Where MCP Shines
“Single LLMs hallucinate. Multi‑agent systems multiply the problem.”
Blogs
Recent posts
MCP: 5 Leadership Lessons
From hype to control. Here are the 5 truths every CTO must know.
How MCP Works?
“MCP handshake → tool call → your code runs. 3 minutes to understand.”
Why MCP?
“Last week my LLM swore the 2024 World Cup winner was ‘Moon United FC’. It was confident, detailed, and 100% hallucinated.”
When to Use MCP?
MCP = LLM lifeline when models hallucinate most.
What is MCP?
Model Context Protocol (MCP) = Standardized way for LLMs to discover and call your external tools/data.
My global speaking journey at Tech Conferences & Meetups in 2025
Written by - Millan Kaul
The Hidden Cost of Quality Debt: What Leadership Doesn’t See
Written by - Gavin Cheung
How AI Agents Actually Collaborate: Real-World Workflows, Protocols, and Pitfalls
Written by - Millan Kaul
5 Well-Known and 5 Less-Known MCP Concepts with Examples
Written by - Millan Kaul
15 AI terms related or similar to MCP (Model Context Protocol) and Agent
Written by - Millan Kaul
20 AI acronyms and keywords with definitions and use cases
Written by - Millan Kaul
10 Foundational AI Building Block Concepts for Testers and Developers
Written by - Millan Kaul
A live implementation of a chatbot
Written by - Millan Kaul
The API Automation framework I wish I had known sooner
Written by - Millan Kaul
QE Leadership at 3 stage of org, your blueprint for QE Success
The most successful QE leaders don’t just enforce quality—they cultivate that environment…
How to Successfully collaborate with multiple Test Leads in a Large-Scale Projects
Master the art of collaborating with multiple QA leads in enterprise projects. Learn effective strategies for test coordination, risk management and successf...
2024 in Review: QA, AI and Quality Engineering in Reflection at #QWM
Written by - Millan Kaul
Choosing between : Speed, Quality, Cost - in Test Automation
Written by - Millan Kaul
The Ultimate guide to complex JSON parsing using JavaScript, Python, Go, and Java
Written by - Millan Kaul
Importance of Test Data - with code example
Written by - Millan Kaul
WebDriver Saga
Written by - Neelam Pal
Say hello to Multiple : New Performance testing tool
Written by - Millan Kaul
Exponential backoff strategy - explained with {code}
Written by - Millan Kaul
Navigating the Tempest: QA in the Age of Hyper-Driven Development
Written by - Dennis Nyawira
How I turned my blog into a Docker based development paradise 🐳 - Try It Yourself!
Written by - Millan Kaul
k6 - web dashboards + HTML report 📊
Written by - Millan Kaul
Easiest way to understand How Appium works
Written by - Millan Kaul
A/B Tetsing - in 5 steps
Written by - Millan Kaul
A tasty analogy: Quality and testing explained like a piece of cake 🍰
Written by - Millan Kaul
Starting My Corporate Journey: working as an intern/graduate
Written by - Jing Deng
API testing with nightwatch in 15 mins
Written by - Millan Kaul
Run your first RESTful API service using docker
Written by - Millan Kaul
How to Shift-Left without writing Code 👩💻
Written by - Millan Kaul
The paradigm of Quality - Optimised
Written by - Alejandro Sanchez Giraldo , ChatGPT , Gith...
7 most used util and helper methods in test automation project
Written by - Millan Kaul
The paradigm of Quality - Built-In
Written by - Alejandro Sanchez Giraldo , ChatGPT and Gi...
The paradigm of Quality - Embedded
Written by - Alejandro Sanchez Giraldo , ChatGPT and Gi...
Evolution of Reliability Tester and AI testing
Written by - Karthik Hariharan
Base64 decoding using Postman
Written by - Millan Kaul
Two Timeless Concepts
Written by - Alejandro Sanchez Giraldo and ChatGPT
The paradigm of Quality
Written by - Alejandro Sanchez Giraldo and ChatGPT
Leading by Example: The Power of a Strong Software Testing Leader
Written by - Millan Kaul
Exploratory Testing 🔎 + Automation ⚙️
Written by - Millan Kaul
As a Dev 👨💻, why you should be better friends with QA ❤️
Written by - Millan Kaul
Plus Ca Change in Test Automation
Written by - Paul Maxwell-Walters
Installing and running Postman app on linux (REHL 8.x)
Written by - Millan Kaul
What is 𝗻𝘃𝗺 ❓️ - ⓝⓥⓜ 𝟭𝟬𝟭 in 5 minutes !
Written by - Millan Kaul
How to win dev friends as a QA 🤝
Written by - Millan Kaul
Love-Hate Relationship with Selenium Automation
Written by - Millan Kaul
How to handle 404, 500 and more - using fetch()API in JavaScript
Written by - Millan Kaul
How to decode JSON Web Token (JWT) offline
Written by - Millan Kaul
Is Open Banking just another API❓
Written by - Millan Kaul
Why test automation will be key focus in 2023 ?
Written by - Millan Kaul
Welcome to #QualityWithMillan
Welcome to #QualityWithMillan !
Running a local server and API testing in less than 10 minutes
Written by - Millan Kaul
5 misconceptions regarding Test Automation
Written by - Millan Kaul