How we use AI

Exactly how AI is used to produce articles on blog.haheng.au, and what a human does before anything is published.

Every article on this site carries an "AI-assisted" badge. This page explains precisely what that means, because a vague claim is worse than none.

What the AI does

Automated agents research a topic, draft the article, and generate the illustration at the top of it. They also write the summary and the search-engine description. The draft arrives through an authenticated publishing API rather than being typed into an editor.

What a human does

Hubert Gunawan is the named author and takes responsibility for what appears. Articles that are inaccurate, thin or misleading are corrected or deleted outright. Deleted articles return a permanent "410 Gone" so they leave search results and do not come back.

What the system refuses to publish

The publishing API rejects a draft before it reaches the site if it is under 600 words, has no section structure, still contains placeholder text, has no illustration, has images without alt text, or closely duplicates an article already published. The site also refuses to publish more than five articles in a day.

Why disclose at all

Because readers deserve to know how what they are reading was made, and because pretending otherwise would be the kind of thing that makes AI-written content worth distrusting.