I build NLP/LLM systems, design recommendation engines, architect software, retrofit physical infrastructure, and cultivate systematic learning frameworks.
AI/ML ENGINEERING · SYSTEMS THINKING · DIY HARDWARE
Software Engineer · AI/ML Systems
Synthesized thinking & writing
Documenting technical explorations, soft skills, systematic learning models, and life observations.
A reflection on how AI amplifies execution but not human attention, and why personal growth now depends on focus, depth, and deliberate choice.
A structured, engineer‑focused introduction to the “Foundations and Frontiers of Large Language Models” series — connecting the core principles, architectural breakthroughs, engineering paradigms, and emerging system‑level patterns behind modern LLMs. This preface outlines why the series exists, who it’s for, and how it maps the evolution from statistical NLP to Transformers, from prompting to RAG, from reasoning to agentic systems, and from classical recommenders to LLM‑native paradigms.
A pragmatic guide to using Weka's GUI for quick baseline classification, parsing CSV constraints, and extracting the power of traditional ML models like SMO (SVM).
Real-world engineering & DIY hacking
I believe true understanding comes from tearing things down and building them back better. Here are my favorite physical engineering projects.
Upgrading your kitchen appliances is one of the most rewarding home improvement projects you can undertake. Among these upgrades, replacing an old built-in dishwasher with a modern, high-performance model is a true game-changer. A premium dishwasher does far more than just save you time; it elevates kitchen hygiene, operates in near-silence, and drastically reduces utility bills through advanced energy and water efficiency. In this article, I will share my insights on selecting the right dishwasher brand and provide a detailed, step-by-step walkthrough of the DIY installation process based on my firsthand experience.
My Suburban’s AC developed a sharp odor that honestly smelled like pee — and with young kids at the time, I even wondered if someone had an accident in the car. After sprays failed, deeper research revealed the real cause: GM had sealed the cabin‑filter slot from the factory. Cutting it open and installing a proper filter finally eliminated the smell. 
