![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261004034910-6ac1ccb63350c.png\")
<\/p>\n<\/p>\n
\u9762\u8bd5\u5b98\u7ffb\u7740\u7b80\u5386："\u4f60\u505a\u8fc7 AI \u5ba2\u670d？"<\/p>\n
\u5019\u9009\u4eba\u70b9\u5934："\u5bf9，\u77e5\u8bc6\u5e93\u95ee\u7b54 + \u591a\u8f6e\u5bf9\u8bdd\u3002"<\/p>\n
"\u7528\u6237\u8ddf AI \u804a\u4e86 20 \u8f6e\u4e4b\u540e，AI \u8fd8\u8bb0\u4e0d\u8bb0\u5f97\u7b2c\u4e00\u8f6e\u8bf4\u4e86\u4ec0\u4e48？"<\/p>\n
"\u2026\u2026\u5e94\u8be5\u8bb0\u5f97\u5427？"<\/p>\n
"\u4f60\u786e\u5b9a？\u4f60\u4e86\u89e3\u4e0a\u4e0b\u6587\u7a97\u53e3\u5417？\u5982\u679c Token \u8d85\u4e86\u4f1a\u53d1\u751f\u4ec0\u4e48？"<\/p>\n
\u5019\u9009\u4eba\u6c89\u9ed8\u4e86\u3002\u4ed6\u505a\u591a\u8f6e\u5bf9\u8bdd\u65f6\u786e\u5b9e\u6ca1\u8003\u8651\u8fc7\u8fd9\u4e2a\u95ee\u9898\u2014\u2014\u53cd\u6b63\u6846\u67b6\u81ea\u52a8\u5904\u7406\u5386\u53f2\u6d88\u606f，\u7528\u6237\u804a\u5230\u4e00\u534a AI \u7a81\u7136"\u5931\u5fc6"，\u4ed6\u8fd8\u4ee5\u4e3a\u662f\u6a21\u578b\u7684\u95ee\u9898\u3002<\/p>\n
\u8fd9\u4e0d\u662f\u6a21\u578b\u7684\u95ee\u9898，\u662f\u8bb0\u5fc6\u7ba1\u7406\u7684\u95ee\u9898\u3002 \u5927\u6a21\u578b\u7684\u8bb0\u5fc6\u662f\u6709\u9650\u7684\u3001\u6709\u6210\u672c\u7684\u3001\u8fd8\u662f\u4e00\u6b21\u6027\u7684\u3002\u8fd9\u7bc7\u804a\u900f\u3002<\/p>\n
\u5f88\u591a\u4eba\u4ee5\u4e3a\u5927\u6a21\u578b\u50cf\u4eba\u4e00\u6837"\u8bb0\u6027\u597d"\u3002\u9519\u4e86\u3002<\/p>\n
\u5927\u6a21\u578b\u6bcf\u6b21\u56de\u7b54，\u53ea\u80fd"\u770b\u5230"\u4f60\u8fd9\u6b21\u8bf7\u6c42\u91cc\u585e\u7ed9\u5b83\u7684\u6240\u6709\u6587\u5b57\u3002\u4e0a\u4e00\u6b21\u5bf9\u8bdd\u5b83\u6839\u672c\u8bb0\u4e0d\u4f4f\u2014\u2014\u9664\u975e\u4f60\u628a\u5386\u53f2\u5bf9\u8bdd\u91cd\u65b0\u53d1\u7ed9\u5b83\u3002<\/p>\n
\u6240\u4ee5\u6240\u8c13"\u591a\u8f6e\u5bf9\u8bdd"，\u672c\u8d28\u662f：\u6bcf\u8f6e\u90fd\u628a\u4e4b\u524d\u6240\u6709\u7684\u5bf9\u8bdd，\u91cd\u65b0\u62fc\u8fdb Prompt \u91cc，\u518d\u53d1\u7ed9\u6a21\u578b\u3002<\/p>\n
\u800c\u6a21\u578b\u4e00\u6b21\u80fd"\u770b\u5230"\u7684\u6587\u5b57\u603b\u91cf，\u5c31\u662f\u4e0a\u4e0b\u6587\u7a97\u53e3（Context Window）\u3002<\/p>\n
