I build software, and I work at the intersection of two things that turn out to be closely related: machine learning, and how search engines actually understand a page.
My background is in development and in machine learning and deep learning — the practical end of it, where a model has to run somewhere and produce something a person can rely on. That is the same instinct behind the tools here: the compression on this site runs in your browser, using the encoders the browser already has, because that is the honest way to do the job without asking anyone to hand over their files.
The other half of my work is semantic SEO. Not keyword density, but topical structure — how a subject decomposes into entities and attributes, how pages relate to one another, and how a site demonstrates that it actually covers a field rather than gesturing at it. That is why this site has a specification table on every tool page, why the FAQ answers are in the initial HTML, and why several pages state plainly what these tools cannot do.
I wrote the guides on this site myself. Where something is a rule of thumb rather than a measured fact, it says so.