I am a first-year CS student and I recently made a decision that most people around me think is unnecessary — I am building a relational database storage engine from scratch in raw C++, with zero STL dependency. No std::vector. No std::string. No iostream. Nothing. The Problem With How I Was Learning For a long time I was writing code that worked but I had no idea why it worked. I used abstraction
From Data Cleaning to Ambient Human-AI Co-Creation — A Research, Development, and MVP Architecture Study Author: PeacebinfLow | Organization: SAGEWORKS AI (SageX AI) | Location: Maun, Botswana | Version: 1.0, 2026 | Repository: github.com/PeacebinfLow/ecosynapse The dominant paradigm in applied artificial intelligence frames the agent as the fundamental unit of intelligent computation: a bounded s