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- Location
SKILL.md:28- Finding
Unsupported Health Claims in Commercial Copywriting Instructions
- Content
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Vulnerability Details
File Location:
SKILL.md:28-32,45-56,72-79;references/viral-template-library.mdcorresponds to the repository filereferences/爆款模板库.md:25-52
Vulnerability Type: Unsupported health misinformation
Risk Level: MediumEvidence
Translated excerpt from
SKILL.md:28-32:markdown 3. Cite authority to establish trust: "Anti-Inflammatory Foods" + author Liz Strait + research data 4. Use specific numerical impact: "The absorption rate increases from less than 30% to more than 90%, a full threefold increase."Translated excerpt from
SKILL.md:45-56:markdown 7. Add timing details: "Eating it on an empty stomach in the morning works best, while eating it before sleep is less effective." 8. Exclusion method: "Dried blueberries are even worse; high-temperature drying destroys all the anthocyanins." 9. Summarize the key points: "Remember these four rules so the nutrients can truly enter the body." 10. Closing interaction: "Leave 'Peace and Health in 2026' in the comments so we can welcome good fortune together." 11. Emotional appeal: "Forward this to the family member who does not know this." Add a purchase prompt before the ending: - Create curiosity by listing two or three practical points from the book that were not discussed. - Give an explicit direction: click the lower-left corner or enter the storefront.Translated excerpt from
SKILL.md:72-79:markdown After the authority endorsement: Add one or two real cases or research data points to make the authority more credible. After the numerical impact: Give a concrete everyday example so viewers can relate personally. For food synergy: Explain the principle in one or two sentences so viewers genuinely understand it. For incorrect practices: Add the consequence after each incorrect practice to reinforce the message. For timing and combinations: ...[truncated 3718 chars]- Remediation
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Remediation Suggestions
- Require a verifiable citation for every health, nutritional, biochemical, or medical claim, especially numerical claims.
- Prohibit invention of studies, experts, institutions, books, case reports, statistics, and quotations.
- Remove fixed statistics unless the repository supplies a reliable source and sufficient context for the population, dosage, preparation method, and study limitations.
- Replace categorical claims such as "works best," "all nutrients are destroyed," or "triples absorption" with evidence-calibrated language when supported.
- Require the Agent to state that evidence is unavailable rather than filling evidentiary gaps with plausible content.
- Add an explicit verification stage before producing scripts:
- Identify each health claim.
- Locate an authoritative source.
- Confirm that the source supports the exact wording and number.
- Record the citation.
- Remove or qualify any unsupported claim.
- Distinguish general educational information from individualized medical advice and recommend consultation with an appropriate healthcare professional when the topic may affect treatment, allergies, chronic conditions, pregnancy, or medication use.
- Separate educational health claims from purchase prompts so commercial incentives do not encourage exaggeration.
- Add a rule that engagement and storefront language must not imply guaranteed health outcomes.
- Include source links or formal references in generated drafts so human reviewers can validate claims before publication.
