If you want to understand GPU for LLMs – why every AI company is spending billions on graphics cards to run large language models – the answer comes down to two things: parallel math and memory. This post explains both, without the handwaving. What is a CPU, and what’s it good at? A CPU – […]
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 […]
The Honest AI Adoption Playbook: Lessons From a Company That Doesn’t Drink the Kool-Aid
If you have read our online reviews and customer testimonials, you will notice a theme: we value transparency and candid conversations … even if it results in walking away from a project. That’s the kind of company we are. In this blog post, we will share our honest take on AI Adoption after working with […]
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?
Using Generative AI to deliver projects faster (no gimmicks)
In this article we will share how Mantrax is using Generative AI (when it makes sense) to improve productivity and deliver projects sooner. While we don’t want our developers to simply “ChatGPT” their way through projects, it is also undeniable that using Generative AI carefully can lead to productivity gains which in turn, deliver projects […]
Prompt Engineering 101
In this post from our Byte Sized series, we will explore the subtle art of Prompt Engineering that has been gaining a lot of prominence in the realm of AI. The common analogy to describe Prompt Engineering is like teaching a child through asking questions. How effective your Large Language Model’s response is depends on the […]
Navigating the Landscape of Large Language Models
In the ever-evolving landscape of artificial intelligence, Large Language Models (LLMs) stand out for their unprecedented language mastery, primarily attributed to their large parameter scale. However, LLMs are not without their challenges. This article delves into the intricacies of LLMs, exploring the pain points associated with their deployment and highlighting the role of data, ethical […]









