| \u7528\u4e8e\u8de8\u4efb\u52a1\u3001\u8de8\u65f6\u95f4\u7684\u4fe1\u606f\u590d\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u4f8b\u5982：<\/p>\n Context：<\/p>\n \u5f53\u524d\u7528\u6237\u95ee\u9898
\n+
\nSystem Prompt
\n+
\n\u6700\u8fd1\u804a\u5929\u8bb0\u5f55
\n+
\nRAG\u68c0\u7d22\u7ed3\u679c
\n+
\nTool Result<\/p>\n \u800cMemory\u53ef\u80fd\u662f：<\/p>\n \u7528\u6237\u4fe1\u606f
\n+
\n\u5386\u53f2\u4efb\u52a1
\n+
\n\u8fc7\u53bb\u7ecf\u9a8c
\n+
\n\u4e1a\u52a1\u89c4\u5219
\n+
\n\u957f\u671f\u504f\u597d
\n+
\n\u91cd\u8981\u4e8b\u4ef6<\/p>\n \u56e0\u6b64\u53ef\u4ee5\u7406\u89e3\u4e3a：<\/p>\n Memory
\n \u2193
\nMemory Retrieval
\n \u2193
\nRelevant Memory
\n \u2193
\nContext
\n \u2193
\nLLM<\/p>\n \u4e5f\u5c31\u662f\u8bf4：<\/p>\n Memory\u901a\u5e38\u4e0d\u662f\u76f4\u63a5\u7b49\u4e8eContext，\u800c\u662fContext\u7684\u91cd\u8981\u6765\u6e90\u4e4b\u4e00\u3002<\/p>\n
\n\u4e09\u3001\u4e3a\u4ec0\u4e48Agent\u4e0d\u80fd\u628a\u6240\u6709\u5386\u53f2\u8bb0\u5f55\u90fd\u585e\u8fdbContext？<\/h2>\n\u6700\u7b80\u5355\u7684\u65b9\u6848\u4f3c\u4e4e\u662f：<\/p>\n \u6240\u6709\u804a\u5929\u8bb0\u5f55
\n+
\n\u6240\u6709\u4efb\u52a1\u5386\u53f2
\n+
\n\u6240\u6709Tool Result
\n\u2193
\n\u5168\u90e8\u653e\u8fdbPrompt<\/p>\n \u4f46\u662f\u5f88\u5feb\u5c31\u4f1a\u51fa\u73b0\u95ee\u9898\u3002<\/p>\n
\n\u95ee\u9898\u4e00：Context\u8d8a\u6765\u8d8a\u957f<\/h4>\n\u4f8b\u5982：<\/p>\n Day 1
\n1000 Tokens<\/p>\n Day 10
\n10000 Tokens<\/p>\n Day 100
\n100000 Tokens<\/p>\n \u6700\u7ec8\u53ef\u80fd\u5bfc\u81f4：<\/p>\n Context Too Large<\/p>\n \u6216\u8005：<\/p>\n Cost \u2191
\nLatency \u2191
\nInformation Noise \u2191<\/p>\n
\n\u95ee\u9898\u4e8c：\u5927\u91cf\u4fe1\u606f\u6839\u672c\u4e0d\u76f8\u5173<\/h4>\n\u4f8b\u5982\u7528\u6237\u73b0\u5728\u95ee：<\/p>\n \u5e2e\u6211\u67e5\u8be2\u4e0a\u6d77\u5730\u533a\u7684\u9500\u552e\u989d\u3002<\/p>\n Agent\u5e76\u4e0d\u9700\u8981\u77e5\u9053：<\/p>\n \u4e09\u4e2a\u6708\u524d：
\n\u7528\u6237\u8ba9AI\u5199\u8fc7\u4e00\u5c01\u90ae\u4ef6<\/p>\n \u4e24\u4e2a\u6708\u524d：
\n\u7528\u6237\u4fee\u6539\u8fc7\u4e00\u4e2aPPT<\/p>\n \u4e00\u4e2a\u6708\u524d：
\n\u7528\u6237\u67e5\u8be2\u8fc7\u5458\u5de5\u8003\u52e4<\/p>\n \u5982\u679c\u5168\u90e8\u653e\u8fdb\u53bb：<\/p>\n \u5927\u91cf\u5386\u53f2\u4fe1\u606f
\n\u2193
\nContext Noise
\n\u2193
\nAttention Competition
\n\u2193
\nDecision Quality \u2193<\/p>\n \u56e0\u6b64Memory\u7cfb\u7edf\u5fc5\u987b\u5177\u5907\u4e00\u4e2a\u6838\u5fc3\u80fd\u529b：<\/p>\n Remember Everything
\n\u2260
\nPut Everything Into Context<\/p>\n \u771f\u6b63\u5e94\u8be5\u505a\u7684\u662f：<\/p>\n Store More
\n\u2193
\nRetrieve Less
\n\u2193
\nInject Relevant Information<\/p>\n
\n\u56db\u3001Agent Memory\u7684\u4e3b\u8981\u7c7b\u578b<\/h2>\n\u4e00\u4e2a\u5b8c\u6574\u7684Agent Memory\u7cfb\u7edf，\u901a\u5e38\u53ef\u4ee5\u5206\u6210\u591a\u4e2a\u5c42\u6b21\u3002<\/p>\n Context
\n\u2193
\nShort-Term Memory
\n\u2193
\nLong-Term Memory
\n\u2193
\nUser Memory
\n\u2193
\nSemantic Memory
\n\u2193
\nEpisodic Memory
\n\u2193
\nMemory Retrieval
\n\u2193
\nAgent Memory Architecture<\/p>\n \u3010\u6b63\u6587\u914d\u56feP01｜Agent Memory\u80fd\u529b\u5c42\u7ea7\u3011<\/p>\n \u4e0b\u9762\u5206\u522b\u6765\u770b\u3002<\/p>\n
\n1. Short-Term Memory<\/h3>\n\u77ed\u671f\u8bb0\u5fc6\u4e3b\u8981\u8d1f\u8d23：<\/p>\n \u5f53\u524d\u4efb\u52a1\u8fc7\u7a0b\u4e2d\u6682\u65f6\u9700\u8981\u7684\u4fe1\u606f\u3002<\/p>\n \u4f8b\u5982：<\/p>\n \u7528\u6237：
\n\u67e5\u8be2\u4e0a\u6d77\u5730\u533a\u9500\u552e\u989d
\n\u2193
\nAgent：
\n\u8c03\u7528Sales API
\n\u2193
\n\u83b7\u5f97\u7ed3\u679c：
\n2026-08\u9500\u552e\u989d 1200\u4e07
\n\u2193