GPT-4o \u4e00\u822c\u662f 128K Token，\u4f46\u5f88\u591a\u56fd\u4ea7\u6a21\u578b\u53ea\u6709 8K\u300132K\u30028K Token \u662f\u4ec0\u4e48\u6982\u5ff5？\u5927\u6982 6000 \u4e2a\u6c49\u5b57，\u6216\u8005 20 \u8f6e\u5de6\u53f3\u7684\u7b80\u5355\u5bf9\u8bdd\u3002\u4e00\u676f\u6c34，\u5c31\u8fd9\u4e48\u70b9\u3002<\/p>\n
\u66f4\u9ebb\u70e6\u7684\u662f，\u7a97\u53e3\u4e0d\u662f\u53ea\u6709\u5386\u53f2\u5bf9\u8bdd\u5728\u5360\u7528：<\/p>\n
![\"\u4e0a\u4e0b\u6587\u7a97\u53e3\u7ec4\u6210\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261004034910-6ac1ccb6a3e7d.png\")
<\/p>\n
\u7cfb\u7edf\u63d0\u793a\u8bcd\u5360\u4e00\u5757\u3001\u5386\u53f2\u5bf9\u8bdd\u5360\u4e00\u5757\u3001RAG \u68c0\u7d22\u7ed3\u679c\u5360\u4e00\u5757\u3001\u7528\u6237\u5f53\u524d\u95ee\u9898\u5360\u4e00\u5757\u3002\u56db\u5757\u52a0\u8d77\u6765\u4e0d\u80fd\u8d85\u8fc7\u7a97\u53e3\u4e0a\u9650\u3002<\/p>\n
\u8d85\u4e86\u600e\u4e48\u529e？ \u4e24\u4e2a\u540e\u679c：<\/p>\n
1. API \u76f4\u63a5\u62a5\u9519（maximum context length exceeded）<\/p>\n
2. \u6846\u67b6\u81ea\u52a8\u622a\u65ad\u2014\u2014\u6700\u65e9\u7684\u5386\u53f2\u88ab\u4e22\u6389，AI \u5c31"\u5931\u5fc6"\u4e86<\/p>\n
\u4e3e\u4e2a\u5178\u578b\u573a\u666f：AI \u4fdd\u9669\u987e\u95ee，\u7528\u6237\u54a8\u8be2\u7406\u8d54\u3002<\/p>\n
\u7528\u6237\u7b2c\u4e00\u8f6e\u8bf4："\u6211\u7236\u4eb2\u53bb\u5e74\u4e70\u7684 XX \u91cd\u75be\u9669，\u4eca\u5e74\u786e\u8bca\u4e86\u80ba\u764c\u3002"<\/p>\n
AI \u7b54\u5f97\u633a\u597d，\u7ed9\u4e86\u4e00\u5806\u7406\u8d54\u6307\u5f15\u3002<\/p>\n
\u804a\u4e86 30 \u8f6e，\u7528\u6237\u95ee："\u90a3\u50cf\u6211\u7236\u4eb2\u8fd9\u79cd\u60c5\u51b5，\u4e4b\u524d\u8bf4\u7684\u90a3\u4e2a\u514d\u8d54\u989d\u6761\u6b3e\u8fd8\u9002\u7528\u5417？"<\/p>\n
AI \u7b54："\u60a8\u7236\u4eb2\u662f\u54ea\u6b3e\u4ea7\u54c1？\u4e4b\u524d\u6ca1\u6709\u63d0\u5230\u8fc7，\u8bf7\u8865\u5145\u8bf4\u660e\u3002"<\/p>\n
\u7528\u6237\u5f53\u573a\u70b8\u4e86："\u6211\u521a\u8bf4\u4e86\u4e00\u4e07\u904d！"<\/p>\n
\u6280\u672f\u6392\u67e5\u53d1\u73b0：\u5386\u53f2\u5bf9\u8bdd\u8d85\u8fc7\u4e86\u7a97\u53e3，\u6700\u65e9\u7684\u51e0\u8f6e\u88ab\u622a\u65ad\u4e22\u5f03，\u6a21\u578b\u538b\u6839\u4e0d\u77e5\u9053\u7528\u6237\u7236\u4eb2\u4e70\u7684\u662f\u4ec0\u4e48\u4fdd\u9669\u3002<\/p>\n
\u8fd9\u4e0d\u662f\u6a21\u578b\u8822，\u662f\u8bb0\u5fc6\u7ba1\u7406\u6ca1\u505a\u597d\u3002 \u7528\u6237\u4e0d\u4f1a\u7406\u89e3"\u4e0a\u4e0b\u6587\u7a97\u53e3"\u8fd9\u79cd\u6280\u672f\u6982\u5ff5，\u4ed6\u53ea\u77e5\u9053"\u8fd9 AI \u8bb0\u6027\u771f\u5dee"\u3002<\/p>\n
