MARGIN / DISCLOSURES

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Advertising

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Educational scope

Tools and explanations provide general education, not individualized financial, legal, or tax advice. They use explicit assumptions. Illustrative examples are not quoted rates, guarantees, or recommendations for a particular household.

Authorship

Margin uses AI assistance and an institutional editorial byline. Source receipts and approval details explain the process for each guide. We do not claim professional credentials, a detector certification, or personal experience that has not been established.