I Built the Smallest LLM I Could to Understand How They WorkI use LLMs every day and had no real idea what happens inside one. So I built the smallest one I could: a transformer with roughly 108,000 parameters that learns to write Shakespeare one character at 12h ago · 12 min readblog.zyvop.com
Next.js 16.4.0 Has a Known Security Vulnerability: Here’s How to Fix ItYour terminal stops you with a prompt like this: “Installed Next.js version 16.4.0 is affected by a known security vulnerability. Next.js security version upgrade available: 16.4.0 -> 16.4.2.” It then16h ago · 5 min readblog.zyvop.com
IPv4 vs IPv6, Public vs Private, Static vs Dynamic: What Developers Need to KnowMost developers know what an IP address is. It's the address a device uses to send and receive data over a network. But once you start building applications, deploying servers, or debugging connection17h ago · 10 min readblog.zyvop.com
A Code Review Agent for Your Pull RequestsPull requests often sit waiting for a reviewer. A first-pass reviewer that never gets tired can catch the mechanical problems, such as an off-by-one, a missing null check, or a change with no test, so1d ago · 9 min readblog.zyvop.com
Testing with pytest: Fixtures, Fake Models, and PropertiesHere's a feeling you'll know soon enough. You change one small thing in your code, and you're not sure what else you just broke. So you run the program by hand, try a couple of inputs, and hope. Tests1d ago · 16 min readblog.zyvop.com