What Is a Private LLM? Benefits, Use Cases & Business Need
About the Author

Anshum Shankhdhar

DevOps Engineer | NextGenSoft

Professional Firefighter (of servers) Automating everything, breaking production, and pretending I know why it’s failing. Fluent in YAML, Bash, and last-minute debugging. If it ain’t in CI/CD, I don’t trust it.

Anshum Shankhdhar, DevOps Engineer of NextGenSoft, on LinkedIn

More insights from Anshum Shankhdhar

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LLM Integration

What Is a Private LLM? Benefits, Use Cases & Business Need

September 10, 2026

Every enterprise using generative AI eventually asks the same question: where does our data actually go once we hit “send” on a prompt? For a growing number of companies, the answer is a third-party API, processed on infrastructure they don’t control; it isn’t good enough anymore. That’s driving renewed interest in private LLMs: language models […]

Anshum Shankhdhar
Cursor-GitLab-MCP
DevOps

How to Connect Cursor to Self-Hosted GitLab Using MCP?

March 6, 2026

Today’s developers probably know about MCP – short for Model Context Protocol. This tech lets AI helpers, such as the one built into Cursor, connect directly to software tools. Instead of moving code snippets by hand into chats, the system pulls data on its own. Communication between programs happens behind the scenes now. One goal […]

Anshum Shankhdhar
New Project
DevOps

Step-by-Step Guide: Migrating an Azure SQL Database to AWS RDS for SQL Server Using a .bacpac File

November 19, 2025

Introduction Organizations increasingly adopt multi-cloud strategies, making it common to migrate workloads between providers like Azure and AWS. A key challenge is migrating an Azure SQL Database to an AWS RDS for SQL Server instance while ensuring data integrity and minimizing downtime. This guide details a real-world migration process using a .bacpac file for transfer. […]

Anshum Shankhdhar
CSP with NGINX Lua
DevOps

From Brittle to Agile: A Modern Approach to CSP with NGINX, Lua, and Kubernetes

July 8, 2025

Content Security Policy (CSP) is a critical layer in modern web security, acting as a primary defense against Cross-Site Scripting (XSS) attacks. But as applications evolve, a naive CSP implementation can quickly become a development bottleneck. If you’ve ever found yourself stuck in the “SHA loop”—constantly updating CSP hashes for every minor script change—this guide […]

Anshum Shankhdhar
Azure DevOps Server Migration
DevOps

Migrating Azure DevOps Server to Azure DevOps Services: A Step-by-Step Guide

June 25, 2025

Migrating from an on-premises Azure DevOps Server to Azure DevOps Services in the cloud can seem daunting, but with the right preparation and an understanding of key concepts, especially around Azure AD identities, you can streamline the process. This blog walks through a full end-to-end migration: Validate, Prepare, DACPAC extraction, SAS storage upload, and Import. […]

Anshum Shankhdhar
Best CICD Concepts for DevOps
DevOps

CI/CD with Kubernetes: A Harry Potter-Inspired Guide

February 5, 2025

Mastering CI/CD with Kubernetes: A Harry Potter-Inspired Guide Welcome to our School of Kubernetes Magic! You might think deploying apps on Kubernetes is as simple as saying “Wingardium Leviosa.” Yet it can sometimes feel like saying “Voldemort” in a crowded room of wizards. Also, pods, replicas, services, and YAML files can become confusing if you […]

Anshum Shankhdhar

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