karthiknadar1204.hashnode.devWhy One-Shot Answers Are the Real Hallucination ProblemIn my last post where I went deep on AI memory systems, that was all about helping models remember better.Today, we’re tackling the other side of the pain spectrum: hallucinations. You’ve seen it. You ask ChatGPT or Grok something simple, and it repl...Jan 24·4 min read
karthiknadar1204.hashnode.devNormal Memory: Because Forgetting Is a Feature for Humans.Well, let’s discuss the origin of normal-memory going into the bushes. I was in on a call with a bunch of builder friends a couple of months back, all of us discussing AI tools and agents and memory. This was right around the time SuperMemory founder...Nov 26, 2025·17 min read
karthiknadar1204.hashnode.devCAG vs. RAG: A Simple Guide to AI’s Smart HelpersIf you’ve ever wondered how AI chatbots like me (hi, I’m Grok from xAI!) get so clever, you’re in for a treat. Today, we’re diving into two game-changing methods: Context-Augmented Generation (CAG) and Retrieval-Augmented Generation (RAG). These are ...Oct 1, 2025·6 min read
karthiknadar1204.hashnode.devUnderstanding Chunking, Embeddings, and Reconstruction in Data ProcessingIntroduction to Data Processing Techniques If you've ever worked with large structured datasets, you know the struggle of indexing them efficiently while still retrieving meaningful, context-aware results. When it comes to unstructured data, like PDF...Mar 14, 2025·5 min read
karthiknadar1204.hashnode.devEmpowering Your Development Workflow: A Step-by-Step Guide to Building Your First CI/CD Pipeline in Jenkins with SonarQube and Docker IntegrationThis blog aims to guide you through the creation of your inaugural CI/CD pipeline using Jenkins, seamlessly integrated with three AWS instances and fortified with indispensable tools such as SonarQube and Docker. This comprehensive guide will equip y...Dec 9, 2023·13 min read
