{"id":1598,"date":"2026-10-24T17:16:52","date_gmt":"2026-10-24T09:16:52","guid":{"rendered":"https:\/\/blog.humh.cn\/?p=1598"},"modified":"2026-10-24T20:06:29","modified_gmt":"2026-10-24T12:06:29","slug":"ai-%e6%99%ba%e8%83%bd%e9%99%aa%e4%bc%b4%e5%ae%a2%e6%9c%8d%e9%a1%b9%e7%9b%ae%e4%bb%8b%e7%bb%8d","status":"publish","type":"post","link":"https:\/\/blog.humh.cn\/?p=1598","title":{"rendered":"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote\"><p>\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u300c\u60c5\u611f\u966a\u4f34 NPC + \u667a\u80fd\u5ba2\u670d\u300d\u4e00\u4f53\u5316\u5bf9\u8bdd\u7cfb\u7edf\uff0c\u4e3a App \u6570\u767e\u4e07\u7528\u6237\u63d0\u4f9b\u62df\u4eba\u5316\u60c5\u611f\u966a\u4f34\u4e0e\u5404\u7c7b APP \u4f7f\u7528\u95ee\u9898\u6216\u4e1a\u52a1\u95ee\u9898\u7684\u81ea\u52a8\u5316\u5ba2\u670d\u670d\u52a1\u3002<\/p><\/blockquote>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1>\u4e00\u3001\u9879\u76ee\u6982\u8ff0<\/h1>\n\n\n\n<h2>1. \u9879\u76ee\u80cc\u666f<\/h2>\n\n\n\n<p>\u8be5 APP \u662f\u4e00\u6b3e\u4e2d\u8001\u5e74\u7528\u6237\u4e3a\u4e3b\u4f53\u7684 \u89c6\u9891\/\u76f8\u518c\/\u793e\u533a\/\u4ea4\u53cb \u7c7b App\u3002\u672c\u9879\u76ee\u4e3a App \u5185\u5d4c\u7684 AI \u5bf9\u8bdd\u670d\u52a1\uff0c\u627f\u62c5\u4e24\u7c7b\u89d2\u8272\uff1a<\/p>\n\n\n\n<ul><li><strong>\u60c5\u611f\u966a\u4f34 NPC<\/strong>\uff1a\u865a\u62df\u89d2\u8272\u300cxxx\u300d\u4ee5\u771f\u5b9e\u670b\u53cb\u7684\u8eab\u4efd\u4e0e\u7528\u6237\u957f\u671f\u5bf9\u8bdd\uff0c\u5177\u5907\u8bb0\u5fc6\u3001\u4eb2\u5bc6\u5ea6\u6210\u957f\u3001\u65e5\u7a0b\u751f\u6d3b\u611f\u3001\u60c5\u7eea\u611f\u77e5\u7b49\u80fd\u529b\uff1b<\/li><li><strong>\u667a\u80fd\u5ba2\u670d<\/strong>\uff1a\u81ea\u52a8\u56de\u7b54 \u4ea7\u54c1\u4f7f\u7528\/\u95ee\u9898\u53cd\u9988\/\u4f1a\u5458\u3001\u8ba2\u5355\u3001\u652f\u4ed8\u7b49\u5185\u5bb9\u67e5\u8be2 \u95ee\u9898\uff0c\u5fc5\u8981\u65f6\u81ea\u52a8\u521b\u5efa\u5de5\u5355\u5e76\u8f6c\u63a5\u4eba\u5de5\u5ba2\u670d\u3002<\/li><\/ul>\n\n\n\n<h2>2. \u6838\u5fc3\u80fd\u529b<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u80fd\u529b<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>\u56db\u5c42\u8bb0\u5fc6\u4f53\u7cfb<\/td><td>\u77ed\u671f\u5411\u91cf\u8bb0\u5fc6 \u2192 \u4e2d\u671f\u6458\u8981 \u2192 \u957f\u671f\u4e8b\u5b9e\u56fe\u8c31 \u2192 \u7528\u6237\u753b\u50cf\uff0c\u5b9e\u73b0&#8221;\u8d8a\u804a\u8d8a\u61c2\u4f60&#8221;<\/td><\/tr><tr><td>\u4eb2\u5bc6\u5ea6\u6210\u957f\u7cfb\u7edf<\/td><td>\u5f52\u4e00\u5316 0~1 \u7684\u4eb2\u5bc6\u5ea6\u6a21\u578b\uff0c\u542b\u884c\u4e3a\u52a0\u6743\u3001\u975e\u7ebf\u6027\u8870\u51cf\u3001\u9632\u5237\u4e0a\u9650\u3001\u7b49\u7ea7\u786c\u95e8\u69db<\/td><\/tr><tr><td>\u60c5\u7eea\/\u610f\u56fe\u5f15\u64ce<\/td><td>LLM \u9a71\u52a8\u7684 16 \u79cd\u60c5\u7eea \u00d7 17 \u79cd\u610f\u56fe\u7ed3\u6784\u5316\u5206\u6790\uff0c\u652f\u6491\u8def\u7531\u4e0e\u7b56\u7565\u51b3\u7b56<\/td><\/tr><tr><td>\u8fb9\u754c\u9632\u62a4<\/td><td>6 \u7c7b\u8d8a\u754c\u610f\u56fe\u8bc6\u522b + \u5206\u5c42 Prompt + \u591a\u5c42\u5b89\u5168\u540e\u6821\u9a8c\uff0c\u517c\u987e\u4f53\u9a8c\u4e0e\u5b89\u5168<\/td><\/tr><tr><td>RAG \u77e5\u8bc6\u5ba2\u670d<\/td><td>\u6df7\u5408\u68c0\u7d22 + \u91cd\u6392 + LLM \u7f6e\u4fe1\u5ea6\u8bc4\u4f30 + \u5206\u7ea7\u56de\u590d\uff0c\u4f4e\u7f6e\u4fe1\u5ea6\u81ea\u52a8\u8f6c\u4eba\u5de5<\/td><\/tr><tr><td>ReAct \u5de5\u5177\u8c03\u7528<\/td><td>\u8ba2\u5355\/VIP \u67e5\u8be2\u5de5\u5177\u5316\uff0c\u767d\u540d\u5355\u53c2\u6570\u6ce8\u5165\u9632\u5e7b\u89c9\uff0cRAG+Agent \u7ed3\u679c LLM \u878d\u5408<\/td><\/tr><tr><td>\u5de5\u5355\u95ed\u73af<\/td><td>\u81ea\u52a8\u5efa\u5355\/\u590d\u7528\u3001\u72b6\u6001\u53cc\u5411\u540c\u6b65\u3001\u8f6c\u4eba\u5de5\u540e 9 \u79cd\u8ddf\u8fdb\u7b56\u7565\u6301\u7eed\u5e94\u7b54<\/td><\/tr><tr><td>\u9ad8\u53ef\u7528<\/td><td>\u6a21\u578b\u591a\u7ea7\u964d\u7ea7\u63a2\u9488\u6062\u590d\u3001\u5206\u5e03\u5f0f\u6d88\u606f\u6d88\u8d39\u3001\u53cc\u9636\u6bb5\u5065\u5eb7\u68c0\u67e5\u3001Sentry \u5168\u94fe\u8def\u8ffd\u8e2a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2>3. \u6211\u7684\u89d2\u8272<\/h2>\n\n\n\n<p>\u8d1f\u8d23\u4ee5\u4e0b\u8bbe\u8ba1\u4e0e\u5b9e\u73b0<\/p>\n\n\n\n<ul><li>\u6574\u4e2a\u5bf9\u8bdd\u4e3b\u94fe\u8def\u5404\u73af\u8282\u7ec6\u8282\u5b9e\u73b0\uff08\u542bAPP\u4ea4\u4e92\uff09<\/li><li>RAG \u68c0\u7d22\u94fe\u8def<\/li><li>\u77e5\u8bc6\u5e93\u8865\u5145\u589e\u5f3a\uff08\u542b\u77e5\u8bc6\u5b9e\u65f6\u5165\u5e93\u5185\u90e8\u5ba1\u6838\u7cfb\u7edf\u7684\u524d\u7aef\u4e0e\u540e\u7aef\uff09<\/li><li>\u5185\u5bb9\u6570\u636e\u67e5\u8be2 ReAct Agent \u5b8c\u6574\u5b9e\u73b0<\/li><li>\u6a21\u578b\u53ef\u89c2\u6d4b\u6027\u4e0e\u8d44\u6e90\u7edf\u8ba1<\/li><li>\u7528\u6237\u957f\u671f\u4e8b\u5b9e\u56fe\u8c31<\/li><li>\u60c5\u7eea\u4e0e\u610f\u56fe\u8bc6\u522b\u7ec6\u8282\u8c03\u4f18<\/li><li>\u5b89\u5168\u9632\u62a4\u68c0\u6d4b<\/li><li>\u6570\u636e\uff1a\u6570\u636e\u63a2\u67e5\u4e0e\u6570\u636e\u5206\u6790\uff0c\u5982 IM \u5206\u6790\u3001\u5de5\u5355\u8f6c\u4eba\u5de5\u7387\u3001\u8d44\u6e90\u6d88\u8017\u7edf\u8ba1\u7b49<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1>\u4e8c\u3001\u6280\u672f\u6808<\/h1>\n\n\n\n<h2>1. \u8bed\u8a00\u4e0e\u6846\u67b6<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u7c7b\u522b<\/th><th>\u9009\u578b<\/th><\/tr><\/thead><tbody><tr><td>\u8bed\u8a00<\/td><td>Python 3.11<\/td><\/tr><tr><td>Web<\/td><td>Flask 3.x + Flask-SocketIO\uff08<strong>gevent \u534f\u7a0b\u67b6\u6784<\/strong>\uff0c\u5165\u53e3 <code>monkey.patch_all()<\/code> \u5168\u91cf\u8865\u4e01\uff09<\/td><\/tr><tr><td>\u5b9e\u65f6\u901a\u4fe1<\/td><td>WebSocket\uff08<code>user_message<\/code> \u4e8b\u4ef6\uff09+ HTTP \u53cc\u901a\u9053<\/td><\/tr><tr><td>\u914d\u7f6e\u4e2d\u5fc3<\/td><td>Apollo\uff08\u81ea\u7814\u5ba2\u6237\u7aef\uff0c\u591a\u7ea7\u7f13\u5b58 + Long Polling \u70ed\u66f4\u65b0 + HMAC \u7b7e\u540d\uff09<\/td><\/tr><tr><td>\u53ef\u89c2\u6d4b<\/td><td>Sentry\uff087 \u79cd\u96c6\u6210\u63d2\u4ef6\uff09\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u65e5\u5fd7\u3001LLM Token \u7528\u91cf\/\u8d39\u7528\u8bb0\u8d26<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2>2. \u6a21\u578b\u670d\u52a1\uff08\u963f\u91cc\u4e91 DashScope\uff0cOpenAI \u517c\u5bb9\u534f\u8bae\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6a21\u578b<\/th><th>\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td>qwen3-max \/ qwen3-next-80b-a3b-instruct \/ qwen-max<\/td><td>\u5bf9\u8bdd\u751f\u6210\u4e3b\u529b\uff0c\u53cc\u6a21\u578b\u4e92\u5907<\/td><\/tr><tr><td>qwen3-omni-flash<\/td><td>\u8bed\u97f3\u591a\u6a21\u6001\u8f93\u5165\u5206\u6790<\/td><\/tr><tr><td>text-embedding-v4\uff081024 \u7ef4\uff09<\/td><td>\u5411\u91cf\u5316<\/td><\/tr><tr><td>gte-rerank-v2<\/td><td>\u68c0\u7d22\u7cbe\u6392<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2>3. \u5b58\u50a8\u9009\u578b\uff08\u6309\u6570\u636e\u5f62\u6001\u5206\u5c42\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5b58\u50a8<\/th><th>\u627f\u8f7d\u6570\u636e<\/th><\/tr><\/thead><tbody><tr><td><strong>Weaviate<\/strong> \u5411\u91cf\u5e93<\/td><td>\u77ed\u671f\u8bb0\u5fc6\uff08Umem\uff09\u3001\u4e2d\u671f\u6458\u8981\u3001NPC \u966a\u4f34\u8bb0\u5fc6\/L2 \u4eba\u8bbe\u77e5\u8bc6\/\u65e5\u7a0b\u3001\u5ba2\u670d QA \u77e5\u8bc6\u5e93<\/td><\/tr><tr><td><strong>Neo4j<\/strong> \u56fe\u6570\u636e\u5e93<\/td><td>\u7528\u6237\u957f\u671f\u4e8b\u5b9e\u56fe\u8c31\uff08User\u2013Fact\u2013Topic\uff09<\/td><\/tr><tr><td><strong>MongoDB<\/strong><\/td><td>\u804a\u5929\u5386\u53f2\u3001\u7528\u6237\u753b\u50cf\u3001\u4eb2\u5bc6\u5ea6\u6d41\u6c34\u3001\u5173\u7cfb\u5feb\u7167\u3001\u60c5\u7eea\u72b6\u6001\u3001Token \u8d39\u7528<\/td><\/tr><tr><td><strong>MySQL<\/strong><\/td><td>LLM \u8c03\u7528\u65e5\u5fd7\u3001\u5ba2\u670d\u4f1a\u8bdd\u72b6\u6001\u3001\u5de5\u5355\u4e0a\u4e0b\u6587<\/td><\/tr><tr><td><strong>PostgreSQL + pgvector<\/strong><\/td><td>\u77e5\u8bc6\u5e93\u6587\u6863\uff08\u5411\u91cf\u5217 + tsvector \u5168\u6587\uff09<\/td><\/tr><tr><td><strong>Redis<\/strong><\/td><td>\u6a21\u578b\u964d\u7ea7\u72b6\u6001\u3001\u5206\u5e03\u5f0f\u9501\u3001\u6d88\u606f\u961f\u5217\u3001\u6d3b\u8dc3\/\u7070\u5ea6\u72b6\u6001\u3001\u5404\u7c7b\u7f13\u5b58<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1>\u4e09\u3001\u603b\u4f53\u67b6\u6784<\/h1>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710.png\" target=\"_blank\" rel=\"noopener\"><img width=\"3096\" height=\"1346\" class=\"wp-image-1607 lazyload\" title=\"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710.png 3096w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710-300x130.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710-1024x445.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710-768x334.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710-1536x668.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024192512710-2048x890.png 2048w\" sizes=\"(max-width: 3096px) 100vw, 3096px\"><\/a><\/figure>\n\n\n\n<h2>1. \u8bf7\u6c42\u5904\u7406\u4e3b\u94fe\u8def<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235.png\" target=\"_blank\" rel=\"noopener\"><img width=\"2967\" height=\"2127\" class=\"wp-image-1613 lazyload\" title=\"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235.png 2967w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235-300x215.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235-1024x734.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235-768x551.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235-1536x1101.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195004235-2048x1468.png 2048w\" sizes=\"(max-width: 2967px) 100vw, 2967px\"><\/a><\/figure>\n\n\n\n<h2>2. \u5173\u952e\u5de5\u7a0b\u8bbe\u8ba1<\/h2>\n\n\n\n<p><strong>\u2460 greenlet \u4e0a\u4e0b\u6587\u4f20\u9012\uff08\u5168\u534f\u7a0b\u67b6\u6784\u7684\u5730\u57fa\uff09<\/strong><br>gevent \u73af\u5883\u4e0b\u6ca1\u6709 thread-local \u53ef\u7528\u7684\u8bf7\u6c42\u4e0a\u4e0b\u6587\u3002\u9879\u76ee\u5b9e\u73b0\u4e86\u4ee5 greenlet identity \u4e3a key \u7684\u534f\u7a0b\u672c\u5730\u5b58\u50a8\uff08<code>tool\/context.py<\/code>\uff09\uff0cuser_id\/npc_id\/message_id \u4e09\u5143\u7ec4\u5728\u4e09\u4e2a\u5165\u53e3\uff08HTTP before_request\u3001SocketIO \u88c5\u9970\u5668\u3001IM \u6d88\u8d39\u8005\u534f\u7a0b\uff09\u7edf\u4e00\u6ce8\u5165\uff1b<code>safe_spawn<\/code> \u542f\u52a8\u5f02\u6b65\u534f\u7a0b\u65f6\u81ea\u52a8\u62f7\u8d1d\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u4f7f\u65e5\u5fd7\u3001Sentry\u3001\u5f02\u6b65\u8bb0\u5fc6\u5199\u5165\u5929\u7136\u643a\u5e26\u7528\u6237\u7ef4\u5ea6\uff0c\u4e14 finally \u7edf\u4e00\u6e05\u7406\u9632\u6cc4\u6f0f\u3002<\/p>\n\n\n\n<p><strong>\u2461 \u53ef\u63d2\u62d4\u89c4\u5219\u5f15\u64ce\uff08\u8d23\u4efb\u94fe\u6a21\u5f0f\uff09<\/strong><br><code>InputRule<\/code>\/<code>OutputRule<\/code> \u57fa\u7c7b + \u4f18\u5148\u7ea7\u6ce8\u518c\u6392\u5e8f\u3002\u8f93\u5165\u89c4\u5219\u53ef\u8bbe\u7f6e <code>skip_llm<\/code> \u77ed\u8def\u6574\u4e2a LLM \u8c03\u7528\uff08\u5feb\u6377\u56de\u590d\u3001\u9632\u6ce8\u5165\u62e6\u622a\u3001\u963f\u91cc\u4e91\u5185\u5bb9\u5b89\u5168\uff09\uff0c\u8f93\u51fa\u89c4\u5219\u505a\u540e\u5904\u7406\uff08Markdown \u5265\u79bb\u3001AI \u8eab\u4efd\u5b88\u62a4\u3001\u5b9e\u65f6\u4fe1\u606f\u5e7b\u89c9\u9632\u62a4\u3001emoji \u9891\u63a7\u3001\u6807\u70b9\u5f52\u4e00\u5316\uff09\u3002\u5355\u89c4\u5219\u5f02\u5e38\u9694\u79bb\u4e0d\u5f71\u54cd\u4e3b\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p><strong>\u2462 \u5f02\u6b65\u540e\u7f6e\u4efb\u52a1<\/strong><br>\u8bb0\u5fc6\u5199\u5165\u3001\u4e8b\u5b9e\u62bd\u53d6\u3001\u753b\u50cf\u66f4\u65b0\u3001\u4eb2\u5bc6\u5ea6\u66f4\u65b0\u3001\u57cb\u70b9\u7b49\u5168\u90e8\u901a\u8fc7 <code>safe_spawn<\/code> \u5f02\u6b65\u6267\u884c\uff0c\u4e0d\u963b\u585e\u56de\u590d RT\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1>\u56db\u3001NPC \u60c5\u611f\u966a\u4f34\u4f53\u7cfb<\/h1>\n\n\n\n<h2>1. \u56db\u5c42\u8bb0\u5fc6\u67b6\u6784<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195328752.png\" target=\"_blank\" rel=\"noopener\"><img width=\"876\" height=\"1024\" class=\"wp-image-1614 lazyload\" title=\"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195328752-876x1024.