For years, the answer to "how much RAM do I need?" was always "more than you have." 4GB became a joke. 8GB became "the bare minimum." 16GB became the new baseline. 32GB started feeling reasonable for developers and gamers. The ceiling kept moving, and the industry was happy to sell you more every time it did. Now, Apple has released the MacBook Neo with 8GB as the base configuration. I've been wat
Everyone told me I needed Python for AI. I didn't listen. Here's what happened. Let me be real with you. Every time I say "I'm building an AI agent," people assume I'm wrist-deep in Python virtual environments, pip dependencies, and a LangChain tutorial from 2023. And when I say "in Java?" — I get the look. You know the one. So I built it anyway. A fully functional AI agent. With tool use. With R
[03] Designing a Personal Commitment Line — Two Loans, One Defense System This is Part 3 of a 6-part series: Building Investment Systems with Python Every major corporation maintains a revolving credit facility — a pre-arranged borrowing line they can draw from instantly during a crisis. They pay a commitment fee for the privilege of having this standby capacity, even when they don't use it. The