Getting Started with React and ViteJS: Enterprise-Grade Frontend Scaffolding Guide

Posted on by Nithin Mohan TK 8 min read

Building modern React applications shouldn’t feel like wrestling with complex toolchains. Vite has fundamentally changed how we approach frontend development, offering lightning-fast builds and an exceptional developer experience that enterprise teams are increasingly adopting. Introduction This guide walks you through setting up a production-ready React application using Vite as your build tool. We’ll cover project […]

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Global Traffic Distribution with Google Cloud Load Balancing and CDN: Enterprise Edge Architecture

Posted on by Nithin Mohan TK 10 min read

Introduction: Google Cloud Load Balancing and Cloud CDN provide enterprise-grade traffic distribution and content delivery for global applications. This comprehensive guide explores load balancing architectures, from HTTP(S) load balancers and TCP/UDP proxies to internal load balancing and traffic management policies. After implementing global load balancing for applications serving billions of requests daily, I’ve found Google’s […]

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Quantization Methods for LLMs: GPTQ, AWQ, and BitsAndBytes

Posted on by Nithin Mohan TK 5 min read

Last year, I needed to run a 13B parameter model on a 16GB GPU. Full precision required 52GB. After testing GPTQ, AWQ, and BitsAndBytes, I reduced memory to 7GB with minimal accuracy loss. After quantizing 30+ models, I’ve learned which method works best for each scenario. Here’s the complete guide to LLM quantization. Figure 1: […]

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HL7 v3: Understanding RIM and Why v3 Failed to Replace v2

Posted on by Nithin Mohan TK 6 min read

Executive Summary HL7 v3 was designed in the 1990s as the successor to HL7 v2, promising a rigorous, model-driven approach based on the Reference Information Model (RIM). Despite 20+ years of development and standardization, v3 never achieved widespread adoption. Understanding why v3 failed—and where it still matters—is crucial for architects navigating healthcare interoperability standards. 🏥 […]

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Advanced RAG Patterns: From Naive Retrieval to Production-Grade Systems (Part 1 of 2)

Posted on by Nithin Mohan TK 12 min read

Introduction: Retrieval-Augmented Generation (RAG) has become the go-to architecture for building LLM applications that need access to private or current information. By retrieving relevant documents and including them in the prompt, RAG grounds LLM responses in factual content, reducing hallucinations and enabling knowledge that wasn’t in the training data. But naive RAG implementations often disappoint—the […]

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AKS pod managed identity

Posted on by Nithin Mohan TK 6 min read

Kubernetes has become one of the most popular container orchestration tools, and Azure Kubernetes Service (AKS) is a managed Kubernetes service provided by Microsoft Azure. With the increasing use of Kubernetes and AKS, there is a growing need to improve the security and management of access to cloud resources. AKS pod managed identity is a […]

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