If you’ve spent any real time with an AI coding agent, you know the feeling. The first twenty minutes are great – the agent finds the right file, makes the right edit, and explains itself clearly – this is amazing, what a time to be alive! Just like when you’re stuck in a 3 hour…
Read MoreHi everyone 😃 Today I’d like to walk you through some experiments we ran about load-balancing requests to LLMs in Kubernetes. Let’s dive deep into it! Why Deploy LLMs in Kubernetes? Well, Kubernetes has now established itself as a leading technology when it comes to workloads orchestration. And with time the increasing support for accelerators…
Read MoreRunning Ollama locally or on dedicated hardware is straightforward until you need to know whether a model is actually loaded in RAM, how fast it generates tokens under load, or when memory consumption reaches a threshold that affects other workloads. A simple TCP port check confirms the process is alive, nothing more. This tutorial shows…
Read MoreA practical look at SAFe, LeSS, Scrum@Scale, Disciplined Agile, Nexus, and custom hybrid models for enterprise IT organizations using Jira, Jira Service Management, and Confluence Cloud. Scaling Agile in the Enterprise: The Question Nobody Really Wants to Answer For many organizations, Agile starts small and local. A few teams adopt Scrum, delivery improves, visibility increases,…
Read MoreModel selection, infrastructure sizing, vertical fine-tuning and MCP server integration. All explained without the fluff. Why Run AI on Your Own Infrastructure? Let’s be honest: over the past two years, LLMs have evolved from a tool perceived as experimental and reserved for researchers into something companies use every day for concrete, practical tasks. And with…
Read MoreThe current architecture and underlying technologies behind the Atlassian Rovo engine, in light of recent developments The last few months show the path forward If you’ve been following the evolution of AI in recent years, you know changes come fast and often, and even a single year can be much too long an interval to…
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You weren’t expecting a part three of this series, right? Well honestly, me neither. But after working together with you on the POC where we firstly crawled the NetEye Guide and applied ELSER to the resulting documents, and then we exploited its semantic search capabilities in the NetEye Guide search, we asked ourselves, what if…
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