\n\u7ee7\u7eed\u4e0b\u4e00\u6b65\u5206\u6790<\/p>\n \u8fd9\u91cc\u7684：<\/p>\n \u4e0a\u6d77
\n2026-08
\n1200\u4e07<\/p>\n \u90fd\u53ef\u80fd\u5c5e\u4e8e\u5f53\u524d\u4efb\u52a1\u7684\u77ed\u671f\u72b6\u6001\u3002<\/p>\n \u53ef\u4ee5\u7406\u89e3\u4e3a：<\/p>\n Current Task State<\/p>\n \u4f8b\u5982：<\/p>\n {
\n "region": "SH",
\n "month": "2026-08",
\n "sales": 12000000
\n}<\/p>\n \u4efb\u52a1\u5b8c\u6210\u4e4b\u540e，\u8fd9\u4e9b\u4fe1\u606f\u4e0d\u4e00\u5b9a\u9700\u8981\u6c38\u4e45\u4fdd\u5b58\u3002<\/p>\n
\n2. Long-Term Memory<\/h3>\n\u957f\u671f\u8bb0\u5fc6\u4fdd\u5b58\u8de8\u4efb\u52a1\u3001\u8de8\u65f6\u95f4\u4ecd\u7136\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002<\/p>\n \u4f8b\u5982：<\/p>\n \u516c\u53f8\u540d\u79f0：ABC Technology<\/p>\n \u6838\u5fc3\u4ea7\u54c1：
\nApollo MES<\/p>\n \u4e3b\u8981\u5e02\u573a：
\n\u4e2d\u56fd
\n\u97e9\u56fd
\n\u8d8a\u5357<\/p>\n \u9ed8\u8ba4\u8d27\u5e01：
\nUSD<\/p>\n \u8fd9\u4e9b\u4fe1\u606f\u53ef\u80fd\u5728\u672a\u6765\u5f88\u591a\u4efb\u52a1\u4e2d\u91cd\u590d\u4f7f\u7528\u3002<\/p>\n \u56e0\u6b64：<\/p>\n Long-Term Memory
\n=
\n\u957f\u671f\u6709\u6548\u7684\u4fe1\u606f<\/p>\n
\n3. User Memory<\/h3>\n\u7528\u6237\u8bb0\u5fc6\u4e3b\u8981\u8bb0\u5f55：<\/p>\n \u7528\u6237\u504f\u597d
\n+
\n\u7528\u6237\u4e60\u60ef
\n+
\n\u7528\u6237\u89d2\u8272
\n+
\n\u957f\u671f\u9700\u6c42<\/p>\n \u4f8b\u5982：<\/p>\n \u7528\u6237：
\n\u6280\u672f\u8d1f\u8d23\u4eba<\/p>\n \u504f\u597d：
\n\u5e0c\u671b\u56de\u7b54\u66f4\u52a0\u8be6\u7ec6<\/p>\n \u5e38\u7528\u6280\u672f：
\nJava
\nSpring Boot
\nVue<\/p>\n \u5de5\u4f5c\u9886\u57df：
\n\u4f01\u4e1a\u6570\u5b57\u5316<\/p>\n \u4ee5\u540e\u7528\u6237\u518d\u95ee：<\/p>\n \u5e2e\u6211\u8bbe\u8ba1\u4e00\u4e2aAgent\u67b6\u6784\u3002<\/p>\n Agent\u5c31\u53ef\u4ee5\u7ed3\u5408\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p>\n \u4f8b\u5982：<\/p>\n User Query
\n+
\nUser Memory
\n\u2193
\nContext
\n\u2193
\nLLM<\/p>\n \u6700\u7ec8\u53ef\u80fd\u81ea\u52a8\u751f\u6210：<\/p>\n Java
\n+
\nSpring Boot
\n+
\nVue
\n+
\nPython Agent Service<\/p>\n \u800c\u4e0d\u662f\u6bcf\u6b21\u91cd\u65b0\u8be2\u95ee：<\/p>\n \u4f60\u4f7f\u7528\u4ec0\u4e48\u6280\u672f\u6808？<\/p>\n
\n4. Semantic Memory<\/h3>\nSemantic Memory\u53ef\u4ee5\u7406\u89e3\u4e3a：<\/p>\n Agent\u79ef\u7d2f\u7684\u4e8b\u5b9e\u548c\u77e5\u8bc6\u3002<\/p>\n \u4f8b\u5982：<\/p>\n Apollo MES
\n=
\n\u4f01\u4e1a\u5236\u9020\u6267\u884c\u7cfb\u7edf<\/p>\n \u6216\u8005：<\/p>\n \u5ba2\u6237A
\n=
\n\u97e9\u56fd\u5730\u533a\u5ba2\u6237<\/p>\n \u5b83\u66f4\u63a5\u8fd1：<\/p>\n Facts
\nKnowledge
\nBusiness Rules<\/p>\n \u4f8b\u5982：<\/p>\n Company Policy：<\/p>\n \u8ba2\u5355\u91d1\u989d > 100\u4e07
\n\u5fc5\u987b\u8fdb\u884c\u4eba\u5de5\u5ba1\u6279<\/p>\n \u8fd9\u79cd\u4fe1\u606f\u53ef\u80fd\u88ab\u957f\u671f\u4fdd\u5b58，\u5e76\u5728\u540e\u7eed\u4efb\u52a1\u4e2d\u6301\u7eed\u4f7f\u7528\u3002<\/p>\n
\n5. Episodic Memory<\/h3>\nEpisodic Memory\u53ef\u4ee5\u7406\u89e3\u4e3a：<\/p>\n Agent\u5bf9\u8fc7\u53bb\u53d1\u751f\u4e8b\u4ef6\u7684\u8bb0\u5fc6\u3002<\/p>\n \u4f8b\u5982：<\/p>\n 2026-08-01<\/p>\n \u7528\u6237\u8981\u6c42：
\n\u68c0\u67e5\u4e0a\u6d77\u5de5\u5382\u751f\u4ea7\u5f02\u5e38<\/p>\n Agent\u6267\u884c：
\nQuery MES
\n\u2193
\n\u53d1\u73b0\u8bbe\u5907A\u5f02\u5e38
\n\u2193
\n\u521b\u5efaMaintenance Ticket
\n\u2193
\n\u4efb\u52a1\u5b8c\u6210<\/p>\n \u8fd9\u5c31\u662f\u4e00\u6b21\u5b8c\u6574\u7684：<\/p>\n Episode<\/p>\n \u4ee5\u540e\u7528\u6237\u95ee：<\/p>\n \u4e0a\u6b21\u4e0a\u6d77\u5de5\u5382\u90a3\u4e2a\u5f02\u5e38\u6700\u540e\u5904\u7406\u4e86\u5417？<\/p>\n Agent\u53ef\u4ee5\u68c0\u7d22：<\/p>\n Historical Episode
\n\u2193
\nFind Relevant Task
