Result types, panics, and assertions. Three different tools for three different situations, and why most codebases blur the lines.

Unfinished projects aren't failures. They're evidence that you learned what you came for and moved on.

Static analysis + LLM enhancement. A PoC that found a bug 32x faster than raw AI crawling.

Why AI tools get lost in large codebases, and an idea I'm exploring to fix it.

I thought Zig would be simpler and Rust harder. After building the same project in both, I learned that language simplicity doesn't matter when the tooling fights you at every step.

Why experience beats knowledge, how humans actually learn, and why you should say yes to shitty projects. A reflection on 10 years of getting humbled.

How I'm learning Rust and Zig simultaneously while avoiding the trap of AI-assisted development. Knowledge bases, project logs, and why suffering is essential to learning.