{
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  "title": "Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems",
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  "one_line_reason": "Rigorose empirische Studie zu LLM-Bias in Recommendation-Systemen mit klarem Experimental-Design und Marketplaces-Implikationen; hohe Relevanz für Observability und Eval-Pattern in Multi-Agent-Settings.",
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