From Scratch to Scikit: A Deep Dive into the Mechanics of Machine Learning

In an era where high-level libraries like scikit-learn, TensorFlow, and PyTorch abstract away the complexities of mathematical optimization, a growing cohort of developers is returning to the roots of the…

Beyond the Loop: Engineering Robust AI Agent Harnesses from Scratch

Many introductory tutorials for building AI agents follow a deceptively simple pattern: provide a language model with a set of tools, initiate a loop, and let it run until an…