How AI is used in educational content workflows and how factual accuracy is separated from generated wording.
AI can help draft explanations, examples, hooks and alternate phrasings when the underlying topic and answer are already defined.
Canonical exam answers, source provenance, current-affairs facts and publishing eligibility should come from application logic and verified data rather than unsupported model guesses.
Generated pages are expected to pass factual, structural, metadata and UI validation before becoming part of the public sitemap.