s a reasonable thing to care about, except it’s not actually where the game gets decided. The part that decides things is what happens after the model…

  • Jupyter Notebooks as a Service: The New Engine of Enterprise AI

    Jupyter Notebooks as a Service: The New Era of AI Development Modern AI teams are accelerating at a pace few industries have seen before. Workflows that once took months – now compress into weeks – weeks compress into days, and a single breakthrough afternoon inside a notebook can reshape a roadmap. Amid this velocity, one…

  • What Is Inference in ML? How Models Turn Data Into Decisions

    Why Inference Rarely Means Just One Thing A product manager clicks a button. A fraud score appears. A doctor sees a highlighted region on a scan. Somewhere between input and output, a trained machine learning model has done its job. That moment is inference. Most people use the word loosely. Sometimes it means prediction. Sometimes…

  • Inference Endpoints Explained: Architecture, Use Cases, and Ecosystem Impact

    Introduction to Inference Endpoints Inference Endpoints: Core Architecture Model Hosting Infrastructure: Load balancers and API gateways: Autoscaling Engines: Security Layers: Monitoring and Telemetry: Significance of Inference Endpoints Scalability and Performance: Simplified Operations: Security and Compliance: Flexibility for Different Use Cases: Cost Efficiency: Industry Use-Cases Digital Assistants and Chatbots: Medical Diagnostics: Retail and E-commerce: BFSI: Robotics: Content Moderation and Filtering: Inference Endpoints: Real-World Technology Examples Inference Endpoints: Impact on the…

  • Inference Endpoint Benchmarking: Accuracy vs. Throughput at Production Scale

    Introduction When companies start using AI for real instead of just testing, people notice if it’s quick and reliable. Most users don’t care about the details behind the scenes – they just want it to work, without weird delays or glitches. Inference Endpoint benchmarking becomes critical once AI systems move from testing into real production…

  • India Built the GPU Capacity, But Are Enterprises Using It?

    India announced a serious bet on AI infrastructure with the IndiaAI Mission, committing over ₹10,000 crore to build a national compute layer – GPUs that Indian startups, researchers, and enterprises could access at subsidized rates rather than paying global market prices in dollars. On paper, the numbers looked promising: more than 38,000 GPUs listed on…

  • If vLLM already solved LLM serving, why did SGLang appear?

    After the launch of ChatGPT and open-source models in 2022–2023, lots of companies tried hosting models on GPU infrastructure, but they encountered issues like GPU idle time and computational bottlenecks. Then vLLM was launched by the Sky Computing Lab at UC Berkeley, which changed the game forever. Model serving became dramatically easier, and GPU utilization skyrocketed. But, if vLLM…

  • Hybrid AI Cloud: Unlock Business Value While Migrating GPU Workloads

    The Spark: Why Hybrid  AI Cloud Has Arrived Hybrid AI Cloud in Simple Terms Why Hybrid Matters for AI Workloads De-risking Migration The Business Value of Hybrid AI Cloud Choosing the Right Partner for the Journey Closing Thoughts: Building with Confidence FAQs The Spark: Why Hybrid  AI Cloud Has Arrived Picture this: a FinTech startup…

  • What is HPCaaS?

    HPCaaS allows businesses to leverage high-performance computing resources on demand, without the need to invest in expensive hardware or maintain complex infrastructure. It’s like renting a high-end computer whenever you need it, paying only for what you use. High-Performance Computing (HPC) is the use of really powerful computers— as they are built, to solve complex…

  • HPC in Healthcare: Clinics, Meet Cloud

    HPC in Healthcare – From Billions to a Few Dollars The Healthcare Leap: Unleashing HPC for Smarter Outcomes Drug Discovery and Personalised Medicine HPC and Artificial Intelligence: Smarter Healthcare Partnership Emerging Technologies: Digital Twins, Edge HPC, and Robotic Surgery Looking Ahead: HPC in Healthcare FAQs HPC in Healthcare – From Billions to a Few Dollars…