Trust and corrections

Editorial and math review policy

Last updated August 21, 2026. This policy describes the published learning library, not private AI responses generated inside the app.

Transparent credits

“VibeMath Editorial Team” is an organizational credit for original, AI-assisted educational content edited for clarity, accessibility, and product truth. It is not presented as a named human author.

“VibeMath Math Review” is a separate organizational review process. It does not claim an individual degree, license, or professional credential. The authoring and review identifiers are deliberately different so a content revision cannot approve itself.

Required review scopes

Explanation

Definitions, assumptions, order of reasoning, limitations, and audience prerequisites are checked for internal consistency and plain-language clarity.

Equations

KaTeX rendering, notation, signs, domains, units, equivalent transformations, and special cases are checked independently from the prose.

Worked example

Every calculation is recomputed, the answer is substituted or checked through a second method when available, and contextual constraints are restored.

Accessible transcript

The reading order, spoken equations, visual descriptions, example, checks, and limitations are reviewed without inventing timestamps or media evidence.

Optional public video

A lesson receives VideoObject data only after the exact public asset, thumbnail, captions, duration, upload date, transcript, originality, and current public access are verified.

Publication and revision rules

  • The review record must identify the exact content revision and review date shown on the page.
  • Every lesson includes scope limitations, related internal lessons, and a worked example with an independent check.
  • Article publication does not imply that a public VibeMath video exists. Missing media is omitted rather than simulated.
  • A material mathematics, privacy, or attribution concern triggers immediate withdrawal until a corrected revision is reviewed.

Report an accuracy concern

Each lesson includes a report link containing only the public topic slug and revision. Do not include private prompts, attachments, account details, or another person's information.

Contact VibeMath support for a general correction or accessibility concern.