BMAD Method Explained: A Simple Guide

BMAD Method explained featured image showing the four-stage delivery loop: Clarify, Plan, Build and verify, Learn and adjust

AI coding assistants write code fast. But they often guess what you want, and they forget earlier decisions when a new chat starts. The result is code that works today and breaks the plan tomorrow. The BMAD Method tries to fix this problem. It gives your AI coding tool a set of skills that act … Read more

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How to Write a Better CLAUDE.md File: Best Practices

Feature image for a guide on CLAUDE.md best practices, showing a sample CLAUDE.md file with commands and gotchas

If you use Claude Code, you’ve probably noticed it forgets everything between sessions. You tell it your test command on Monday, and by Tuesday it’s guessing again. A CLAUDE.md file fixes that. It’s a plain text file in your project that Claude reads every time it starts, like a note on the fridge that says … Read more

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Spec-Driven Development: Problems and Best Practices

Spec driven development problems and fixes feature image

Picture this. You ask an AI coding agent to “add a password reset feature.” Ten minutes later you have 600 lines of code. It sends reset links that never expire. It emails the user’s old password in plain text. It even adds a new database table you never asked for. The agent did not fail. … Read more

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Understanding Stateless MCP: A Modern Architecture for AI Integrations

Stateless MCP

The Model Context Protocol (MCP) has quickly become the standard way for AI assistants and applications to communicate with external tools, APIs, databases, and services. It provides a common interface that allows AI models to access capabilities without requiring custom integrations for every application. The latest evolution of MCP introduces stateless communication, a significant architectural … Read more

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I Built a Map of Which Indian Jobs Are Most at Risk from AI

AI exposure and Indian jobs

Everyone is talking about AI taking jobs. But most of that conversation is about America. What about India – where 1.4 billion people work across farming, construction, IT, banking, healthcare, and government? Where does AI actually threaten livelihoods, and where is the workforce relatively safe? I wanted to see this visually. So I built it. … Read more

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Run AI Models with Docker Model Runner: A Step-by-Step Guide

Run AI Models with Docker Model Runner: A Step-by-Step Guide feature image

In this article we will discuss how to pull and run Gen AI models using Docker Model Runner(DMR). Docker Model Runner (DMR) Docker Model Runner (DMR) is a tool built into Docker Desktop and Docker Engine that makes it easy to pull, run, and serve AI/LLM models locally directly from Docker Hub, any OCI-compliant registry, … Read more

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Agent Skills: Complete Beginner’s Guide to AI Agent Skills and Best Practices

Agents skills beginner's guide

In this article we will understand the concept of AI agent skills. AI agents are evolving rapidly. From simple prompt based bots to autonomous systems that can search, reason, and execute tools, the architecture behind modern agents is becoming more structured. Agent Skills The open Agent Skills standard was introduced by Anthropic. Agent skill is … Read more

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