AI Disclosure

I value high-signal, human-driven content. To keep my writing clean and focused, I use AI tools to help brainstorm structural outlines (the backbone of the articles) and polish grammar or typos.

However, all technical ideas, code snippets, conclusions, and opinions are 100% conceived, verified, and written by me. No automated fluff—just modern tooling to keep things readable.