\u6700\u6734\u7d20\u7684\u505a\u6cd5：\u53ea\u4fdd\u7559\u6700\u8fd1 N \u8f6e\u5bf9\u8bdd，\u66f4\u65e9\u7684\u76f4\u63a5\u4e22\u5f03\u3002<\/p>\n
public List<Message> slidingWindow(List<Message> history, int maxTurns) {
\n if (history.size() <= maxTurns) {
\n return history;
\n }
\n \/\/ \u4fdd\u7559\u7cfb\u7edf\u6d88\u606f + \u6700\u8fd1 maxTurns \u8f6e
\n Message system = history.get(0);
\n List<Message> recent = history.subList(history.size() – maxTurns, history.size());<\/p>\n
List<Message> result = new ArrayList<>();
\n result.add(system);
\n result.addAll(recent);
\n return result;
\n}<\/p>\n
\u4f18\u70b9：\u5b9e\u73b0\u7b80\u5355，\u51e0\u4e4e\u96f6\u6210\u672c，\u901f\u5ea6\u6700\u5feb\u3002<\/p>\n
\u7f3a\u70b9：\u65e9\u671f\u4fe1\u606f\u5168\u4e22\u3002 \u7528\u6237\u7b2c\u4e00\u8f6e\u8bf4\u7684\u5173\u952e\u4fe1\u606f（\u7236\u4eb2\u4e70\u7684\u4fdd\u9669），\u7b2c 21 \u8f6e\u5c31\u88ab\u4e22\u4e86\u3002<\/p>\n
\u6ed1\u52a8\u7a97\u53e3\u9002\u5408：\u5ba2\u670d\u95ee\u7b54\u3001\u5355\u8f6e\u4e3a\u4e3b\u3001\u5bf9\u5386\u53f2\u4f9d\u8d56\u4e0d\u5f3a\u7684\u573a\u666f\u3002<\/p>\n
\u65e2\u7136\u539f\u59cb\u5bf9\u8bdd\u592a\u5360\u7a7a\u95f4，\u90a3\u5c31\u538b\u7f29\u3002\u6bcf\u9694\u51e0\u8f6e，\u8ba9\u6a21\u578b\u628a\u4e4b\u524d\u7684\u5bf9\u8bdd\u603b\u7ed3\u6210\u4e00\u6bb5\u6458\u8981，\u4ee5\u540e\u53ea\u5e26\u6458\u8981 + \u6700\u8fd1\u51e0\u8f6e\u3002<\/p>\n
![\"\u4e09\u79cd\u8bb0\u5fc6\u7b56\u7565\u5bf9\u6bd4\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261004034911-6ac1ccb7077bf.png\")
<\/p>\n
public class SummaryMemory {<\/p>\n
private final ChatModel chatModel;
\n private String summary = ""; \/\/ \u7d2f\u79ef\u6458\u8981<\/p>\n
public List<Message> buildMessages(List<Message> recentTurns) {
\n List<Message> messages = new ArrayList<>();
\n \/\/ \u5148\u653e\u538b\u7f29\u540e\u7684\u5386\u53f2\u6458\u8981
\n if (!summary.isEmpty()) {
\n messages.add(new SystemMessage("\u5386\u53f2\u5bf9\u8bdd\u6458\u8981：" + summary));
\n }
\n \/\/ \u518d\u653e\u6700\u8fd1\u51e0\u8f6e\u539f\u59cb\u5bf9\u8bdd
\n messages.addAll(recentTurns);
\n return messages;
\n }<\/p>\n