\n\u2193
\nRecover Previous Action<\/p>\n \u8fd9\u6bd4\u5355\u7eaf\u4fdd\u5b58\u804a\u5929\u8bb0\u5f55\u66f4\u6709\u4ef7\u503c\u3002<\/p>\n
\n\u4e94\u3001Memory Retrieval：\u771f\u6b63\u7684\u5173\u952e\u4e0d\u662f\u201c\u8bb0\u4f4f\u201d，\u800c\u662f\u201c\u627e\u56de\u6765\u201d<\/h2>\n\u4e00\u4e2aAgent\u53ef\u80fd\u5b58\u50a8\u4e86：<\/p>\n 1000\u6761Memory<\/p>\n \u4f46\u7528\u6237\u5f53\u524d\u53ea\u95ee：<\/p>\n Apollo\u9879\u76ee\u73b0\u5728\u8fdb\u5c55\u600e\u4e48\u6837？<\/p>\n Agent\u771f\u6b63\u9700\u8981\u7684\u662f：<\/p>\n 1000 Memories
\n \u2193
\nMemory Retrieval
\n \u2193
\nApollo Related
\n \u2193
\nTop Relevant Memories
\n \u2193
\nContext
\n \u2193
\nLLM<\/p>\n \u56e0\u6b64，Memory\u7cfb\u7edf\u7684\u6838\u5fc3\u95ee\u9898\u4e0d\u662f：<\/p>\n \u80fd\u4e0d\u80fd\u5b58\u66f4\u591a？<\/p>\n \u800c\u662f：<\/p>\n \u80fd\u4e0d\u80fd\u5728\u6b63\u786e\u7684\u65f6\u95f4，\u627e\u5230\u6b63\u786e\u7684\u4fe1\u606f？<\/p>\n ![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261006095721-6ac4c601b4bff.png\") <\/p>\n
\u4e00\u4e2a\u5178\u578b\u6d41\u7a0b\u53ef\u80fd\u662f：<\/p>\n User Query
\n\u2193
\nQuery Understanding
\n\u2193
\nMemory Retrieval
\n\u2193
\nRelevant Memory
\n\u2193
\nRanking
\n\u2193
\nMemory Selection
\n\u2193
\nContext Construction
\n\u2193
\nLLM<\/p>\n \u8fd9\u91cc\u5176\u5b9e\u548cRAG\u975e\u5e38\u76f8\u4f3c\u3002<\/p>\n \u4f8b\u5982：<\/p>\n RAG<\/p>\n Query
\n\u2193
\nVector Search
\n\u2193
\nDocument
\n\u2193
\nContext<\/p>\n \u800cMemory：<\/p>\n Query
\n\u2193
\nMemory Retrieval
\n\u2193
\nRelevant Memory
\n\u2193
\nContext<\/p>\n \u4e24\u8005\u7684\u533a\u522b\u5728\u4e8e：<\/p>\n RAG
\n\u4e3b\u8981\u89e3\u51b3：
\n\u5916\u90e8\u77e5\u8bc6<\/p>\n Memory
\n\u4e3b\u8981\u89e3\u51b3：
\n\u5386\u53f2\u7ecf\u9a8c
\n\u7528\u6237\u4fe1\u606f
\n\u4efb\u52a1\u72b6\u6001
\n\u957f\u671f\u4e0a\u4e0b\u6587<\/p>\n
\n\u516d\u3001Memory\u3001State\u3001RAG\u5230\u5e95\u6709\u4ec0\u4e48\u533a\u522b？<\/h2>\n\u8fd9\u662fAgent\u5f00\u53d1\u4e2d\u975e\u5e38\u5bb9\u6613\u6df7\u6dc6\u7684\u4e09\u4e2a\u6982\u5ff5\u3002<\/p>\n \u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\u3002<\/p>\n State<\/h4>\n\u8d1f\u8d23：<\/p>\n \u5f53\u524d\u4efb\u52a1\u8fdb\u884c\u5230\u54ea\u91cc<\/p>\n \u4f8b\u5982：<\/p>\n Task ID：123<\/p>\n Current Step：
\n3<\/p>\n Region：
\nShanghai<\/p>\n Sales：
\n1200\u4e07<\/p>\n State\u901a\u5e38\u5f3a\u8c03：<\/p>\n Current<\/p>\n
\nMemory<\/h4>\n\u8d1f\u8d23：<\/p>\n \u8fc7\u53bb\u53d1\u751f\u8fc7\u4ec0\u4e48
\n\u672a\u6765\u53ef\u80fd\u7ee7\u7eed\u4f7f\u7528\u4ec0\u4e48<\/p>\n \u4f8b\u5982：<\/p>\n User Preference
\nHistorical Task
\nPast Experience
\nBusiness Fact<\/p>\n Memory\u901a\u5e38\u5f3a\u8c03：<\/p>\n Remember<\/p>\n
\nRAG<\/h4>\n\u8d1f\u8d23：<\/p>\n \u4f01\u4e1a\u5916\u90e8\u77e5\u8bc6<\/p>\n \u4f8b\u5982：<\/p>\n PDF
\nWord
\nWiki
\nManual
\nKnowledge Base<\/p>\n RAG\u901a\u5e38\u5f3a\u8c03：<\/p>\n Retrieve Knowledge<\/p>\n \u56e0\u6b64：<\/p>\n State
\n=
\n\u73b0\u5728<\/p>\n Memory
\n=
\n\u8fc7\u53bb<\/p>\n RAG
\n=
\n\u5916\u90e8\u77e5\u8bc6<\/p>\n \u5f53\u7136，\u5b9e\u9645\u7cfb\u7edf\u4e2d\u4e09\u8005\u53ef\u80fd\u5b58\u5728\u4ea4\u53c9\u3002<\/p>\n \u5b8c\u6574Agent\u53ef\u80fd\u662f：<\/p>\n User Request
\n \u2193
\nAgent
\n \u2193
\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n\u2193 \u2193 \u2193
\nState Memory RAG
\n\u2193 \u2193 \u2193
\nCurrent History Knowledge
\n \u2193
\nContext Builder
\n \u2193
\nLLM<\/p>\n \u3010\u6b63\u6587\u914d\u56feP03｜State\u3001Memory\u4e0eRAG\u534f\u540c\u6a21\u578b\u3011<\/p>\n
\n\u4e03\u3001Memory\u5982\u4f55\u5f71\u54cdAgent\u7684\u884c\u4e3a？<\/h2>\n\u5047\u8bbe\u4e00\u4e2a\u6ca1\u6709Memory\u7684Agent：<\/p>\n User：
