My approach to implementing AI workflowI experimented with creating an app completely hands off using the codex and opencode harnesses with GPT5 luna, DeepSeek Flash V4, Big Pickle and Nemotron 3 Ultra models. As a software engineer, it fe4Aug 26 · 4 min readkaranparekh.dev
Eigenvectors and EigenvaluesPrerequisites Linear Transformation and Determinants are the two concepts one needs to be clear about before attempting to learn what Eigenvectors and Eigenvalues are. Once familiar with them, the core concept is pretty simple to grasp. Core concept ...Feb 1, 2023 · 8 min readkaranparekh.dev
Matrix DeterminantsA simple but important prerequisite for this topic is to understand how linear transformations transform the vector space around it. If you don't then you can read my article on Linear Transformation and come back here for Determinants. Core concept ...Jan 27, 2023 · 8 min readkaranparekh.dev
Linear TransformationCore concept Transformation is another word for function. A function takes in some input, transforms it, and spits out an output. This function or transformation is represented by a matrix. To better understand it, consider the following matrix. $$A ...Jan 22, 2023 · 3 min readkaranparekh.dev
Matrix InversionPre-requisite To develop an intuition for Matrix Inversion it is important to be familiar with the concepts of Linear Transformation and Matrix Determinants. Please read these articles if you need a refresher. Core The Inverse of a matrix depends on ...Jan 19, 2023 · 7 min readkaranparekh.dev