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195328752-876x1024.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195328752-876x1024.png 876w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195328752-257x300.png 257w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195328752-768x897.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195328752-1314x1536.png 1314w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195328752.png 1697w\" sizes=\"(max-width: 876px) 100vw, 876px\"><\/a><\/figure>\n\n\n\n<p><strong>\u6d41\u8f6c\u673a\u5236<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u6bcf\u8f6e\uff1a\u8f93\u5165\u7ecf\u60c5\u7eea\u5206\u6790\u540e\u5199\u5165\u77ed\u671f\u8bb0\u5fc6\uff08\u76f8\u4f3c\u5ea6 0.9 \u53bb\u91cd\uff09\uff0c\u5f02\u6b65\u89e6\u53d1\u4e2d\u671f\u6458\u8981\u4e0e\u753b\u50cf\u589e\u91cf\u66f4\u65b0\uff1b<\/li><li>\u6bcf 5 \u8f6e\uff08Redis \u8ba1\u6570\u5668\uff09\uff1a\u89e6\u53d1<strong>\u6df1\u5ea6\u66f4\u65b0<\/strong>\u2014\u2014\u6279\u91cf\u4e8b\u5b9e\u62bd\u53d6\u5165 Neo4j\u3001LLM \u5168\u91cf\u91cd\u7ed8\u753b\u50cf\u3001\u91cd\u5efa\u4eb2\u5bc6\u5ea6\/\u610f\u56fe\u5feb\u7167\u3001\u66f4\u65b0\u60c5\u7eea\u72b6\u6001\uff1b<\/li><li>\u68c0\u7d22\u65f6\u6309\u300c\u4e3b\u9898\u547d\u4e2d\u300d\u52a8\u6001\u51b3\u5b9a\u52a0\u8f7d\u54ea\u5c42\u8bb0\u5fc6\u6ce8\u5165 Prompt\uff0c\u63a7\u5236 token \u6210\u672c\u3002<\/li><\/ul>\n\n\n\n<h2>2. \u60c5\u7eea\/\u610f\u56fe\u5f15\u64ce\uff08EmotionEngine\uff09<\/h2>\n\n\n\n<ul><li><strong>\u7eaf LLM \u8bed\u4e49\u7406\u89e3<\/strong>\u9a71\u52a8\uff0c\u65e0\u786c\u7f16\u7801\u5173\u952e\u8bcd\u5206\u7c7b\uff08\u5173\u952e\u8bcd\u4ec5\u505a\u5371\u673a\u76d1\u63a7\u544a\u8b66\uff09\uff1b<\/li><li>\u53cc\u6a21\u578b\u91cd\u8bd5\uff08\u4e3b\u6a21\u578b\u5931\u8d25\u964d\u7ea7\u5907\u7528\u6a21\u578b\uff09+ JSON Schema \u4e25\u683c\u6821\u9a8c\uff1b<\/li><li>\u5355\u6b21\u5206\u6790\u8f93\u51fa 8 \u5927\u6a21\u5757\uff1a\u610f\u56fe\uff0817 \u7c7b\uff09\u3001\u60c5\u7eea\uff0816 \u79cd\u4e3b\u60c5\u7eea + \u5f3a\u5ea6 + \u539f\u56e0 + NPC \u611f\u53d7\uff09\u3001\u4eb2\u5bc6\u5ea6\u53d8\u5316\u65b9\u5411\u3001\u4e3b\u9898\u3001\u8bb0\u5fc6\u5206\u7c7b\u3001\u4e8b\u5b9e\u67e5\u8be2\u6807\u8bb0\u7b49\uff0c\u4e00\u6b21\u8c03\u7528\u670d\u52a1\u5168\u4e0b\u6e38\uff1b<\/li><li>\u652f\u6301\u8bed\u97f3\u591a\u6a21\u6001\u8f93\u5165\uff08omni \u6a21\u578b\u76f4\u63a5\u5206\u6790\u97f3\u9891\uff09\u3002<\/li><\/ul>\n\n\n\n<h2>3. \u4eb2\u5bc6\u5ea6\u6210\u957f\u7cfb\u7edf<\/h2>\n\n\n\n<p>\u4e24\u5957\u534f\u540c\u7684\u4eb2\u5bc6\u5ea6\u8ba1\u7b97\u4f53\u7cfb\uff0c\u5bf9\u5916\u7edf\u4e00\u7531 <code>RelationshipSnapshotPipeline<\/code> \u63d0\u4f9b\u63a5\u53e3\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u4f53\u7cfb<\/th><th>\u804c\u8d23<\/th><\/tr><\/thead><tbody><tr><td>RelationshipSnapshotPipeline<\/td><td>\u65f6\u95f4\u52a0\u6743\u7d2f\u8ba1\u5206\uff087 \u5929\u7ebf\u6027\u8870\u51cf\uff09\u30017 \u7ea7\u5173\u7cfb\u7b49\u7ea7\uff08\u758f\u8fdc\u2192\u7f81\u7eca\uff09\u3001\u610f\u56fe\u8d8b\u52bf\u9884\u8b66\uff08\u63a8\u8fdb\u8fc7\u5feb\/\u56de\u907f\u503e\u5411\uff09\u3001\u7b49\u7ea7\u8dc3\u8fc1\u91cc\u7a0b\u7891\u4e8b\u4ef6<\/td><\/tr><tr><td>IntimacyManager<\/td><td>\u5f52\u4e00\u5316 0~1 \u7cbe\u7ec6\u6a21\u578b\uff1a\u6b63\/\u8d1f\u884c\u4e3a\u5dee\u5f02\u5316\u6743\u91cd\uff08\u6df1\u5ea6\u5206\u4eab 0.18 vs \u5bd2\u6684 0.003\uff1b\u4eba\u8eab\u653b\u51fb -0.20\uff09\u3001<strong>\u975e\u7ebf\u6027\u8870\u51cf<\/strong>\uff08\u8d8a\u63a5\u8fd1 1 \u8d8a\u96be\u63d0\u5347\uff09\u3001\u6bcf\u65e5\u4e0a\u9650\u9632\u5237\u3001\u7b49\u7ea7\u786c\u95e8\u69db\uff08\u5929\u6570+\u4e92\u52a8\u6b21\u6570\uff09\u3001\u8d1f\u5411\u884c\u4e3a\u7d2f\u8ba1\u5347\u7ea7\u3001\u51bb\u7ed3\u673a\u5236\u3001\u5168\u7a0b\u6d41\u6c34\u8d26\u5ba1\u8ba1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4eb2\u5bc6\u5ea6\u53cd\u5411\u9a71\u52a8\u5168\u5c40\u4f53\u9a8c\uff1aNPC \u4eba\u8bbe\u62ab\u9732\u5c42\u7ea7\uff08L2 \u77e5\u8bc6\u6309 <code>intimacy_min<\/code> \u8fc7\u6ee4\uff09\u3001\u8bed\u6c14\u5206\u7ea7\u3001\u8fb9\u754c\u5bb9\u5fcd\u5ea6\u3001emoji \u4f7f\u7528\u3001\u65e5\u7a0b\u5171\u540c\u6d3b\u52a8\uff08\u22650.6 \u89e3\u9501\u592b\u59bb\u5171\u540c\u505a\u996d\uff09\u3001\u4e3b\u52a8\u6d88\u606f\u7b56\u7565\u7b49\u3002<\/p>\n\n\n\n<h2>4. NPC \u62df\u4eba\u5316\u8bbe\u8ba1<\/h2>\n\n\n\n<ul><li><strong>\u4e09\u5c42\u4eba\u8bbe<\/strong>\uff1aL1 \u6838\u5fc3\u4eba\u683c\uff08MongoDB\uff0c\u6309\u4eb2\u5bc6\u5ea6\u56db\u5c42\u6df1\u5ea6\u7d2f\u52a0\u5408\u5e76\uff09\u2192 L2 \u60c5\u5883\u77e5\u8bc6\uff08Weaviate\uff0c17 \u4e2a\u751f\u6d3b\u6a21\u5757\uff0c\u4eb2\u5bc6\u5ea6\u540e\u7f6e\u8fc7\u6ee4 + \u300c\u4e8b\u5b9e\u9690\u7792\u6a21\u5757\u300d\u81ea\u7136\u9690\u7792\u800c\u975e\u786c\u62d2\u7edd\uff09\u2192 \u52a8\u6001\u65e5\u7a0b\uff08\u5929\u6c14\/\u8282\u6c14\/\u8282\u65e5\/\u5e93\u5b58\/\u6628\u65e5\u7761\u7720\u5171\u540c\u5f71\u54cd\u7684\u4e00\u6574\u5929\u65f6\u95f4\u7ebf\uff0c30+ \u4e8b\u4ef6\u7c7b\u578b\uff09\uff1b<\/li><li><strong>\u5fc3\u7406\u5e26\u5bbd\u6a21\u578b<\/strong>\uff1a\u7efc\u5408\u968f\u673a\u6ce2\u52a8 + \u4eb2\u5bc6\u5ea6 + \u5bf9\u8bdd\u75b2\u52b3 + \u4e0a\u8f6e\u8d28\u91cf\u8ba1\u7b97\u300c\u5fc3\u7406\u5e26\u5bbd\u300d\uff0c\u4f4e\u4e8e\u9608\u503c\u8fdb\u5165 REST \u6a21\u5f0f\uff08\u5141\u8bb8\u8bf4\u534a\u53e5\u8bdd\u3001\u5141\u8bb8\u4e0d\u89e3\u51b3\u4efb\u4f55\u95ee\u9898\uff09\uff0c\u907f\u514d NPC \u6c38\u8fdc\u7cbe\u529b\u5145\u6c9b\u7684\u673a\u5668\u611f\uff1b<\/li><li><strong>\u4e3b\u52a8\u6d88\u606f<\/strong>\uff1a\u56db\u7ea7\u5f39\u836f\uff08\u5f15\u5bfc\u63d0\u95ee &gt; LLM \u4e2a\u6027\u5316 &gt; \u9759\u6001\u6c60 &gt; \u515c\u5e95\u77ed\u8bed\uff09+ \u9012\u5ef6\u63a8\u9001\uff082\/10\/30\/120 \u5206\u949f\uff09+ \u6d3b\u8dc3\u65f6\u6bb5 + \u51b7\u5374\u63a7\u5236\uff1b<\/li><li><strong>\u9632\u91cd\u590d\u8868\u8fbe<\/strong>\uff1a\u8fd1 8 \u8f6e\u77ed\u53e5\u9ed1\u540d\u5355\u6ce8\u5165 Prompt\u3001NPC \u5df2\u95ee\u95ee\u9898\u8bb0\u5fc6\uff08\u5206\u6c38\u4e45\/\u6bcf\u65e5\uff0c\u6309\u4eb2\u5bc6\u5ea6\u9650\u5236\u63d0\u95ee\u6743\u9650\uff09\u3002<\/li><\/ul>\n\n\n\n<h2>5. \u8fb9\u754c\u9632\u62a4\uff08\u5b89\u5168 + \u4f53\u9a8c\u7684\u5e73\u8861\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619.png\" target=\"_blank\" rel=\"noopener\"><img width=\"3084\" height=\"606\" class=\"wp-image-1615 lazyload\" title=\"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619.png 3084w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619-300x59.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619-1024x201.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619-768x151.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619-1536x302.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195506619-2048x402.png 2048w\" sizes=\"(max-width: 3084px) 100vw, 3084px\"><\/a><\/figure>\n\n\n\n<p>\u8bbe\u8ba1\u539f\u5219\uff1a<strong>\u4e0d\u9053\u6b49\u3001\u4e0d\u5426\u5b9a\u7528\u6237\u60c5\u611f\u3001\u575a\u5b9a\u8bbe\u754c\u3001\u4fdd\u62a4\u81ea\u5c0a<\/strong>\uff1b\u8d8a\u4eb2\u5bc6\u8bed\u6c14\u8d8a\u67d4\u8f6f\uff0c\u4f46\u5e95\u7ebf\u4e0d\u53d8\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1>\u4e94\u3001\u667a\u80fd\u5ba2\u670d\u4f53\u7cfb<\/h1>\n\n\n\n<h2>1. \u4f1a\u8bdd\u8def\u7531\u51b3\u7b56\u6811\uff08ConversationRouter\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195916779.png\" target=\"_blank\" rel=\"noopener\"><img width=\"1557\" height=\"1967\" class=\"wp-image-1616 lazyload\" title=\"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195916779.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195916779.