\n\u5e2e\u6211\u5206\u6790\u5ba2\u6237A<\/p>\n Agent：
\n\u8bf7\u95ee\u5ba2\u6237A\u662f\u8c01？<\/p>\n \u7528\u6237\u56de\u7b54：<\/p>\n \u5ba2\u6237A\u662f\u97e9\u56fd\u5e02\u573a\u6700\u5927\u7684\u5ba2\u6237\u3002<\/p>\n \u4e0b\u4e00\u6b21：<\/p>\n User：
\n\u5ba2\u6237A\u6700\u8fd1\u6709\u4ec0\u4e48\u98ce\u9669？<\/p>\n \u5982\u679cAgent\u53c8\u95ee：<\/p>\n \u5ba2\u6237A\u662f\u8c01？<\/p>\n \u90a3\u4e48\u7528\u6237\u4f53\u9a8c\u4f1a\u975e\u5e38\u5dee\u3002<\/p>\n \u4f46\u662f\u52a0\u5165Memory\u4e4b\u540e：<\/p>\n User
\n\u2193
\n\u5ba2\u6237A\u6700\u8fd1\u6709\u4ec0\u4e48\u98ce\u9669？
\n \u2193
\nMemory Retrieval
\n \u2193
\n\u5ba2\u6237A
\n=
\n\u97e9\u56fd\u6700\u5927\u5ba2\u6237
\n \u2193
\nRAG
\n \u2193
\n\u5ba2\u6237\u98ce\u9669\u6570\u636e
\n \u2193
\nContext
\n \u2193
\nAgent<\/p>\n \u6700\u7ec8Agent\u53ef\u4ee5\u76f4\u63a5\u8fdb\u5165\u4efb\u52a1：<\/p>\n Query Customer
\n\u2193
\nQuery Orders
\n\u2193
\nQuery Complaints
\n\u2193
\nRisk Analysis
\n\u2193
\nFinal Answer<\/p>\n \u8fd9\u610f\u5473\u7740：<\/p>\n Memory\u53ef\u4ee5\u51cf\u5c11\u91cd\u590d\u4fe1\u606f\u6536\u96c6，\u8ba9Agent\u5177\u5907\u8fde\u7eed\u5de5\u4f5c\u7684\u80fd\u529b\u3002<\/p>\n
\n\u516b\u3001Memory\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d<\/h2>\n\u5f88\u591a\u5f00\u53d1\u8005\u4f1a\u72af\u4e00\u4e2a\u9519\u8bef：<\/p>\n \u7528\u6237\u8bf4\u4ec0\u4e48
\n\u2193
\n\u5168\u90e8\u4fdd\u5b58<\/p>\n \u4e45\u800c\u4e45\u4e4b：<\/p>\n Memory Explosion<\/p>\n \u4f8b\u5982：<\/p>\n \u201c\u4eca\u5929\u5fc3\u60c5\u4e0d\u9519\u201d<\/p>\n \u201c\u5e2e\u6211\u5199\u5c01\u90ae\u4ef6\u201d<\/p>\n \u201c\u4e0b\u5348\u5f00\u4f1a\u201d<\/p>\n \u201c\u8fd9\u4e2a\u7b54\u6848\u4e0d\u9519\u201d<\/p>\n \u201c\u521a\u624d\u90a3\u53e5\u8bdd\u5199\u9519\u4e86\u201d<\/p>\n \u5e76\u4e0d\u662f\u6240\u6709\u4fe1\u606f\u90fd\u503c\u5f97\u957f\u671f\u4fdd\u5b58\u3002<\/p>\n \u56e0\u6b64\u9700\u8981：<\/p>\n Memory Extraction
\n\u2193
\nImportance Evaluation
\n\u2193
\nStore or Discard<\/p>\n \u4f8b\u5982：<\/p>\n \u91cd\u8981：
\n\u7528\u6237\u957f\u671f\u4f7f\u7528Java<\/p>\n \u2192 \u4fdd\u5b58<\/p>\n \u77ed\u671f：
\n\u7528\u6237\u4eca\u5929\u4e0b\u5348\u5f00\u4f1a<\/p>\n \u2192 \u53ef\u80fd\u8fdb\u5165Short-Term Memory<\/p>\n \u65e0\u4ef7\u503c：
\n\u201c\u597d\u7684，\u8c22\u8c22\u201d<\/p>\n \u2192 \u4e0d\u4fdd\u5b58<\/p>\n \u6240\u4ee5\u4f01\u4e1a\u7ea7Memory\u7cfb\u7edf\u901a\u5e38\u9700\u8981：<\/p>\n Memory Importance
\n+
\nTTL
\n+
\nUpdate
\n+
\nDelete
\n+
\nCompression<\/p>\n
\n\u4e5d\u3001Agent Memory\u7684\u5178\u578b\u751f\u547d\u5468\u671f<\/h2>\n\u4e00\u4e2aMemory\u7cfb\u7edf\u53ef\u4ee5\u8bbe\u8ba1\u6210：<\/p>\n Interaction
\n\u2193
\nMemory Extraction
\n\u2193
\nImportance Evaluation
\n\u2193
\nMemory Classification
\n\u2193
\nStore
\n\u2193
\nIndex
\n\u2193
\nMemory Retrieval
\n\u2193
\nContext Injection
\n\u2193
\nTask Execution
\n\u2193
\nMemory Update<\/p>\n \u3010\u6b63\u6587\u914d\u56feP04｜Agent Memory\u751f\u547d\u5468\u671f\u3011<\/p>\n \u4f8b\u5982\u7528\u6237\u8bf4：<\/p>\n \u6211\u4ee5\u540e\u6240\u6709\u6280\u672f\u65b9\u6848\u90fd\u4f18\u5148\u4f7f\u7528Java\u3002<\/p>\n Agent\u9996\u5148\u9700\u8981\u5224\u65ad：<\/p>\n \u8fd9\u662f\u4e0d\u662f\u957f\u671f\u504f\u597d？<\/p>\n \u5982\u679c\u662f：<\/p>\n User Preference
\n\u2193
\nLong-Term Memory<\/p>\n \u4ee5\u540e：<\/p>\n User：
\n\u5e2e\u6211\u8bbe\u8ba1Agent\u7cfb\u7edf\u3002<\/p>\n Agent：
\nMemory Retrieval
\n\u2193
\nPreferred Stack = Java
\n\u2193
\nContext
\n\u2193
\nArchitecture Generation<\/p>\n \u8fd9\u624d\u662f\u771f\u6b63\u7684：<\/p>\n Personalized Agent<\/p>\n
