Ranjan Kumar
AI & ML Engineer · Author · Educator
I help AI builders design, build, and ship production-grade AI systems that actually work, cost-effectively, through hands-on writing, books, and practical engineering guidance.
Latest Posts
View all →The AI Ouroboros Moved: Model Collapse Is a RAG Problem
The labs that train frontier models solved training on synthetic data. Your retrieval-augmented generation corpus is where the loop is still open, and every metric in your eval stack is structurally unable to see it.
ai-engineeringThe AI Ouroboros Moved: Model Collapse Is a RAG Problem
The labs that train frontier models solved training on synthetic data. Your retrieval-augmented generation corpus is where the loop is still open, and every metric in your eval stack is structurally unable to see it.
ai-engineeringClaude's Watermark Isn't Live. Your Provenance Debt Is.
Every Claude model you can select today shipped before the marking cutoff, and the detector does not exist. That gap is the only window you get.
ai-engineeringWhy Your Default Branch and Your LLM Are the Same Architecture
Both answer every input. Neither is required to tell the caller which answers it invented. Until one of them is, every argument about climbing is an argument about taste.
My Books
The 7 GenAI Architectures
A Field Guide to Choosing the Right AI System — Before You Overbuild It
The seven architectures GenAI systems actually get built on, and how to pick the smallest one that solves your problem.
The ChatML (Chat Markup Language) Handbook
A Developer’s Guide to Structured Prompting and LLM Conversations
Learn how to structure prompts using ChatML for predictable, production-ready LLM behavior.
Building Real-World Agentic AI Systems with LangGraph
Designing, building, evaluating, and shipping stateful, durable, multi-agent systems on LangGraph 1.x
A practitioner's guide to designing, deploying, and operating reliable agentic AI systems in the real world.
The Chat Templates Handbook
A Developer’s Guide to Jinja, apply_chat_template, and Rendering Model-Ready Prompts
A curated collection of battle-tested templates for common LLM tasks and workflows.
My Toolkit
A collection of tools I've built to boost productivity and simplify workflows.
Developer & AI Tools
Test Your Knowledge
Quiz yourself on AI engineering, observability, and production LLM systems
MedhaV - मेधावी
Start every day with clarity
Imagelly
AI-Based SaaS Image Edit/Enhancement Tool
Mermaid Diagram Generator
Create flowcharts, sequence diagrams, and more
MermAniSt — Mermaid Animation Studio
Turn Mermaid diagrams into animated presentations
LinkedIn Text Formatter
Format your LinkedIn posts with bold, italic, and more
MarkMelon: Markdown Editor
Edit, generate docs from Markdown and more
Slides Creator from Markdown
Generate beautiful presentations from Markdown
What I Write About
AI & ML Engineering
Production-ready AI systems, LLMs, and machine learning deployment strategies.
System Design
Scalable architectures, distributed systems, and infrastructure for AI applications.
Real-World Projects
Case studies, lessons learned, and practical insights from production deployments.
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