Validation

These pages are demo-first: the value is a prompt you run, not a set of cited statistics, so most pages carry no citations. That does not mean nothing is checked.

Every embedded fact is verified against a primary source before a page ships. That covers two kinds of fact in this bundle:

• Platform facts — a post length or hashtag cap in a marketing recipe is checked against the platform's own help docs (the Instagram lesson: a recipe that states a limit must state the right one).
• Rules an agent can't get wrong — where a recipe names a fair-housing constraint, an MLS rule, or a do-not-call boundary, that guidance is checked against a current primary source, not written from memory.

Each validation sweep is recorded here as a dated audit under audits/.