Part 1 Deploying a Lightweight LLM on Bare Metal Kubernetes (Talos) --- A Practical JourneyIntroduction This article documents a hands‑on engineering experiment: deploying a lightweight Large Language Model (LLM) on a small on‑prem Kubernetes cluster using Talos Linux, running entirely on CMar 8 · 4 min readwebvictory.hashnode.dev
CortexAI: Building Tenant-Aware AI Insights on AWSProject Overview CortexAI is a multi-tenant data analytics platform that helps organizations derive AI-generated insights from their operational datasets without sacrificing data isolation, security, or usability. The application streamlines the flow...Nov 12, 2025 · 3 min readwebvictory.hashnode.dev
Mongoose virtual field & memory performanceOur problem statement is does having mongoose virtual field of type array of objectIds (and no other fields) impacts memory performance? Although we do have mongodb patterns to follow. but various scenarios like an evolving product ,an urgent require...Oct 24, 2025 · 3 min readwebvictory.hashnode.dev
Indexes in MongoDBThe aim of this blog is to understand how MongoDB stores indexes per database, when multiple databases are on the same MongoDB cluster. Those who are not very familiar with indexes, consider indexes as a table of content for any book, where a book is...May 3, 2024 · 3 min readwebvictory.hashnode.dev
Using Mongodb FOR Online Transaction processingThe aim of the blog is sharing my experiences using MongoDB for OLTP (Online Transaction Processing) workloads. Although it's not always the first choice for every scenario. Here's a breakdown of why and when MongoDB might be a good fit for OLTP: Str...Apr 19, 2024 · 2 min readwebvictory.hashnode.dev
