other
- Location
SKILL.md:64- Finding
Generation of Unverified Reviews, Usage Experiences, Sales Figures, and Scarcity Claims
- Content
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Vulnerability Details
File Location:
SKILL.md, lines 64-67, 89-90, 98-102, 123, and 125
Vulnerability Type:other: Deceptive Content Generation
Risk Level: MediumComplete Vulnerable Excerpts
The following English-rendered excerpts correspond to the identified instructions in the Chinese-language source:
text Lines 64-67: [Trust endorsement section] → Materials/ingredients/process description (make users perceive value) → User reviews/sales data (make users feel safe) [Call-to-action section] → Limited-time discount/low inventory (create urgency) → After-sales protection/return promise (eliminate concerns)text Lines 89-90: 35-45 seconds: Usage experience/comparison results (create authenticity) 45-55 seconds: Price/discount explanation (create urgency through limited time and quantity)text Lines 98-102: [Opening]: Real usage scenario that creates resonance [Body]: Personal real experience, including: - Before/after comparison - Three real usage scenarios - One unexpected benefit/honest disadvantagetext Lines 123 and 125: Numeric persuasion: "Already helped 1,000+ sellers" is better than "many people use it" Urgency: "Only 30 items remaining" is better than "limited inventory"Technical Analysis
The Skill asks users only for general product information such as the product name, principal characteristics, target audience, price range, and differentiating features. It does not require supporting evidence for customer reviews, sales volume, remaining inventory, usage tests, before-and-after results, discount deadlines, return promises, or claimed adoption figures.
Despite that limitation, its generation framework directs the agent to produce supposedly real personal experiences, user reviews, sales data, comparison effects, and specific scarcity claims. The examples involving “1,000+ sellers” and “only 30 items remaining” en ...[truncated 2007 chars]
- Remediation
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Remediation Suggestions
- Add explicit evidence fields for reviews, sales volume, inventory, promotion deadlines, test results, guarantees, and return policies.
- Prohibit the agent from inventing testimonials, personal experiences, usage results, numerical adoption claims, stock counts, certifications, discounts, or warranties.
- Require every factual marketing claim to be directly traceable to user-provided evidence.
- When evidence is unavailable, omit the relevant section or emit an unmistakable placeholder such as
[verified sales figure required]. - Replace instructions to create “real” experiences with instructions to describe product scenarios hypothetically and label them accordingly.
- Use non-factual calls to action unless the seller supplies verifiable promotion and inventory information.
- Add a final validation pass that flags unsupported numbers, testimonials, before-and-after claims, scarcity language, and guarantees.
- Require heightened compliance review for regulated products, including medicines, medical devices, financial products, and insurance.
