People-first usefulness

Every page should help a defined reader make a specific decision. We avoid publishing interchangeable summaries that add no original framework, tool, comparison or practical next step.

Source hierarchy

Product features, pricing and program rules should be checked against official documentation first. Government, educational and established professional sources are preferred for employment, tax, legal and safety facts. Secondary sources may provide context but should not replace a primary source when one exists.

Evidence labels

Commercial content separates official facts, editorial interpretation and hands-on observations. A page cannot imply that a product was personally tested unless the workflow, date and evidence are documented.

Corrections and updates

Material corrections should be made promptly, dated and explained when the original statement could have affected a purchase or career decision. Pricing and affiliate terms are treated as changeable and should be verified before publication.

Artificial intelligence

AI may support outlining, quality checks or editing, but an accountable human editor must verify the final content, sources, claims, links and recommendation logic.