\/\/ \u6bcf 5 \u8f6e\u89e6\u53d1\u4e00\u6b21\u6458\u8981\u66f4\u65b0
\n public void maybeSummarize(List<Message> allHistory) {
\n if (allHistory.size() % 10 == 0) {
\n this.summary = chatModel.call(
\n "\u628a\u4ee5\u4e0b\u5bf9\u8bdd\u538b\u7f29\u6210 200 \u5b57\u4ee5\u5185\u7684\u6458\u8981，\u4fdd\u7559\u5173\u952e\u4e8b\u5b9e：\\\\n" + allHistory
\n );
\n }
\n }
\n}<\/p>\n
\u6458\u8981\u7684\u672c\u8d28\u662f"\u4e22\u7ec6\u8282\u6362\u5bb9\u91cf"\u3002 \u7528\u6237\u7236\u4eb2\u4e70\u7684\u662f\u54ea\u6b3e\u4fdd\u9669\u3001\u786e\u8bca\u4ec0\u4e48\u75c5\u3001\u95ee\u8fc7\u54ea\u4e9b\u6761\u6b3e\u2014\u2014\u8fd9\u4e9b\u5173\u952e\u4e8b\u5b9e\u4f1a\u88ab\u6458\u8981\u4fdd\u7559，\u4f46\u5bf9\u8bdd\u7684\u7ec6\u679d\u672b\u8282\u5c31\u6ca1\u4e86\u3002<\/p>\n
\u4f18\u70b9：\u80fd\u8bb0\u4f4f\u65e9\u671f\u5173\u952e\u4fe1\u606f，\u5bb9\u91cf\u53ef\u63a7\u3002<\/p>\n
\u7f3a\u70b9：\u6458\u8981\u672c\u8eab\u6709\u4fe1\u606f\u635f\u5931；\u6bcf 5 \u8f6e\u591a\u4e00\u6b21\u6a21\u578b\u8c03\u7528，\u6709\u6210\u672c\u548c\u5ef6\u8fdf；\u6458\u8981\u66f4\u65b0\u65f6\u673a\u8981\u8bbe\u8ba1\u597d\u3002<\/p>\n
\u6700"\u91cd"\u7684\u65b9\u6848，\u4e5f\u662f\u5927\u5382 Agent \u4ea7\u54c1\u7684\u4e3b\u6d41\u505a\u6cd5\u3002<\/p>\n
\u601d\u8def：\u628a\u6bcf\u4e00\u8f6e\u5bf9\u8bdd（\u6216\u6bcf\u4e2a\u77e5\u8bc6\u70b9）\u5411\u91cf\u5316，\u5b58\u8fdb\u5411\u91cf\u6570\u636e\u5e93\u3002\u7528\u6237\u63d0\u95ee\u65f6，\u5148\u4ece\u5411\u91cf\u5e93\u91cc\u8bed\u4e49\u68c0\u7d22\u51fa\u6700\u76f8\u5173\u7684\u51e0\u6761\u5386\u53f2，\u62fc\u8fdb Prompt\u3002<\/p>\n
@Service
\npublic class VectorMemory {<\/p>\n
private final VectorStore vectorStore;<\/p>\n
\/\/ \u6bcf\u8f6e\u5bf9\u8bdd\u7ed3\u675f\u540e，\u628a\u5185\u5bb9\u5b58\u5165\u5411\u91cf\u5e93
\n public void remember(String sessionId, String userMsg, String aiMsg) {
\n Document doc = new Document(
\n "\u7528\u6237\u8bf4：" + userMsg + "\\\\nAI \u7b54：" + aiMsg,
\n Map.of("sessionId", sessionId, "timestamp", System.currentTimeMillis())
\n );
\n vectorStore.add(List.of(doc));
\n }<\/p>\n
\/\/ \u7528\u6237\u63d0\u95ee\u65f6，\u68c0\u7d22\u76f8\u5173\u5386\u53f2
\n public List<Document> recall(String sessionId, String question, int topK) {
\n return vectorStore.similaritySearch(
\n SearchRequest.builder()