\n\u5341\u3001Memory\u4e0eAgent Loop\u5982\u4f55\u7ed3\u5408？<\/h2>\n\u6211\u4eec\u4e0a\u4e00\u8282\u5b66\u4e60\u8fc7：<\/p>\n Reasoning
\n\u2193
\nAction
\n\u2193
\nObservation
\n\u2193
\nContext Update
\n\u2193
\nNext Action<\/p>\n \u52a0\u5165Memory\u4e4b\u540e：<\/p>\n User Task
\n\u2193
\nMemory Retrieval
\n\u2193
\nReasoning
\n\u2193
\nPlanning
\n\u2193
\nAction
\n\u2193
\nTool Calling
\n\u2193
\nObservation
\n\u2193
\nState Update
\n\u2193
\nMemory Update
\n\u2193
\nNext Loop<\/p>\n \u3010\u6b63\u6587\u914d\u56feP05｜Memory\u589e\u5f3a\u7684Agent Loop\u3011<\/p>\n Memory\u5728\u8fd9\u91cc\u53ef\u80fd\u53d1\u751f\u4e24\u6b21\u4f5c\u7528\u3002<\/p>\n \u7b2c\u4e00\u6b21：<\/p>\n Task Start
\n\u2193
\nRetrieve Memory<\/p>\n \u5e2e\u52a9Agent\u7406\u89e3\u4efb\u52a1\u80cc\u666f\u3002<\/p>\n \u7b2c\u4e8c\u6b21：<\/p>\n Task Complete
\n\u2193
\nExtract Important Experience
\n\u2193
\nWrite Memory<\/p>\n \u5e2e\u52a9\u672a\u6765\u4efb\u52a1\u3002<\/p>\n \u56e0\u6b64：<\/p>\n Past Experience
\n\u2193
\nCurrent Task
\n\u2193
\nNew Experience
\n\u2193
\nFuture Task<\/p>\n \u5f62\u6210\u6301\u7eed\u5faa\u73af\u3002<\/p>\n
\n\u5341\u4e00\u3001\u4f01\u4e1a\u7ea7Agent Memory\u67b6\u6784<\/h2>\n\u4f01\u4e1aAgent\u4e0d\u80fd\u7b80\u5355\u4f7f\u7528：<\/p>\n Chat History<\/p>\n \u4f5c\u4e3a\u552f\u4e00Memory\u3002<\/p>\n \u66f4\u5408\u7406\u7684\u67b6\u6784\u53ef\u80fd\u662f：<\/p>\n Agent<\/p>\n \u2502
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u2193 \u2193 \u2193<\/p>\n Short-Term Long-Term User Memory
\n Memory Memory<\/p>\n \u2502 \u2502 \u2502
\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n \u2193
\n Memory Retrieval
\n \u2193
\n Memory Ranking
\n \u2193
\n Context Builder
\n \u2193
\n LLM<\/p>\n \u5e95\u5c42\u53ef\u80fd\u7ee7\u7eed\u8fde\u63a5：<\/p>\n Redis
\nDatabase
\nVector Database
\nGraph Database<\/p>\n \u4e0d\u540c\u7c7b\u578b\u7684\u4fe1\u606f\u9002\u5408\u4e0d\u540c\u7684\u5b58\u50a8\u65b9\u5f0f\u3002<\/p>\n \u4f8b\u5982：<\/p>\n Session State
\n\u2192 Redis<\/p>\n Structured User Profile
\n\u2192 MySQL \/ PostgreSQL<\/p>\n Semantic Memory
\n\u2192 Vector Database<\/p>\n Complex Entity Relationship
\n\u2192 Graph Database<\/p>\n \u3010\u6b63\u6587\u914d\u56feP06｜\u4f01\u4e1a\u7ea7Agent Memory Architecture\u3011<\/p>\n \u56e0\u6b64\u4f01\u4e1a\u7ea7Memory\u4e0d\u662f：<\/p>\n \u4e00\u4e2a\u6570\u636e\u5e93\u3002<\/p>\n \u800c\u66f4\u50cf：<\/p>\n \u591a\u79cd\u5b58\u50a8\u7cfb\u7edf + Memory\u7ba1\u7406\u673a\u5236\u3002<\/p>\n
\n\u5341\u4e8c\u3001\u4f01\u4e1aAgent\u8fd8\u9700\u8981\u8003\u8651Memory Governance<\/h2>\n\u5f53Agent\u5f00\u59cb\u8bb0\u4f4f\u7528\u6237\u4fe1\u606f\u4e4b\u540e，\u5c31\u4f1a\u51fa\u73b0\u65b0\u7684\u95ee\u9898：<\/p>\n \u80fd\u4e0d\u80fd\u4fdd\u5b58？
\n\u4fdd\u5b58\u591a\u4e45？
\n\u8c01\u53ef\u4ee5\u8bbf\u95ee？
\n\u7528\u6237\u80fd\u4e0d\u80fd\u5220\u9664？
\nMemory\u662f\u5426\u8fc7\u671f？
\nMemory\u662f\u5426\u6b63\u786e？<\/p>\n \u4f8b\u5982：<\/p>\n User Memory<\/p>\n \u7528\u6237\u90e8\u95e8：
\n\u9500\u552e\u90e8<\/p>\n \u4e00\u5e74\u4e4b\u540e\u7528\u6237\u5df2\u7ecf\u8c03\u5c97\u3002<\/p>\n \u5982\u679cMemory\u4ecd\u7136\u5b58\u5728：<\/p>\n Outdated Memory
\n\u2193
\nWrong Context
\n\u2193
\nWrong Decision<\/p>\n \u56e0\u6b64\u4f01\u4e1a\u7ea7Memory\u5fc5\u987b\u8003\u8651：<\/p>\n Memory Update
\nMemory Expiration
\nMemory Deletion
\nPermission
\nPrivacy
\nAudit<\/p>\n \u5b8c\u6574\u6d41\u7a0b\u53ef\u80fd\u662f：<\/p>\n Memory Write
\n\u2193
\nValidation
\n\u2193
\nPermission Check
\n\u2193
\nStorage
\n\u2193
\nTTL \/ Expiration
\n\u2193
\nRetrieval
\n\u2193
\nAccess Control
