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谷歌升級其生成式AI搜索功能，新增“觀點預覽”模塊，整合Reddit、論壇等一手信息源，直接關聯用戶查詢與真實在線對話。此舉旨在提升用戶獲取信任資訊的效率，迴應其傾向於真實經驗而非過度SEO內容的趨勢，順應社交平臺成爲重要信息渠道的潮流。
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FOCUS DATA MCP Server是一個將自然語言轉換為SQL語句的AI助手服務，採用兩步生成方案控制LLM幻覺，提升非技術用戶對SQL結果的信任度。
一個基於兩階段SQL生成的MCP服務器，通過自然語言轉換SQL，降低幻覺風險並提升非技術用戶信任度。
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