\n .query(question)
\n .topK(topK)
\n .filterExpression("sessionId == '" + sessionId + "'")
\n .build()
\n );
\n }
\n}<\/p>\n
\u4f18\u70b9：\u5bb9\u91cf\u5927（\u5b58\u591a\u5c11\u90fd\u884c）\u3001\u68c0\u7d22\u7cbe\u51c6（\u53ea\u5e26\u76f8\u5173\u5386\u53f2）\u3001\u5929\u7136\u652f\u6301\u8de8\u4f1a\u8bdd\u957f\u671f\u8bb0\u5fc6\u3002<\/p>\n
\u7f3a\u70b9：\u67b6\u6784\u91cd（\u8981\u5f15\u5165\u5411\u91cf\u5e93）\u3001\u591a\u4e00\u6b21\u68c0\u7d22\u5ef6\u8fdf（\u51e0\u5341\u6beb\u79d2）\u3001\u5386\u53f2\u7247\u6bb5\u600e\u4e48\u5207\u5206\u6709\u8bb2\u7a76\u3002<\/p>\n
\u9762\u8bd5\u5b98\u95ee"\u4f60\u600e\u4e48\u63a7\u5236 Token"，\u5149\u8bf4"\u538b\u7f29\u5386\u53f2"\u4e0d\u591f，\u5f97\u6709\u5177\u4f53\u65b9\u6cd5\u3002<\/p>\n
\u7b2c\u4e00\u6b65：\u4f30\u7b97\u3002 \u4e2d\u6587\u573a\u666f\u6709\u4e2a\u7c97\u7565\u516c\u5f0f：1 \u4e2a\u6c49\u5b57 \u2248 1.5~2 \u4e2a Token，1 \u4e2a\u82f1\u6587\u5b57\u7b26 \u2248 0.3 \u4e2a Token\u3002\u4e0d\u591f\u7cbe\u786e，\u4f46\u505a\u9884\u7b97\u591f\u7528\u3002\u8981\u7cbe\u786e\u5c31\u8c03 API \u7684 tokenizer \u63a5\u53e3，\u6216\u8005\u7528 tiktoken \u5e93：<\/p>\n
\/\/ OpenAI \u5b98\u65b9 tiktoken \u7684 Java \u79fb\u690d\u7248
\nint tokens = EncoderFactory.get().encoder()
\n .encode(prompt)
\n .size();<\/p>\n
\u7b2c\u4e8c\u6b65：\u5206\u7ea7\u9884\u7b97\u3002 \u6211\u4e60\u60ef\u6309\u6bd4\u4f8b\u5206\u914d，\u4ee5 8K \u7a97\u53e3\u4e3a\u4f8b：<\/p>\n
public class TokenBudget {<\/p>\n
private static final int WINDOW = 8000;<\/p>\n
\/\/ \u5404\u90e8\u5206\u9884\u7b97（\u7ed9\u5f53\u524d\u95ee\u9898\u7559\u8db3\u7a7a\u95f4）
\n private static final int SYSTEM_BUDGET = (int) (WINDOW * 0.15); \/\/ 1200
\n private static final int HISTORY_BUDGET = (int) (WINDOW * 0.50); \/\/ 4000
\n private static final int RAG_BUDGET = (int) (WINDOW * 0.20); \/\/ 1600
\n private static final int QUESTION_BUDGET = (int) (WINDOW * 0.15); \/\/ 1200<\/p>\n
public List<Message> assemble(String question,
\n List<Message> history,
\n List<Document> ragDocs) {
\n \/\/ \u5386\u53f2\u8d85\u9884\u7b97 \u2192 \u4ece\u65e7\u5230\u65b0\u622a\u65ad，\u6216\u89e6\u53d1\u6458\u8981
\n List<Message> trimmedHistory = fitHistory(history, HISTORY_BUDGET);
\n \/\/ RAG \u6587\u6863\u8d85\u9884\u7b97 \u2192 \u53ea\u4fdd\u7559\u6700\u76f8\u5173\u7684
