Unverified50% confidenceSolutionExact time
The author prevents material hallucination through prompt rules (describe only visible content) and by adding an editable material field that the seller must confirm.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe author rewrote the system prompt to add strict rules (use only facts provided by the seller or content visible in the photos, do not add accessories or specs, do not pretend to have used the product, start with TITLE:), and after the fix the bullet list contained exactly the five details of the input.79% similarUnverifiedThe comparison table in the original article suggests: full retry generation is suitable for missing or incorrect semantic content; deterministic regex repair is suitable for layout changes that trigger strict linters; and loosening parser rules should be avoided in automated publishing pipelines.70% similarUnverifiedThe author added a new rule to the content contract: any quantifier in the title, description, OG title or cross-platform title (words such as most, all, never, multiples and percentages) requires a sentence in the body supporting the same numerical value with the same denominator; promises about fixes, time savings or ratios require the body to contain the actual process or measurement; the verifier must cite a supporting body sentence, or state that the claim has no support.69% similar
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