\n\u2193
\nAudit<\/p>\n \u8fd9\u610f\u5473\u7740：<\/p>\n Agent Memory\u4e0d\u4ec5\u662fAI\u80fd\u529b\u95ee\u9898，\u4e5f\u662f\u6570\u636e\u6cbb\u7406\u95ee\u9898\u3002<\/p>\n
\n\u5341\u4e09\u3001\u5de5\u7a0b\u5e08\u5e94\u8be5\u5982\u4f55\u5f00\u59cb\u5b9e\u73b0Agent Memory？<\/h2>\n\u5efa\u8bae\u4e0d\u8981\u4e00\u5f00\u59cb\u5c31\u8bbe\u8ba1\u975e\u5e38\u590d\u6742\u7684\u201c\u8d85\u7ea7Memory\u7cfb\u7edf\u201d\u3002<\/p>\n \u53ef\u4ee5\u5206\u9636\u6bb5\u3002<\/p>\n
\n\u7b2c\u4e00\u9636\u6bb5：Conversation History<\/h3>\nRecent Messages
\n\u2193
\nContext<\/p>\n \u9002\u5408：<\/p>\n Chatbot
\nSimple Agent<\/p>\n
\n\u7b2c\u4e8c\u9636\u6bb5：Session State<\/h3>\nTask State
\n\u2193
\nRedis \/ Database<\/p>\n \u9002\u5408：<\/p>\n Workflow Agent
\nMulti-Step Agent<\/p>\n
\n\u7b2c\u4e09\u9636\u6bb5：Long-Term Memory<\/h3>\nUser Profile
\n+
\nImportant Facts
\n+
\nHistorical Events
\n\u2193
\nDatabase \/ Vector DB<\/p>\n \u9002\u5408：<\/p>\n Personal AI Assistant
\nEnterprise Copilot<\/p>\n
\n\u7b2c\u56db\u9636\u6bb5：Advanced Agent Memory<\/h3>\nSemantic Memory
\n+
\nEpisodic Memory
\n+
\nUser Memory
\n+
\nExperience Memory
\n+
\nMemory Retrieval
\n+
\nMemory Governance<\/p>\n \u9002\u5408：<\/p>\n Enterprise Agent Platform
\nLong-Running Agent
\nAutonomous Agent<\/p>\n \u5de5\u7a0b\u80fd\u529b\u662f\u9010\u6b65\u6f14\u8fdb\u7684：<\/p>\n Chat
\n\u2193
\nStateful Agent
\n\u2193
\nMemory Agent
\n\u2193
\nLearning Agent<\/p>\n
\n\u5341\u56db\u3001Agent\u4e3a\u4ec0\u4e48\u6700\u7ec8\u4e00\u5b9a\u4f1a\u8d70\u5411Memory？<\/h2>\n\u56e0\u4e3a\u6ca1\u6709Memory\u7684Agent，\u6bcf\u6b21\u4efb\u52a1\u90fd\u50cf：<\/p>\n \u91cd\u65b0\u5f00\u59cb<\/p>\n \u5b83\u53ef\u80fd\u62e5\u6709：<\/p>\n Reasoning
\nPlanning
\nTool Calling<\/p>\n \u4f46\u7f3a\u5c11：<\/p>\n Experience
\nContinuity
\nPersonalization<\/p>\n \u800c\u52a0\u5165Memory\u4e4b\u540e：<\/p>\n Past
\n\u2193
\nMemory
\n\u2193
\nPresent Decision
\n\u2193
\nNew Experience
\n\u2193
\nFuture Memory<\/p>\n \u3010\u6b63\u6587\u914d\u56feP07｜\u4ece\u65e0\u8bb0\u5fc6Agent\u5230\u6301\u7eed\u8fdb\u5316Agent\u3011<\/p>\n Agent\u9010\u6e10\u4ece：<\/p>\n Single Interaction<\/p>\n \u53d1\u5c55\u5230：<\/p>\n Continuous Interaction<\/p>\n \u6700\u7ec8：<\/p>\n Task Execution
\n+
\nExperience Accumulation
\n+
\nMemory Reuse<\/p>\n
\n\u5341\u4e94\u3001\u77e5\u8bc6\u4f53\u7cfb\u603b\u7ed3<\/h2>\n\u672c\u8282\u7684\u6838\u5fc3\u77e5\u8bc6\u94fe\u8def\u5982\u4e0b：<\/p>\n LLM
\n\u2193
\nContext
\n\u2193
\nState
\n\u2193
\nShort-Term Memory
\n\u2193
\nLong-Term Memory
\n\u2193
\nUser Memory
\n\u2193
\nSemantic Memory
\n\u2193
\nEpisodic Memory
\n\u2193
\nMemory Retrieval
\n\u2193
\nContext Construction
\n\u2193
\nAgent Memory<\/p>\n \u3010\u6b63\u6587\u914d\u56feP08｜Agent Memory\u5b8c\u6574\u77e5\u8bc6\u4f53\u7cfb\u3011<\/p>\n \u6700\u91cd\u8981\u7684\u8ba4\u77e5\u662f：<\/p>\n LLM
\n\u8d1f\u8d23\u63a8\u7406<\/p>\n Memory
\n\u8d1f\u8d23\u4fdd\u5b58\u548c\u68c0\u7d22\u7ecf\u9a8c<\/p>\n State
\n\u8d1f\u8d23\u7ba1\u7406\u5f53\u524d\u4efb\u52a1<\/p>\n RAG
\n\u8d1f\u8d23\u63d0\u4f9b\u5916\u90e8\u77e5\u8bc6<\/p>\n \u5b83\u4eec\u5171\u540c\u7ec4\u6210Agent\u7684：<\/p>\n Thinking
\n+
\nKnowledge
\n+
\nExperience
\n+
\nCurrent State<\/p>\n
\n\u9762\u8bd5\u9898<\/h2>\n\u95ee\u98981：Context\u548cMemory\u6709\u4ec0\u4e48\u533a\u522b？<\/h4>\n\u53c2\u8003\u7b54\u6848：<\/p>\n Context\u662f\u5f53\u524d\u4e00\u6b21\u6a21\u578b\u8c03\u7528\u80fd\u591f\u770b\u5230\u7684\u4fe1\u606f，\u76f4\u63a5\u53c2\u4e0e\u6a21\u578b\u63a8\u7406，\u5e76\u53d7\u5230Context Window\u9650\u5236\u3002<\/p>\n Memory\u5219\u662fAgent\u7cfb\u7edf\u957f\u671f\u7ba1\u7406\u7684\u4fe1\u606f\u96c6\u5408，\u901a\u5e38\u9700\u8981\u901a\u8fc7Memory Retrieval\u7b5b\u9009\u76f8\u5173\u5185\u5bb9，\u518d\u6ce8\u5165Context\u3002<\/p>\n \u7b80\u5355\u6765\u8bf4：<\/p>\n Memory
