How pages are made

Every Heartipedia page is made the same way, and this page says exactly what is in place today and what is not.

What happens today

1. A fact sheet of cited sources. Before anything is written, the sources are collected: press coverage, primary documents, the subject’s own published material, and (where one exists) the Wikipedia article at a fixed revision. Each source is kept with the date it was read.
2. An AI draft. A drafting model writes the page from that fact sheet only. It writes in blocks (paragraphs, key facts, timelines, tables, video moments), and every claim carries a citation number that points at the reference list you see at the bottom of the page.
3. A separate AI check. A validation pass reads every sentence against the cited sources and marks each one grounded, unsupported or contradicted; a deterministic check then confirms every citation resolves. Unsupported sentences are removed or rewritten before a human sees the draft. Today the checking models come from the same provider as the drafter (one of them is the drafting model grading its own draft), so this is a separate pass, not an independent one; the “About this page” box on every page names the exact models and the run. A check by a model from another provider is planned.
4. A named human clicks publish. Nothing is published automatically. A reviewer reads the checked draft and publishes it, or sends it back. The page’s “About this page” box names the models, the check, and the reviewer.

What is not in place yet

• Reader suggestions are not open yet. The “Suggest a change” button leads to a holding page. When suggestions open, each one will go through the same AI check, and a human will merge it; the outcome will be visible on the suggester’s account page.
• No page has a named human reviewer yet. Until one does, its “About this page” box says “not yet reviewed by a named human”, its status reads “Draft”, and it is marked so that search engines do not index it.
• Photos are not shown yet. The page format has a place for them; the credit and licence for every image will be shown individually when they arrive.
• Pages that have not yet passed an added-value check are published but marked so that search engines do not index them.

Who is responsible

The author of every page is Heartipedia (the organization), never a fabricated byline. The reviewer is a real, named person. Pages about the people who run Heartipedia carry a conflict-of-interest notice at the top of their “About this page” box.