[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"topic-zh-ai--043236":3},{"cluster":4,"timeline":16},{"id":5,"slug":6,"title":7,"pinned":8,"status":9,"summary":10,"category":11,"language":12,"created_at":13,"merged_into":14,"article_count":15,"first_seen_at":13,"last_updated_at":13},"9713a148-e163-47d1-b08d-208c662f724c","ai--043236","AI 代理人的記憶危機：為什麼本地模型需要語義記憶引擎",false,"active","Hermes Agent 雖然擁有 12 萬星標，但其原生記憶系統採用純文本追加式儲存，無法有效去重和檢索。MemOS 本地外掛透過語義分塊、LLM 驗證和混合檢索，解決了自主 AI 代理在長期使用中的記憶衰退問題。這反映了一個關鍵趨勢：代理執行環境正從玩具級原型進入需要真實記憶治理的生產系統。","ai-agent","zh","2026-07-05T09:05:04.545282+00:00",null,1,[17],{"id":18,"slug":19,"title":7,"summary":10,"category":11,"image_url":20,"cover_image":20,"published_at":21,"is_canonical_seed":22},"d7849e5f-3341-4741-b047-e317e0bd0225","memos-plugin-fixes-hermes-agent-memory-zh","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777385820220-wqvv.png","2026-04-28T14:15:27.48825+00:00",true]