Articles & Tutorials
149 technical articles covering AI, Machine Learning, Cybersecurity, Data Science, and Programming. Practical guides, tutorials, and deep dives — written for developers.
57 articles · Docker
What Is llama.cpp?
llama.cpp is a plain C/C++ inference engine that runs LLMs on CPU without any dependencies. It is the foundation behind most local AI tools…
What Is Ollama?
Ollama is the easiest way to run local AI models on your computer. One command downloads a model. Another command starts chatting. No API k…
The 15 AI Security Domains
AI security is not one problem — it is 15 interconnected domains. From prompt injection to sandboxing, each requires specific defenses. Thi…
The 8 Dimensions of AI Evaluation
Evaluating an AI system requires more than checking if the answer "looks right." You need 8 dimensions: accuracy, task success, hallucinati…
The Shift: From Implementation to Judgment
Key Takeaway --> 🎯 Key Takeaway AI agents change how you implement software — not what you need to know. Architecture, design patterns, A…
The Core Principle
Key Takeaway --> 🎯 Key Takeaway AI coding agents are powerful tools, but they need guardrails. Before running any agent: create a feature…
Category 1: Foundational Patterns
Key Takeaway Prompt patterns are reusable templates for common AI tasks. Mastering 15 core patterns covers 90% of real-world use cases. Eac…
What Are Embeddings?
Key Takeaway Embeddings convert text into numerical vectors where meaningful relationships become mathematical distances. Words with simila…
The 20 AI Agent Projects
AI agents aren't just chatbots. They're systems that observe, plan, act, evaluate, and iterate. Building 20 progressively complex agents te…
The 20 Defensive Projects
You don't need to hack anything to build a strong cybersecurity portfolio. Defensive projects — log analyzers, encryption tools, SIEM setup…
Beginner Projects (1-5)
The best data science portfolio isn't 20 notebooks that all do the same thing. It's 20 projects that progressively build skills — from load…
The 8 Components of a Strong Portfolio
A GitHub portfolio isn't a collection of code — it's a signal to employers that you can build software, not just write scripts. Every file …