\n\u8d1f\u8d23\u5b58\u50a8<\/p>\n Context
\n\u8d1f\u8d23\u8ba9LLM\u5f53\u524d\u53ef\u89c1<\/p>\n
\n\u95ee\u98982：Agent\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u7b80\u5355\u4fdd\u5b58\u6240\u6709\u804a\u5929\u8bb0\u5f55？<\/h4>\n\u53c2\u8003\u7b54\u6848：<\/p>\n \u56e0\u4e3a\u5386\u53f2\u8bb0\u5f55\u4e0d\u65ad\u589e\u957f\u4f1a\u5bfc\u81f4：<\/p>\n Context\u8fc7\u957f
\nCost\u589e\u52a0
\nLatency\u589e\u52a0
\n\u4fe1\u606f\u566a\u58f0\u589e\u52a0
\n\u6a21\u578b\u6ce8\u610f\u529b\u5206\u6563<\/p>\n \u56e0\u6b64\u66f4\u5408\u7406\u7684\u65b9\u5f0f\u662f：<\/p>\n Store Everything Important
\n\u2193
\nRetrieve Relevant Information
\n\u2193
\nInject Selected Memory<\/p>\n \u6838\u5fc3\u4e0d\u662f\u628a\u6240\u6709\u5386\u53f2\u90fd\u653e\u8fdb\u6a21\u578b，\u800c\u662f\u5728\u6b63\u786e\u7684\u65f6\u95f4\u63d0\u4f9b\u6b63\u786e\u7684\u4fe1\u606f\u3002<\/p>\n
\n\u95ee\u98983：State\u3001Memory\u548cRAG\u5206\u522b\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898？<\/h4>\n\u53c2\u8003\u7b54\u6848：<\/p>\n State
\n\u2192 \u5f53\u524d\u4efb\u52a1\u72b6\u6001<\/p>\n Memory
\n\u2192 \u5386\u53f2\u7ecf\u9a8c\u548c\u957f\u671f\u4fe1\u606f<\/p>\n RAG
\n\u2192 \u5916\u90e8\u77e5\u8bc6\u548c\u4f01\u4e1a\u6587\u6863<\/p>\n \u4e09\u8005\u5171\u540c\u53c2\u4e0eContext\u6784\u5efa\u3002<\/p>\n
\n\u95ee\u98984：\u4f01\u4e1a\u7ea7Agent Memory\u9700\u8981\u8003\u8651\u54ea\u4e9b\u95ee\u9898？<\/h4>\n\u53c2\u8003\u7b54\u6848：<\/p>\n \u9664\u4e86Memory Retrieval，\u8fd8\u9700\u8981\u8003\u8651：<\/p>\n Memory Update
\nMemory Expiration
\nPermission
\nPrivacy
\nAudit
\nDeletion
\nData Governance<\/p>\n \u56e0\u4e3a\u957f\u671f\u4fdd\u5b58\u7684\u4fe1\u606f\u53ef\u80fd\u8fc7\u671f，\u4e5f\u53ef\u80fd\u6d89\u53ca\u4f01\u4e1a\u6570\u636e\u6743\u9650\u548c\u9690\u79c1\u95ee\u9898\u3002<\/p>\n
\n\u95ee\u98985：\u4e3a\u4ec0\u4e48\u8bf4Memory\u662fAgent\u5b9e\u73b0\u957f\u671f\u4efb\u52a1\u80fd\u529b\u7684\u91cd\u8981\u57fa\u7840？<\/h4>\n\u53c2\u8003\u7b54\u6848：<\/p>\n \u56e0\u4e3a\u957f\u671f\u4efb\u52a1\u901a\u5e38\u8de8\u8d8a\u591a\u4e2a\u6b65\u9aa4\u3001\u591a\u4e2a\u65f6\u95f4\u70b9\u3002<\/p>\n Agent\u9700\u8981\u8bb0\u4f4f：<\/p>\n \u8fc7\u53bb\u505a\u4e86\u4ec0\u4e48
\n\u5f53\u524d\u8fdb\u884c\u5230\u54ea\u91cc
\n\u5df2\u7ecf\u83b7\u5f97\u4e86\u4ec0\u4e48\u7ed3\u679c
\n\u54ea\u4e9b\u7ecf\u9a8c\u672a\u6765\u53ef\u4ee5\u7ee7\u7eed\u4f7f\u7528<\/p>\n \u5426\u5219\u6bcf\u6b21\u4efb\u52a1\u90fd\u9700\u8981\u91cd\u65b0\u7406\u89e3\u4e0a\u4e0b\u6587，\u65e0\u6cd5\u5f62\u6210\u8fde\u7eed\u6027\u3002<\/p>\n
\n\u672c\u8282\u5c0f\u7ed3<\/h2>\n\u672c\u8282\u6211\u4eec\u91cd\u70b9\u7406\u89e3\u4e86：<\/p>\n \u2705 \u6838\u5fc3\u6982\u5ff5<\/h4>\nMemory \u2260 Chat History
\nContext \u2260 Memory<\/p>\n Memory\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u4fe1\u606f：<\/p>\n \u5b58\u50a8
\n+
\n\u5206\u7c7b
\n+
\n\u68c0\u7d22
\n+
\n\u7b5b\u9009
\n+
\n\u6ce8\u5165
\n+
\n\u66f4\u65b0<\/p>\n \u4f53\u7cfb\u3002<\/p>\n \u2705 \u5e95\u5c42\u539f\u7406<\/h4>\nLLM\u672c\u8eab\u4e0d\u4f1a\u6c38\u4e45\u8bb0\u4f4f\u6bcf\u6b21\u4ea4\u4e92\u3002<\/p>\n Agent\u9700\u8981\u901a\u8fc7：<\/p>\n External Memory
\n\u2193
\nMemory Retrieval
\n\u2193
\nContext Construction<\/p>\n \u8ba9\u8fc7\u53bb\u7684\u4fe1\u606f\u91cd\u65b0\u8fdb\u5165\u6a21\u578b\u3002<\/p>\n \u2705 \u5e38\u89c1\u95ee\u9898<\/h4>\n\u4fdd\u5b58\u6240\u6709\u4fe1\u606f
\n\u2260
\n\u597d\u7684Memory<\/p>\n Memory\u8fc7\u671f
