AI tools
Skills & Careers
Arabic AI Tools with MCP: A Guide for Algerian Developers
⚡ Key Takeaways The Model Context Protocol ecosystem has grown to 5,800+ servers with SDKs in Python, TypeScript, Java, and...
AI & Automation
Claude vs ChatGPT: A Practical Switching Guide for Professionals
Claude hit number one after the Pentagon standoff. Seven practical differences between Claude and ChatGPT and how to get better results from each.
Skills & Careers
Multi-Model Fluency: The Career Skill of Knowing Which AI to Use When
Multi-model fluency means knowing which AI excels at what. Learn how to match Claude, ChatGPT, and Gemini to the right tasks for a career edge.
AI & Automation
The Agentic AI Stack: How Autonomous AI Systems Are Built
Deep dive into the agentic AI technology stack: foundation models, orchestration frameworks, memory, tools, evaluation layers, and how they fit together in 2026.
Skills & Careers
The AI-Native Engineer: Skills That Separate the Next Generation of Developers
There is a new kind of software engineer emerging in 2026, and the gap between them and everyone else is widening fast. They are not distinguished by knowing more algorithms or writing cleaner code.
AI & Automation
Why Experienced Devs Get 19% Slower With AI: The J-Curve of Adoption
Introduction Here is a result that should make every engineering leader pause. A rigorous study by the METR organization took experienced open-source developers, gave them real tasks on their own projects -- codebases they knew intimately -- and randomly assigned them to
Skills & Careers
Algerian Developers and the Five Levels of AI Coding: Where Are We?
At Anthropic, 90% of Claude Code's codebase was written by Claude Code itself. The agent wrote the agent that writes the agents.
Skills & Careers
The Prompt Engineer Myth: What AI Skills Actually Get You Hired in 2026
The Rise and Fall of the Hottest Job Title in Tech In early 2023, "prompt engineer" was everywhere. Media outlets reported salaries reaching $300,000 for the role — real listings, but exceptional ones from companies like Anthropic that made headlines precisely because they were outliers.