\n List<Document> trimmedDocs = fitDocs(ragDocs, RAG_BUDGET);
\n return buildMessages(trimmedDocs, trimmedHistory, question);
\n }
\n}<\/p>\n
\u7b2c\u4e09\u6b65：\u8d85\u9884\u7b97\u7684\u964d\u7ea7\u7b56\u7565\u3002 \u6309\u4f18\u5148\u7ea7\u4e22\u5f03：\u5148\u4e22\u6700\u8001\u7684\u5bf9\u8bdd \u2192 \u518d\u89e6\u53d1\u6458\u8981\u538b\u7f29 \u2192 \u518d\u4e22\u4f4e\u76f8\u5173\u5ea6 RAG \u6587\u6863 \u2192 \u5982\u679c\u8fd8\u4e0d\u591f，\u660e\u786e\u544a\u8bc9\u7528\u6237"\u5bf9\u8bdd\u592a\u957f，\u8bf7\u5f00\u542f\u65b0\u4f1a\u8bdd"\u3002\u5b81\u53ef\u964d\u7ea7，\u4e0d\u8981\u786c\u585e\u5bfc\u81f4 API \u62a5\u9519\u3002<\/p>\n
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| \u6ed1\u52a8\u7a97\u53e3<\/td>\n | \u96f6<\/td>\n | \u53ea\u8bb0\u6700\u8fd1 N \u8f6e<\/td>\n | \u5ba2\u670d\u3001\u5355\u8f6e\u95ee\u7b54<\/td>\n<\/tr>\n |
| \u6458\u8981\u8bb0\u5fc6<\/td>\n | \u4f4e<\/td>\n | \u8bb0\u5173\u952e\u4e8b\u5b9e，\u4e22\u7ec6\u8282<\/td>\n | \u591a\u8f6e\u4e1a\u52a1\u5bf9\u8bdd<\/td>\n<\/tr>\n |
| \u5411\u91cf\u8bb0\u5fc6<\/td>\n | \u9ad8<\/td>\n | \u7cbe\u51c6\u53ec\u56de，\u5bb9\u91cf\u5927<\/td>\n | Agent\u3001\u957f\u671f\u8bb0\u5fc6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u751f\u4ea7\u73af\u5883\u7684\u6b63\u786e\u59ff\u52bf\u662f\u7ec4\u5408\u62f3：\u6ed1\u52a8\u7a97\u53e3\u4fdd\u5e95（\u9632\u6b62\u8d85\u7a97\u62a5\u9519）+ \u6458\u8981\u8bb0\u5fc6\u515c\u5e95（\u4fdd\u7559\u5173\u952e\u4e8b\u5b9e）+ \u5411\u91cf\u8bb0\u5fc6\u589e\u5f3a（\u9700\u8981\u65f6\u7cbe\u51c6\u53ec\u56de）\u3002<\/p>\n \u53e6\u5916\u4e24\u4e2a\u5fc5\u7b54\u7684\u7ec6\u8282：<\/p>\n \u7b2c\u4e00，Token \u9884\u7b97\u8981\u4e3b\u52a8\u63a7\u5236\u3002 \u4e0d\u8981\u7b49\u7a97\u53e3\u6ee1\u4e86\u518d\u622a\u65ad\u3002\u6bcf\u6b21\u7ec4\u88c5\u8bf7\u6c42\u524d，\u4f30\u7b97\u4e00\u4e0b\u603b Token（\u7cfb\u7edf\u63d0\u793a + \u5386\u53f2 + \u68c0\u7d22 + \u95ee\u9898），\u7ed9\u5f53\u524d\u95ee\u9898\u7559\u8db3\u7a7a\u95f4\u3002\u5e38\u89c1\u505a\u6cd5：\u5386\u53f2\u538b\u7f29\u5230\u7a97\u53e3\u7684 50% \u4ee5\u5185，\u68c0\u7d22\u7ed3\u679c 20%，\u7cfb\u7edf\u63d0\u793a 15%，\u95ee\u9898 15%\u3002<\/p>\n \u7b2c\u4e8c，128K \u7a97\u53e3\u4e0d\u662f\u8ba9\u4f60\u5168\u585e\u8fdb\u53bb\u7684\u3002 \u8fd9\u662f\u9762\u8bd5\u5b98\u6700\u7231\u6316\u7684\u5751\u3002\u7a97\u53e3\u8d8a\u5927\u8d8a\u8d35（\u6309 Token \u8ba1\u8d39）\u3001\u8d8a\u6162（\u5904\u7406\u65f6\u95f4\u957f）\u3001\u8d8a\u5bb9\u6613\u5206\u5fc3（\u6ce8\u610f\u529b\u88ab\u65e0\u5173\u5185\u5bb9\u7a00\u91ca）\u3002\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u76ee\u6807\u4e0d\u662f"\u585e\u6ee1"，\u662f"\u53ea\u5e26\u8be5\u5e26\u7684"\u3002<\/p>\n \n 🎯 \u9762\u8bd5\u5b98\u89c6\u89d2\u7684\u6807\u51c6\u56de\u7b54<\/h3>\n\u5982\u679c\u9762\u8bd5\u5b98\u95ee："\u957f\u5bf9\u8bdd\u4e2d AI \u5931\u5fc6\u4e86\u600e\u4e48\u529e？"<\/p>\n \u5148\u89e3\u91ca\u6839\u56e0：\u5927\u6a21\u578b\u672c\u8eab\u6ca1\u6709\u8bb0\u5fc6，\u6240\u8c13\u591a\u8f6e\u5bf9\u8bdd\u662f\u628a\u5386\u53f2\u91cd\u65b0\u62fc\u8fdb Prompt \u518d\u53d1\u9001\u3002\u4e0a\u4e0b\u6587\u7a97\u53e3\u6709\u9650，\u5386\u53f2\u592a\u957f\u5c31\u4f1a\u8d85\u7a97，\u6846\u67b6\u81ea\u52a8\u622a\u65ad\u6700\u65e9\u7684\u90e8\u5206，\u5bfc\u81f4 AI"\u5931\u5fc6"\u3002\u6211\u7684\u89e3\u51b3\u65b9\u6848\u662f\u4e09\u5c42\u8bb0\u5fc6：\u7b2c\u4e00\u5c42，\u6ed1\u52a8\u7a97\u53e3\u4fdd\u5e95\u3002\u4fdd\u7559\u6700\u8fd1 N 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\u5360\u6bd4，\u7ed9\u5f53\u524d\u95ee\u9898\u7559\u8db3\u7a7a\u95f4\u3002\u8fd8\u8981\u5f3a\u8c03\u4e00\u70b9：\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u662f\u8d8a\u5927\u8d8a\u597d，\u8d8a\u5927\u8d8a\u8d35\u8d8a\u6162，\u8bb0\u5fc6\u7ba1\u7406\u7684\u6838\u5fc3\u662f"\u53ea\u5e26\u8be5\u5e26\u7684"\u3002<\/p>\n \n \u4e0b\u4e00\u7bc7\u804a AIGC \u9762\u8bd5\u5fc5\u8003\u7684\u53e6\u4e00\u5ea7\u5927\u5c71\u2014\u2014\u5e7b\u89c9\u3002AI \u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053，\u6839\u56e0\u5230\u5e95\u662f\u4ec0\u4e48？RAG\u3001\u63d0\u793a\u7ea6\u675f\u3001\u89e3\u7801\u53c2\u6570\u3001\u4e8b\u540e\u6821\u9a8c，\u56db\u5c42\u9632\u7ebf\u600e\u4e48\u642d？<\/p>\n","protected":false},"excerpt":{"rendered":" \u9762\u8bd5\u5b98\u7ffb\u7740\u7b80\u5386：\\”\u4f60\u505a\u8fc7 AI \u5ba2\u670d？\\”\u5019\u9009\u4eba\u70b9\u5934：\\”\u5bf9，\u77e5\u8bc6\u5e93\u95ee\u7b54 \u591a\u8f6e\u5bf9\u8bdd\u3002\\”\\”\u7528\u6237\u8ddf AI \u804a\u4e86 20 \u8f6e\u4e4b\u540e，AI 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