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Ranjan Kumar
A Seasoned Software Practitioner who loves to build cutting edge AI applications.
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Category: LLMs

AI & ML/GenAI/LLMs/Natural Language Processing - NLP

🚀 Introducing My New Book: The ChatML (Chat Markup Language) Handbook

Posted on November 17, 2025 by Ranjan Kumar / 0 Comment

A Developer’s Guide to Structured Prompting and LLM Conversations 📘 Available on Kindle → https://www.amazon.in/dp/B0G2GM44FD 🧠 Why I Wrote This Book Over the l...

GenAI/Information Retrieval/LLMs/Unstructured Data

🔎 A Deep Dive into Cross-Encoders and How They Work

Posted on October 2, 2025 by Ranjan Kumar / 0 Comment

1️⃣ Introduction In AI systems that retrieve or generate information, ranking quality and relevance are critical. Whether you are building a RAG-based assistant...

AI & ML/Explainable AI/GenAI/LLMs

✨When Models Stand Between Us and the Web: The Future of the Internet in the Age of Generative AI✨

Posted on September 26, 2025 by Ranjan Kumar / 0 Comment

1. Introduction The Internet once felt like a boundless public square: anyone could publish, anyone could read. But the rise of large language models (LLMs) lik...

AI & ML/GenAI/LLMs

🚀 Cursor AI Code Editor: Boost Developer Productivity with MCP Servers

Posted on September 18, 2025 by Ranjan Kumar / 0 Comment

1. Introduction The way we write code is changing faster than ever. For decades, developers have relied on traditional IDEs like IntelliJ IDEA, Eclipse, and Vis...

AI & ML/Computer Vision/Deep Learning/Deep Reinforcement Learning/Explainable AI/GenAI/LLMs/Medical Imaging/Natural Language Processing - NLP/Software Development

Provenance in AI: Tracking AI Lineage with Signed Provenance Logs in Python – Part 2

Posted on August 28, 2025 by Ranjan Kumar / 1 Comment

In modern AI pipelines, provenance — the lineage of datasets, models, and inferences — is becoming as important as accuracy metrics. Regulators, auditors, and e...

AI & ML/Computer Vision/Deep Learning/Deep Reinforcement Learning/Explainable AI/GenAI/LLMs/Medical Imaging/Natural Language Processing - NLP/Software Development

Provenance in AI: Why It Matters for AI Engineers – Part 1

Posted on August 27, 2025 by Ranjan Kumar / 1 Comment

1. Introduction: Why AI Needs a Paper Trail Imagine debugging a complex AI pipeline without knowing which version of the dataset was used, how the features were...

AI & ML/GenAI/LLMs

LLMs for SMEs – 001: How Small Businesses Can Leverage AI Without Cloud Costs

Posted on August 22, 2025 by Ranjan Kumar / 0 Comment

1. Introduction Ravi runs a small auto parts shop in Navi Mumbai. His day starts at 8 AM, but even before he lifts the shutter, his phone is already buzzing. Cu...

AI & ML/GenAI/LLMs

LLM-Powered Chatbots: A Practical Guide to User Input Classification and Intent Handling

Posted on August 12, 2025 by Ranjan Kumar / 1 Comment

1. Introduction If you’ve ever built a chatbot that confidently answered the wrong question, you know the pain of poor intent detection. Imagine a user typing: ...

AI & ML/GenAI/LLMs

Reranking for RAG: Boosting Answer Quality in Retrieval-Augmented Generation

Posted on August 11, 2025 by Ranjan Kumar / 0 Comment

Retrieval-Augmented Generation (RAG) is one of the most effective techniques for making large language models (LLMs) answer accurately using external knowledge....

AI & ML/GenAI/LLMs

ChatML: The Structured Language Behind Conversational AI

Posted on August 10, 2025 by Ranjan Kumar / 0 Comment

If you’ve interacted with ChatGPT or built your own conversational AI, you might have wondered — how exactly does the AI know which parts of a message are from ...

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  • Building Production-Ready Agentic AI: The Infrastructure Nobody Talks About
  • Why Asynchronous Processing & Queues Are the Backbone of Agentic AI
  • Playwright + AI: The Ultimate Testing Power Combo Every Developer Should Use in 2025
  • 🚀 Introducing My New Book: The ChatML (Chat Markup Language) Handbook
  • 🚀Hands-on Tutorial: Fine-tune a Cross-Encoder for Semantic Similarity
  • 🔎 A Deep Dive into Cross-Encoders and How They Work
  • 🔎Building a Full-Stack Hybrid Search System (BM25 + Vectors + Cross-Encoders) with Docker
  • 🔎BM25-Based Searching: A Developer’s Comprehensive Guide
  • ✨When Models Stand Between Us and the Web: The Future of the Internet in the Age of Generative AI✨
  • 🚀 Cursor AI Code Editor: Boost Developer Productivity with MCP Servers
  • Building Privacy-Preserving Machine Learning Applications in Python with Homomorphic Encryption
  • Provenance in AI: Auto-Capturing Provenance with MLflow and W3C PROV-O in PyTorch Pipelines – Part 4
  • Navigating AI Risks with NIST’s AI Risk Management Framework (AI RMF)
  • Provenance in AI: Building a Provenance Graph with Neo4j – Part 3
  • Provenance in AI: Tracking AI Lineage with Signed Provenance Logs in Python – Part 2
  • Provenance in AI: Why It Matters for AI Engineers – Part 1
  • LLMs for SMEs – 001: How Small Businesses Can Leverage AI Without Cloud Costs
  • LLM-Powered Chatbots: A Practical Guide to User Input Classification and Intent Handling
  • Reranking for RAG: Boosting Answer Quality in Retrieval-Augmented Generation
  • ChatML: The Structured Language Behind Conversational AI

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