The hidden currency behind every AI conversation — explained from scratch A beginner-friendly deep dive, with real examples from Ollama. A token is the small chunk of text an LLM actually reads and writes — usually part of a word, not a whole word. As a rough rule, 1 token ≈ 4 characters ≈ three-quarters … Read more
I recently completed a Proof of Concept (PoC) to understand the internal mechanics of how machines process language. The goal was to learn how data transforms from human words into mathematical numbers and back. This method is the foundation for modern search, allowing a system to find answers based on meaning rather than just matching … Read more
Step 1: Define what architecture means by identifying the hard-to-change decisions the system must get right. Step 2: Understand the problem space, actors, and system boundaries to avoid solving the wrong problem or allowing scope creep. Step 3: Define core system capabilities in business terms, independent of features or technology. Step 4: Identify core domain … Read more
In previous blog I have emphasized that even with the rise of AI tools in software development, a strong foundational understanding of programming concepts is crucial. I have highlighted key elements like syntax, data types, loops, and data structures as essential to master before leveraging AI for tasks like scaffolding or code snippets. AI should … Read more
As I write this blog, there is a surge of AI tools, especially for Software Development. While that trend is something that needs to be embraced, the need to learn basic programming language methodically cannot be ignored. One needs to get a strong understanding of programming concepts outlined below; then, a developer can take assistance … Read more
Command Purpose/Description Echo Display Textexample: Echo ‘Hello, World’Echo $0 Who am i Displays Current User apt update updates the existing system. – apt stands for “Advanced Package Tool” apt install nano install Nano editor Nano editor is an alternative to Vi editor