OpenAI Codex 0.147.0 introduces important changes across MCP, plugins, skills, approvals, conversation management, security, and platform behavior. This guide explains how QA…

Shahnawaz Khan Aug 14, 2026 22 min read

MCP Elicitation workflow showing user input, validation, authorization, and AI agent Tool execution

AI & Agentic Engineering

MCP Client Capabilities Explained: Roots, Sampling, Elicitation and Experimental Features

MCP Elicitation enables safer AI agents by requesting user input, validating decisions, and controlling high-impact MCP actions.

Shahnawaz Khan Aug 8, 2026 48 min read

MCP Roots vs Resources vs Tools architecture showing AI agent scope data and executable capabilities

AI & Agentic Engineering

MCP Roots vs Resources vs Tools: 7 Powerful Data Access Patterns Every AI Engineer Must Master

MCP Roots vs Resources vs Tools explains the practical difference between scope, information, and executable capabilities in production MCP servers, including security,…

Shahnawaz Khan Aug 8, 2026 46 min read

MCP Roots security architecture showing workspace validation, path protection, AI context and MCP server controls

AI & Agentic Engineering

MCP Roots Explained: Powerful and Secure Filesystem Access for AI Agents

Learn MCP Roots security with 7 powerful lessons covering path validation, permissions, root changes, AI context, RAG, tools, and safe filesystem access.

Shahnawaz Khan Aug 8, 2026 42 min read

OpenAI Codex Code Review AI-assisted software engineering pull request workflow

AI Developer Tools

OpenAI Codex Code Review: Using AI to Improve Software Quality, Security, and Maintainability

Master OpenAI Codex Code Review with practical examples, AI prompts, pull request analysis, security reviews, testing strategies, and enterprise best practices.

Shahnawaz Khan Aug 2, 2026 20 min read

OpenAI Codex Code Generation Development Workflow

AI Developer Tools

OpenAI Codex Code Generation: Building Smarter Software with AI-Assisted Development

Master OpenAI Codex Code Generation to build applications, automate testing, improve code quality, and accelerate modern software development.

Shahnawaz Khan Jul 28, 2026 23 min read

AI Developer Tools

OpenAI Codex CLI Installation: The Complete Beginner’s Guide

Master OpenAI Codex CLI Installation with this complete guide covering prerequisites, authentication, CLI commands, practical examples, and secure setup for AI-powered software…

Shahnawaz Khan Jul 26, 2026 21 min read

MCP Sampling architecture showing server client AI model communication human approval security governance and response generation in the Model Context Protocol

AI & Agentic Engineering

MCP Sampling Explained: How Servers Request AI Model Completions

Master MCP Sampling with this complete guide covering sampling requests, AI model communication, human approval, security, governance, and production best practices.

Shahnawaz Khan Jul 22, 2026 20 min read

AI Developer Tools

OpenAI Codex Commands: Complete Guide to Essential CLI Commands for AI-Assisted Development (2026)

Master OpenAI Codex Commands with this complete CLI guide. Learn authentication, workflows, best practices, security, and AI-powered terminal development.

Shahnawaz Khan Jul 19, 2026 17 min read

AI Developer Tools

OpenAI Codex CLI: Complete Guide to the Command Line Interface for AI-Powered Development (2026)

Master the OpenAI Codex CLI with this complete guide. Learn installation, commands, workflows, best practices, and terminal-based AI development for modern software…

Shahnawaz Khan Jul 17, 2026 18 min read

1 2 Next →