\n\u2260
\n\u4ecd\u7136\u6b63\u786e<\/p>\n Memory\u5f88\u591a
\n\u2260
\nAgent\u4e00\u5b9a\u66f4\u806a\u660e<\/p>\n \u2705 \u5de5\u7a0b\u89e3\u51b3\u65b9\u6848<\/h4>\nShort-Term Memory
\n+
\nLong-Term Memory
\n+
\nUser Memory
\n+
\nSemantic Memory
\n+
\nEpisodic Memory
\n+
\nMemory Retrieval
\n+
\nMemory Governance<\/p>\n \u2705 Agent\u5e94\u7528<\/h4>\nMemory\u8ba9Agent\u62e5\u6709：<\/p>\n \u8fde\u7eed\u6027
\n+
\n\u4e2a\u6027\u5316
\n+
\n\u7ecf\u9a8c\u590d\u7528
\n+
\n\u957f\u671f\u4efb\u52a1\u80fd\u529b<\/p>\n \u6700\u7ec8\u5f62\u6210：<\/p>\n LLM
\n+
\nReasoning
\n+
\nPlanning
\n+
\nTool Calling
\n+
\nObservation
\n+
\nMemory
\n+
\nState
\n+
\nAgent Loop<\/p>\n \u4e00\u53e5\u8bdd\u603b\u7ed3：<\/p>\n \u771f\u6b63\u7684Agent\u4e0d\u4ec5\u8981\u80fd\u591f\u7406\u89e3\u5f53\u524d\u4efb\u52a1，\u8fd8\u8981\u80fd\u591f\u8bb0\u4f4f\u8fc7\u53bb\u3001\u5229\u7528\u7ecf\u9a8c，\u5e76\u628a\u5386\u53f2\u4fe1\u606f\u8f6c\u5316\u4e3a\u672a\u6765\u51b3\u7b56\u7684\u4e00\u90e8\u5206\u3002<\/p>\n
\n\u4e0b\u4e00\u7bc7<\/h2>\n\u300a\u7b2c3\u7ae0 \u7b2c9\u8282：Agent\u4e3a\u4ec0\u4e48\u9700\u8981State？\u2014\u2014\u4efb\u52a1\u6267\u884c\u5230\u4e00\u534a，AI\u5982\u4f55\u77e5\u9053\u81ea\u5df1\u8fdb\u884c\u5230\u4e86\u54ea\u91cc？\u300b<\/h2>\n\u4e0b\u4e00\u8282\u6211\u4eec\u5c06\u7ee7\u7eed\u6df1\u5165Agent\u7cfb\u7edf\u4e2d\u7684\u53e6\u4e00\u4e2a\u6838\u5fc3\u80fd\u529b：<\/p>\n State
\n\u2193
\nTask Progress
\n\u2193
\nContext Update
\n\u2193
\nCheckpoint
\n\u2193
\nResume
\n\u2193
\nLong-Running Agent<\/p>\n \u6211\u4eec\u5c06\u7406\u89e3：<\/p>\n Memory\u8d1f\u8d23\u201c\u8bb0\u4f4f\u8fc7\u53bb\u201d，State\u8d1f\u8d23\u201c\u7ba1\u7406\u73b0\u5728\u201d\u3002<\/p>\n \u8fd9\u4e5f\u662fAgent\u4ece\u7b80\u5355\u5bf9\u8bdd\u7cfb\u7edf\u8d70\u5411\u590d\u6742\u4efb\u52a1\u6267\u884c\u7cfb\u7edf\u7684\u91cd\u8981\u4e00\u6b65\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" \u7b2c\u4e00\u5377：\u5927\u6a21\u578b\u00a0\u57fa\u7840\u7bc7\u7b2c3\u7ae0 \u6a21\u578b\u80fd\u529b\u8ba4\u77e5\u7b2c8\u8282：Agent\u4e3a\u4ec0\u4e48\u9700\u8981Memory？\u2014\u2014\u6ca1\u6709\u8bb0\u5fc6\u7684AI，\u4e3a\u4ec0\u4e48\u5f88\u96be\u771f\u6b63\u5b8c\u6210\u957f\u671f\u4efb\u52a1？\u300aAgent\u5f00\u53d1\u5de5\u7a0b\u5e08\u6210\u957f\u6307\u5357\u300b\u7cfb\u5217\u6559\u7a0b\u5f15\u8a00\u524d\u9762\u6211\u4eec\u5df2\u7ecf\u5b66\u4e60\u4e86：LLM
\n\u2193
\nReasoning
\n\u2193
\nPlanning
\n\u2193
\nTool Calling
\n\u2193
\nObservation
\n\u2193
\nAgent Loop\u73b0\u5728，\u4e00\u4e2a\u65b0\u7684\u95ee\u9898\u51fa\u73b0\u4e86\u3002\u5047\u8bbe\u4f60\u6b63\u5728\u4f7f\u7528\u4e00\u4e2a\u4f01\u4e1aA<\/p>\n","protected":false},"author":2,"featured_media":113533,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[99,50,87],"topic":[],"class_list":["post-113535","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-java","tag-50","tag-87"],"yoast_head":"\n \u300aAgent\u5f00\u53d1\u5de5\u7a0b\u5e08\u6210\u957f\u6307\u5357\u300b- \u7b2c3\u7ae0 \u7b2c8\u8282\uff1aAgent\u4e3a\u4ec0\u4e48\u9700\u8981Memory\uff1f\u2014\u2014\u6ca1\u6709\u8bb0\u5fc6\u7684AI\uff0c\u4e3a\u4ec0\u4e48\u5f88\u96be\u771f\u6b63\u5b8c\u6210\u957f\u671f\u4efb\u52a1\uff1f - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/113535.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u300aAgent\u5f00\u53d1\u5de5\u7a0b\u5e08\u6210\u957f\u6307\u5357\u300b- \u7b2c3\u7ae0 \u7b2c8\u8282\uff1aAgent\u4e3a\u4ec0\u4e48\u9700\u8981Memory\uff1f\u2014\u2014\u6ca1\u6709\u8bb0\u5fc6\u7684AI\uff0c\u4e3a\u4ec0\u4e48\u5f88\u96be\u771f\u6b63\u5b8c\u6210\u957f\u671f\u4efb\u52a1\uff1f - 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