Technology
research notes.
The Hidden Laptop Tweaks I Used To Make Windows Feel Shockingly Fast Without Spending A Dollar
A deep dive into the invisible Windows bloat that slows down your laptop — from services and startup apps to browser habits and power plans — and how fixing them made my machine feel brand new.
I Got Tired of Windows Power Modes, So I Wrote a Script Just for Myself
A personal story about building PowerTune — a simple script to switch Windows power modes instantly without digging through settings or trusting whatever Windows thought was 'balanced' that day.
I Built My Own AI Trading Bot. Here's the Brutally Honest Guide to Doing It Yourself
A no-fluff, battle-tested breakdown of how to build an AI trading bot in Python — covering strategy, data, model selection, backtesting, and the real reasons most bots blow up.
Data Science Crypto Market Analysis: A Practical Framework for Smarter Market Research
A practical framework for using data science in crypto market analysis — covering data sources, key metrics, ML use cases, and Python tools to turn noisy market data into structured, evidence-driven decisions.
The Real Math Requirements for Data Scientists in 2025…Based on Evidence, Not Fear
How much math do you actually need to be a top-tier data scientist? After reviewing 60+ sources, job postings, and practitioner stories, the answer is clearer — and calmer — than you think.
LiteLLM: The Ultimate Open-Source AI Gateway for 100+ LLMs
Learn how LiteLLM unifies 100+ LLMs (OpenAI, Anthropic, Gemini, Groq) behind one AI gateway, cuts provider lock-in, and gives teams full control, observability, and cost tracking.