Large Language Models (LLMs) are impressive in a notebook, but production environments demand something else entirely: predictable latency, stable throughput, controlled costs, and reliable scaling. That is where model serving frameworks come in. These are specialised systems that sit between your application and the model, optimising inference so responses are fast and consistent—even under heavy […]
Containers have become a foundational technology in modern DevOps environments. They enable faster application delivery, consistent deployments, and efficient resource utilisation across development and production systems. However, the same characteristics that make containers powerful also introduce new security challenges. Containers are lightweight, dynamic, and highly interconnected, which means a single vulnerability can quickly propagate across […]
Optimisation problems show up everywhere in data science and engineering. You may want to minimise delivery time across multiple routes, choose the best set of features for a model, schedule jobs across servers, or tune hyperparameters for better accuracy. In many real situations, the search space is so large that exhaustive search is impossible, and […]
Operational documentation has always been essential in DevOps, yet it is often the most neglected asset. Runbooks and playbooks are created with care, only to become outdated as systems evolve, tools change, and processes mature. This gap between real-world operations and written guidance leads to slower incident response, inconsistent handling, and avoidable errors. Large Language […]
A strong analytic presentation is not just a collection of charts. It is a guided experience that helps the audience understand a problem, follow the evidence, and agree on what should happen next. Many presentations fail because they start with dense dashboards, jump between unrelated insights, or end without a clear recommendation. A narrative arc […]
Think of a busy train station where travellers drop off luggage at a storage counter. Each suitcase must be tagged, placed securely, and retrieved only by the rightful owner. Now, replace the luggage with images, documents, or videos, and the station with your application. That’s what handling file uploads feels like: a constant flow of […]