DeepSeek Harness團隊在公衆號發佈技術長文《Super-agent設計探索：邁向更自主的Agent系統》，並開源MIT協議原型dsh-superagent-prototype。官方強調這是工程向研究原型，並非現成產品。文中內部已跑實例參與缺陷復現、代碼審查，無人@也能嗅出潛在bug並後臺復現。團隊指出，卡住多任務的是人不是模型；主流Agent仍以單個Session爲單位，會話彼此割裂。
10月31日晚，DeepSeek Harness團隊公佈並開源自主Agent底層架構Super-agent。它並非獨立產品，而是將調度、緩存、存算分離、看門狗等計算機經典思想引入Agent，在底層接管會話管理與上下文同步，以解放人類注意力，推動智能體從被動對話窗口向持續在線的自主協作者演進。
10月28日消息，網友發現DeepSeek再度更換大模型指紋，引發其即將發佈重磅新模型的猜測。DeepSeek Harness官方代碼庫已出現DeepSeek-V5、V5-open及V5-next等代碼。當前V5相關內容主要爲佔位符，但表明新模型發佈機制已準備就緒。
網友發現DeepSeek更換大模型“指紋”，猜測新模型將至，或比V4.1 Pro更大。其Harness代碼庫出現DeepSeek-V5、V5-open、V5-next等字樣。AI解釋稱，新模型機制已備好，V5目前僅“佔位”；DeepSeek只需服務器端改/models配置即可放出V5，客戶端無需發新版；V5-open走“無版本門檻”通道，V5-next則走“需”類通道。
DeepSeek AI開源代理框架，一切皆為插件，可靈活組合功能
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