MELUVERA uses an evidence-first workflow designed to reduce confident errors, unsupported claims, rights problems, and outdated information.
1. Define the claim
We separate testable factual claims from opinion, framing, and assumptions.
2. Collect evidence
Primary and authoritative sources are preferred. Evidence records include source identity, date, scope, and verification metadata.
3. Independent verification
The system separates content creation from fact-checking, logic review, citation audit, and red-team review.
4. Compliance gates
Relevant legal, rights, privacy, advertising, and platform-policy checks are applied before publication.
5. HOLD when evidence is not enough
If material evidence is weak, stale, conflicting, or unresolved, publication is held instead of forcing a conclusion.
6. Monitor after publication
Evidence, rules, rights, and factual freshness can change. Material changes trigger revalidation, correction, or withdrawal when needed.
