There’s an old carpentry proverb: when the only tool you have is a hammer, everything looks like a nail. Somewhere around 2015, the software industry handed every developer a hammer labelled “microservices” and told them Netflix used it. Ever since, we’ve been pounding perfectly good screws into the wall and wondering why the drywall keeps […]
What “data sovereignty” actually means for your AI stack
The phrase “data sovereignty” is everywhere right now. Vendors use it in their pitch decks. IT managers use it in budget requests. Compliance teams use it in risk assessments. Almost nobody agrees on what it means in practice. Here is a working definition: data sovereignty means your organization retains legal, physical, and operational control over […]
GPU for LLMs: What Is a GPU and Why Does It Matter?
Building a reliable RAG system
If you arrived here from LinkedIn, this is the longer version of the story. If you have used a RAG system, you have witnessed the “it works sometimes” problem. A query returns the right answer on Tuesday and an unrelated paragraph on Wednesday. The fix is rarely a single change. It is a sequence of […]
Data privacy in the AI era
Moving fast and breaking privacy Let’s be honest – the AI boom has blurred a lot of lines. The barrier to entry has never been lower, and people are building and shipping at incredible speeds. That’s not a bad thing in itself. But somewhere between the excitement and the hustle, privacy has quietly taken a […]
Databricks Mosaic AI – Frequently Asked Questions
Motivation If you’re part of any enterprise that wants to use Large Language Models (LLMs) like ChatGPT, Mistral, Gemini etc., you know there is always some concern around exposing sensitive organizational data to these LLMs. Databricks acquired Mosaic AI in 2023 which helps tackle this exact problems – allows users to use any LLM without […]
Running LLM-generated code
How seamless is running a LLM-generated code? These days, everyone and their grandparents are talking about AI taking over human jobs. You cannot scroll through social media without seeing some CEO of a global conglomerate talking about how by 202x traditional programming jobs will be eaten up by AI agents. A new concept called Vibe […]
Is Vibe Coding Right For You?
Design Principles for Front-end Development
Whether you’re developing front-ends in Angular, React or Vue, you need to follow a few simple rules to make it shine. More importantly, if there are no such rules, you’ll create a monster which will be a nightmare to maintain and scale. Here are the top five rules we follow at Mantrax. ✅ Do not over-engineer anything. […]
How to use VS Code to work on a Remote Machine
In this article, we will walk you through on how to use Visual Code Code (“VS Code”) to work on a remote machine such as a VM or a remote desktop. As developers, as we work through different projects, our computers keep getting filled with various SDKs, CLI tools, frameworks, and packages. Wouldn’t it be […]









