舊金山初創公司TypeSafe AI發佈新型AI模型Jev，專用於回答是/否及多項選擇題，並給出置信度評分。它不生成文本，直接輸出結構化決策結果供程序使用，適用於軟件開發中的系列決策任務，號稱比大語言模型快10倍、成本僅爲其十分之一。
TypeSafe AI推出Transformer模型Jev，繞開大語言模型文本生成範式，以概率輸出和“校準決策”服務軟件自動化。創始人Diogo Almeida曾任OpenAI研究員，認爲語言優化模型不適合計算機自動化。Jev不生成文本只輸出概率，規避幻覺與冗餘成本；輸出標記免費，輸入按十億級標記計費。
TypeSafe AI的首個System One Model Jev，賦予AI代碼屬性。
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