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Ranjan Kumar
Designing and Building Real-World AI Systems That Actually Work
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Author: Ranjan Kumar

Agentic AI/AI & ML/AI Engineering/GenAI/LLMs

Stop Pasting Screenshots: How AI Engineers Document Systems with Mermaid

Posted on December 30, 2025 by Ranjan Kumar / 0 Comment

Introduction Six months into your LLM project, someone asks: “How does our RAG pipeline actually work?” You dig through Slack. Check Notion. Find th...

Agentic AI/AI & ML/AI Engineering/GenAI/Natural Language Processing - NLP/Python/Software Development

Building Production-Ready AI Agents with LangGraph: A Developer’s Guide to Deterministic Workflows

Posted on December 29, 2025 by Ranjan Kumar / 1 Comment

Introduction If you’ve built AI agents before, you know the frustration: they work great in demos, then fall apart in production. The agent crashes on ste...

AI & ML/AI Engineering/GenAI/LLMs

Choosing the Right LLM Inference Framework: A Practical Guide

Posted on December 24, 2025 by Ranjan Kumar / 0 Comment

Performance benchmarks, cost analysis, and decision framework for developers worldwide Here’s something nobody tells you about “open source” A...

Agentic AI/AI & ML/AI Engineering/GenAI/LLMs

Agent Building Blocks: Build Production-Ready AI Agents with LangChain | Complete Developer Guide

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

From understanding concepts to building systems – this comprehensive guide takes you through every component needed to build reliable, production-ready AI...

Agentic AI/AI & ML/GenAI/LLMs

When Your Chatbot Needs to Actually Do Something: Understanding AI Agents

Posted on December 19, 2025 by Ranjan Kumar / 0 Comment

Introduction I’ve been building AI systems for production. The shift from LLMs to agents seemed small at first. Then I hit an infinite loop bug and watche...

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

How Google’s SynthID Actually Works: A Visual Breakdown

Posted on December 16, 2025 by Ranjan Kumar / 0 Comment

1. Introduction I spent the last few days trying to understand how Google’s text watermarking works, and honestly, most explanations I found were either t...

AI & ML/GenAI/LLMs

Open Source AI’s Original Sin: The Illusion of Democratization

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

When Meta released LLaMA as “open source” in February 2023, the AI community celebrated. Finally, the democratization of AI we’d been promised...

AI & ML/GenAI/LLMs

The Tyranny of the Mean: Population-Based Optimization in Healthcare and AI

Posted on December 8, 2025 by Ranjan Kumar / 0 Comment

Modern healthcare and artificial intelligence face a common challenge in how they handle individual variation. Both systems rely on population-level statistics ...

AI & ML/GenAI

The Splintered Web: India 2025

Posted on December 7, 2025 by Ranjan Kumar / 0 Comment

Think about how you use the internet today. You Google something, or you ask ChatGPT. You scroll through Twitter or Instagram. You read the news on your phone. ...

Agentic AI/AI & ML/GenAI

The AI Ouroboros: How Gen AI is Eating Its Own Tail

Posted on December 5, 2025 by Ranjan Kumar / 0 Comment

Imagine a photocopier making copies of copies. Each generation gets a little blurrier, a little more degraded. That’s essentially what’s happening w...

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MY BLOG POSTS

  • Stop Pasting Screenshots: How AI Engineers Document Systems with Mermaid
  • Building Production-Ready AI Agents with LangGraph: A Developer’s Guide to Deterministic Workflows
  • Choosing the Right LLM Inference Framework: A Practical Guide
  • Agent Building Blocks: Build Production-Ready AI Agents with LangChain | Complete Developer Guide
  • When Your Chatbot Needs to Actually Do Something: Understanding AI Agents
  • How Google’s SynthID Actually Works: A Visual Breakdown
  • Open Source AI’s Original Sin: The Illusion of Democratization
  • The Tyranny of the Mean: Population-Based Optimization in Healthcare and AI
  • The Splintered Web: India 2025
  • The AI Ouroboros: How Gen AI is Eating Its Own Tail
  • Building Agents That Remember: State Management in Multi-Agent AI Systems
  • Building Production-Ready Agentic AI: The Infrastructure Nobody Talks About
  • Asynchronous Processing and Message Queues in Agentic AI Systems
  • 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

Categories

  • Agentic AI
  • AI & ML
  • AI Engineering
  • Computer Vision
  • Deep Learning
  • Deep Reinforcement Learning
  • Explainable AI
  • GenAI
  • Information Retrieval
  • IoT / Edge Computing
  • LLMs
  • Medical Imaging
  • Natural Language Processing – NLP
  • Python
  • Security
  • Software Development
  • Software Testing
  • Unstructured Data
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