Site Evidence Intermediate 1 minute read Updated 2026-06-27 UTC

Content review loop

How ModelBreeder.com keeps answer-first pages, source-backed claims, machine files, and .uai memory aligned across releases.

Research statusEditorial workflow and UAI memory records Publication statePublished Reviewed byMichael Kappel Source reports2

Direct answer

The content review loop keeps four surfaces aligned: visible pages, source reports, machine discovery files, and active .uai memory. A release is not clean if only one surface changes while the others still describe older routes, claims, or package targets.

Release workflow

pseudocode
PROCEDURE review_content_release(change_set)
    scan_for_wrong_target_artifacts()
    scan_for_copied_guidance_pages()
    update_visible_pages_first(change_set)
    update_source_notes_in_docs(change_set)
    update_active_uai_memory(change_set)
    regenerate_machine_discovery_files()
    validate_sitemap_routes_and_canonical_answers()
    run_smoke_tests()
    package_root_zip()
END PROCEDURE

Drift signals

Drift signalFix
Machine file names a deleted routeRegenerate discovery files and update canonical answer packets.
Public page claims more than source report supportsRewrite the claim or add visible limitation language.
.uai memory points to a retired package targetUpdate hot memory and archive the old decision.
Footer or nav routes a reader to a stale guide sectionUpdate shared templates and smoke tests.
ZIP contains CMS artifactsStop packaging and repair the plain PHP contract before release.

Permanent correction

The recurring mistake to prevent is treating a reference page as publishable content for this site. External guidance can inform the audit checklist; it should not become a copied public section. The target site should become better, clearer, more source-backed, and easier to verify.

Source reports used for this guide

These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.