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195916779.png 1557w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195916779-237x300.png 237w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195916779-811x1024.png 811w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195916779-768x970.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024195916779-1216x1536.png 1216w\" sizes=\"(max-width: 1557px) 100vw, 1557px\"><\/a><\/figure>\n\n\n\n<p><strong>\u591a\u8f6e\u4e0a\u4e0b\u6587\u56db\u5c42\u7ba1\u7406<\/strong>\uff1a\u4f1a\u8bdd\u72b6\u6001\uff08MySQL\uff0cdirty-snapshot \u53ea\u5199\u53d8\u66f4 + \u5386\u53f2\u5feb\u7167\u5ba1\u8ba1\u8868\uff09\u3001\u95ee\u9898\u6458\u8981\uff08\u6bcf\u8f6e LLM \u91cd\u751f\u6210\uff0c\u542b\u8bdd\u9898\u5207\u6362\u68c0\u6d4b\uff09\u3001\u5df2\u786e\u8ba4\u4e8b\u5b9e\uff08MongoDB\uff0c\u4ece RAG \u56de\u590d\u4e2d\u63d0\u53d6\u53ef\u590d\u7528\u4e8b\u5b9e\uff09\u3001\u5bf9\u8bdd\u4e3b\u7ebf\uff08\u4e00\u53e5\u8bdd\u6838\u5fc3\u9648\u8ff0\uff0c\u6301\u7eed\u56de\u5e94\u7528\u6237\u8ffd\u95ee\u8d28\u7591\uff09\u3002<\/p>\n\n\n\n<h2>2. RAG \u68c0\u7d22\u94fe\u8def\uff08\u6838\u5fc3\u539f\u7406\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616.png\" target=\"_blank\" rel=\"noopener\"><img width=\"3080\" height=\"556\" class=\"wp-image-1617 lazyload\" title=\"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616.png 3080w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616-300x54.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616-1024x185.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616-768x139.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616-1536x277.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200039616-2048x370.png 2048w\" sizes=\"(max-width: 3080px) 100vw, 3080px\"><\/a><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u5173\u952e\u53d6\u820d\uff1a<strong>\u5b81\u53ef\u8f6c\u4eba\u5de5\uff0c\u4e0d\u7528\u4f4e\u7f6e\u4fe1\u5ea6\u7b54\u6848\u786c\u7b54<\/strong>\u2014\u2014\u7f6e\u4fe1\u5ea6\u4e0d\u8db3\u5373\u89e6\u53d1\u5de5\u5355\u8f6c\u4eba\u5de5\uff08<code>rag_low_confidence<\/code>\uff09\uff0c\u4fdd\u8bc1\u5ba2\u670d\u573a\u666f\u7684\u7b54\u6848\u53ef\u9760\u6027\u3002<\/p><\/blockquote>\n\n\n\n<h2>3. ReAct Agent\uff08\u8ba2\u5355\/VIP \u5de5\u5177\u8c03\u7528\uff09<\/h2>\n\n\n\n<ul><li><strong>\u7ecf\u5178 ReAct \u5faa\u73af<\/strong>\uff1aThought \u2192 Action \u2192 Action Input \u2192 Observation \u56db\u5143\u7ec4\u6eda\u52a8\uff0cMAX_STEPS=6 \u9632\u5931\u63a7\uff1b<\/li><li><strong>\u5de5\u5177\u96c6<\/strong>\uff1aVIP \u72b6\u6001\/\u8be6\u60c5\/\u5224\u65ad + \u6700\u8fd1\u8ba2\u5355\/\u6700\u540e\u4e00\u7b14\u8ba2\u5355\/\u6700\u540e\u4f1a\u5458\u8d2d\u4e70\/\u6700\u540e\u4e91\u76d8\u8d2d\u4e70\uff0c\u7ecf\u5185\u90e8\u5fae\u670d\u52a1 API \u67e5\u8be2\uff1b<\/li><li><strong>\u5b89\u5168\u8bbe\u8ba1<\/strong>\uff1a<ul><li>Pydantic \u5b9a\u4e49\u5de5\u5177\u53c2\u6570 Schema\uff08\u4e2d\u6587\u63cf\u8ff0\uff0c\u7f3a\u5931\u53c2\u6570\u7528\u4e2d\u6587\u53cb\u597d\u63d0\u793a\u5f15\u5bfc\u8865\u5145\uff09\uff1b<\/li><li><strong>\u767d\u540d\u5355\u53c2\u6570\u5f3a\u5236\u6ce8\u5165<\/strong>\u2014\u2014<code>user_id<\/code> \u7b49\u654f\u611f\u53c2\u6570\u4ece\u7cfb\u7edf\u4e0a\u4e0b\u6587\u8986\u76d6\uff0c\u675c\u7edd LLM \u7f16\u9020\u4ed6\u4eba ID \u8d8a\u6743\u67e5\u8be2\uff1b<\/li><li>\u6267\u884c\u65f6\u8fc7\u6ee4 Schema \u5916\u53c2\u6570\u9632\u6ce8\u5165\uff1bJSON\/\u5b57\u5178\/k=v\/\u4f4d\u7f6e\u53c2\u6570\u56db\u79cd\u89e3\u6790\u5bb9\u9519\uff1b<\/li><\/ul><\/li><li><strong>\u89e6\u53d1\u4f18\u5316<\/strong>\uff1a\u5173\u952e\u8bcd\u524d\u7f6e\u8fc7\u6ee4\uff0c\u907f\u514d\u65e0\u610f\u4e49\u7684 Agent \u8c03\u7528\u5f00\u9500\u3002<\/li><\/ul>\n\n\n\n<h2>4. \u5de5\u5355\u4e0e\u4eba\u5de5\u8f6c\u63a5\u95ed\u73af<\/h2>\n\n\n\n<ul><li><strong>\u89e6\u53d1\u6761\u4ef6<\/strong>\uff08\u4f18\u5148\u7ea7\uff09\uff1a\u7528\u6237\u4e3b\u52a8\u8981\u6c42\uff08\u5173\u952e\u8bcd\/\u611f\u77e5\uff09 &gt; \u60c5\u7eea\u5347\u7ea7\uff08\u5f3a\u5ea6\u22653 \u6216\u8fde\u7eed\u4e0a\u5347 2 \u8f6e\uff09 &gt; RAG \u4f4e\u7f6e\u4fe1\u5ea6\uff1b<\/li><li><strong>\u8f6c\u63a5\u6d41\u7a0b<\/strong>\uff1a\u67e5\u6d3b\u8dc3\u5de5\u5355\u590d\u7528\uff08\u907f\u514d\u91cd\u590d\u5efa\u5355\uff09\u2192 \u521b\u5efa\u5de5\u5355 + \u5bcc\u6587\u672c\u5361\u7247\u63a8\u9001 \u2192 \u7528\u6237\u540e\u7eed\u6d88\u606f\u81ea\u52a8\u540c\u6b65\u5de5\u5355 \u2192 \u6309\u4eba\u5de5\u5ba2\u670d\u5de5\u4f5c\u65f6\u95f4\u5dee\u5f02\u5316\u544a\u77e5\uff1b<\/li><li><strong>\u8f6c\u63a5\u540e\u4e0d\u505c\u6446<\/strong>\uff1a<code>post_handoff_followup<\/code> \u9636\u6bb5 9 \u79cd\u8ddf\u8fdb\u7b56\u7565\uff08\u603b\u7ed3\/\u6f84\u6e05\/\u60c5\u7eea\u627f\u63a5\/\u8fb9\u754c\u8bf4\u660e\/\u91cd\u590d\u8f6c\u4eba\u5de5\u5b89\u629a\/\u8bdd\u9898\u8fc7\u6e21\/\u6536\u5c3e\/\u7b49\u5f85\uff09\uff0c\u6301\u7eed\u4ee5\u300c\u4eba\u5de5\u5ba2\u670d\u4ee3\u7406\u300d\u89d2\u8272\u951a\u5b9a\u5e94\u7b54\uff1b<\/li><li><strong>\u72b6\u6001\u53cc\u5411\u540c\u6b65<\/strong>\uff1a\u4f1a\u8bdd\u521b\u5efa\u65f6\u540c\u6b65\u3001\u7528\u6237\u7ef4\u5ea6\u540c\u6b65\u3001\u5b9a\u65f6\u4efb\u52a1\uff08\u5206\u5e03\u5f0f\u9501\uff09\u6279\u91cf\u540c\u6b65\uff0c\u72b6\u6001\u53d8\u66f4\u5168\u91cf\u5165\u5386\u53f2\u5feb\u7167\u8868\u5ba1\u8ba1\u3002<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1>\u516d\u3001\u53ef\u9760\u6027\u4e0e\u5de5\u7a0b\u5316\u8bbe\u8ba1<\/h1>\n\n\n\n<h2>1. \u6a21\u578b\u591a\u7ea7\u964d\u7ea7\uff08ModelManager\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412.png\" target=\"_blank\" rel=\"noopener\"><img width=\"2090\" height=\"500\" class=\"wp-image-1618 lazyload\" title=\"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412.png 2090w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412-300x72.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412-1024x245.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412-768x184.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412-1536x367.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200214412-2048x490.png 2048w\" sizes=\"(max-width: 2090px) 100vw, 2090px\"><\/a><\/figure>\n\n\n\n<h2>2. \u5206\u5e03\u5f0f\u6d88\u606f\u5904\u7406\uff08IM \u8def\u5f84\uff09<\/h2>\n\n\n\n<ul><li><strong>Redis \u961f\u5217 + \u6bcf\u7528\u6237\u4e00\u4e2a\u6d88\u8d39\u8005<\/strong>\uff1a\u5206\u5e03\u5f0f\u542f\u52a8\u9501\u9632\u591a Pod \u91cd\u590d\u6d88\u8d39\u3001LRU \u6dd8\u6c70\u63a7\u5236\u6700\u5927 200 \u5e76\u53d1\u6d88\u8d39\u8005\u3001\u5fc3\u8df3\u4fdd\u6d3b\u3001\u6d88\u606f ID \u5e42\u7b49\u53bb\u91cd\uff1b<\/li><li><strong>\u6d88\u606f\u805a\u5408\u5668<\/strong>\uff1a\u672b\u5c3e\u65e0\u6807\u70b9\u7684\u300c\u672a\u8bf4\u5b8c\u300d\u6d88\u606f\u5ef6\u8fdf 15 \u79d2\u805a\u5408\uff0c\u591a\u6761\u77ed\u53e5\u5408\u5e76\u5904\u7406\uff0c\u5904\u7406\u671f\u95f4\u65b0\u6d88\u606f\u6392\u961f\u9632\u6253\u65ad\uff1b<\/li><li><strong>\u7070\u5ea6\u53d1\u5e03<\/strong>\uff1a\u6309\u7528\u6237 ID \u5c3e\u53f7\u7070\u5ea6\u8f6c\u53d1 beta \u73af\u5883\uff0c\u5931\u8d25\u81ea\u52a8\u56de\u9000\u672c\u5730\u3002<\/li><\/ul>\n\n\n\n<h2>3. \u5176\u4ed6\u5de5\u7a0b\u5316\u4eae\u70b9<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u8bbe\u8ba1<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>\u53cc\u9636\u6bb5\u5065\u5eb7\u68c0\u67e5<\/td><td>\u524d 3 \u6b21\u5b8c\u6574\u7aef\u5230\u7aef RAG \u94fe\u8def\u9a8c\u8bc1\uff08\u6a21\u578b\/\u77e5\u8bc6\u5e93\/\u89c4\u5219\u5168\u94fe\u8def\uff09\uff0c\u4e4b\u540e\u964d\u7ea7\u4e3a\u8f7b\u91cf\u4f9d\u8d56 ping\uff0c\u63a7\u5236 LLM \u8d39\u7528<\/td><\/tr><tr><td>\u540e\u53f0\u6279\u5904\u7406<\/td><td>\u5f85\u6df1\u5ea6\u66f4\u65b0\u7528\u6237\u540e\u53f0\u534f\u7a0b\u5904\u7406\uff1a\u5206\u5e03\u5f0f\u9501\u4fdd\u8bc1\u96c6\u7fa4\u5355\u5b9e\u4f8b\u3001\u6bcf 10 \u5206\u949f\u4e00\u6279\u3001\u5f02\u5e38\u81ea\u52a8\u91cd\u542f<\/td><\/tr><tr><td>\u77e5\u8bc6\u81ea\u8fdb\u5316\u95ed\u73af<\/td><td>\u5de5\u5355 \u2192 LLM \u62bd\u53d6 QA \u2192 \u4eba\u5de5\u5ba1\u6838\uff08Web \u9875 + Redis \u5f02\u6b65\u961f\u5217\uff09\u2192 \u6269\u5199\u5165\u5e93\uff0c\u77e5\u8bc6\u5e93\u6301\u7eed\u4ece\u771f\u5b9e\u95ee\u9898\u4e2d\u751f\u957f<\/td><\/tr><tr><td>Weaviate \u591a\u8282\u70b9\u6545\u969c\u8f6c\u79fb<\/td><td>\u751f\u4ea7\u73af\u5883\u591a\u8282\u70b9\u5ba2\u6237\u7aef\u81ea\u52a8\u5207\u6362<\/td><\/tr><tr><td>\u5168\u94fe\u8def\u8d39\u7528\u8bb0\u8d26<\/td><td>\u6bcf\u6b21 LLM\/embedding\/rerank \u8c03\u7528\u6309\u5b9a\u4ef7\u8bb0\u8d26\u5165 Mongo\uff0c\u652f\u6491\u6210\u672c\u5206\u6790<\/td><\/tr><tr><td>\u4e0a\u4e0b\u6587\u611f\u77e5\u65e5\u5fd7<\/td><td><code>getLogger()<\/code> \u81ea\u52a8\u6ce8\u5165\u8c03\u7528\u6a21\u5757 + user_id\/npc_id\/message_id\uff0c\u65e5\u5fd7\u5929\u7136\u6309\u7528\u6237\u53ef\u68c0\u7d22<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1>\u4e03\u3001\u90e8\u7f72\u67b6\u6784<\/h1>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200338835.png\" target=\"_blank\" rel=\"noopener\"><img width=\"1024\" height=\"443\" class=\"wp-image-1619 lazyload\" title=\"AI \u667a\u80fd\u966a\u4f34\u5ba2\u670d\u9879\u76ee\u4ecb\u7ecd\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200338835-1024x443.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200338835-1024x443.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200338835-1024x443.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200338835-300x130.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200338835-768x332.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200338835-1536x664.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/10\/20261024200338835-2048x885.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n\n\n\n<ul><li><strong>Embedding Proxy \u7684\u4f5c\u7528<\/strong>\uff1aWeaviate \u7684 <code>text2vec-transformers<\/code> \u6a21\u5757\u672c\u5e94\u52a0\u8f7d\u672c\u5730 BERT \u7c7b\u6a21\u578b\uff0c\u8fd9\u91cc\u7528 FastAPI \u4ee3\u7406\u628a\u8be5\u534f\u8bae<strong>\u7ffb\u8bd1<\/strong>\u4e3a DashScope <code>text-embedding-v4<\/code> \u8c03\u7528\u2014\u2014\u65e2\u4fdd\u7559 Weaviate \u81ea\u52a8\u5411\u91cf\u5316\u80fd\u529b\uff08insert\/near_text\uff09\uff0c\u53c8\u7edf\u4e00\u4e86\u5168\u9879\u76ee\u7684\u5411\u91cf\u7a7a\u95f4\uff081024 \u7ef4\uff09\uff0c\u5e76\u7701\u53bb\u81ea\u6258\u7ba1 embedding \u6a21\u578b\u7684 GPU \u6210\u672c\u3002<\/li><li>\u73af\u5883\u901a\u8fc7 <code>ENV<\/code> \u73af\u5883\u53d8\u91cf\u5207\u6362\uff08dev\/beta\/prod \u5bf9\u5e94\u4e0d\u540c Apollo \u5730\u5740\uff09\uff0c\u670d\u52a1\u542f\u52a8\u5f3a\u4f9d\u8d56 Apollo \u53ef\u8fbe\u3002<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1>\u516b\u3001\u9879\u76ee\u4eae\u70b9\u603b\u7ed3<\/h1>\n\n\n\n<ol><li><strong>\u4ece\u96f6\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u56db\u5c42\u8bb0\u5fc6\u67b6\u6784<\/strong>\uff08\u77ed\u671f\u5411\u91cf\u8bb0\u5fc6 \u2192 \u4e2d\u671f\u6458\u8981 \u2192 Neo4j \u957f\u671f\u4e8b\u5b9e\u56fe\u8c31 \u2192 MongoDB \u7528\u6237\u753b\u50cf\uff09\uff0c\u914d\u5408\u6bcf\u8f6e\u589e\u91cf + \u6bcf 5 \u8f6e\u6df1\u5ea6\u7684\u4e24\u7ea7\u62bd\u53d6\u8282\u594f\uff0c\u8ba9 AI \u966a\u4f34\u5177\u5907\u8de8\u4f1a\u8bdd\u7684&#8221;\u8bb0\u5fc6\u6210\u957f&#8221;\u80fd\u529b\uff1b<\/li><li><strong>\u8bbe\u8ba1\u5f52\u4e00\u5316\u4eb2\u5bc6\u5ea6\u6a21\u578b<\/strong>\uff1a\u6b63\/\u8d1f\u884c\u4e3a\u5dee\u5f02\u5316\u6743\u91cd\u3001\u975e\u7ebf\u6027\u8870\u51cf\u3001\u6bcf\u65e5\u4e0a\u9650\u9632\u5237\u3001\u7b49\u7ea7\u786c\u95e8\u69db\u4e0e\u51bb\u7ed3\u673a\u5236\uff0c\u5e76\u8ba9\u4eb2\u5bc6\u5ea6\u53cd\u5411\u9a71\u52a8\u4eba\u8bbe\u62ab\u9732\u3001\u8bed\u6c14\u3001\u8fb9\u754c\u5bb9\u5fcd\u5ea6\u7b49\u5168\u94fe\u8def\u4f53\u9a8c\uff1b<\/li><li><strong>\u6784\u5efa LLM \u9a71\u52a8\u7684\u60c5\u7eea\/\u610f\u56fe\u5f15\u64ce<\/strong>\uff1a\u4e00\u6b21\u7ed3\u6784\u5316\u5206\u6790\u8f93\u51fa 8 \u5927\u6a21\u5757\u670d\u52a1\u5168\u4e0b\u6e38\uff0c\u53cc\u6a21\u578b\u91cd\u8bd5 + JSON Schema \u5f3a\u6821\u9a8c\u4fdd\u8bc1\u7a33\u5b9a\u6027\uff1b<\/li><li><strong>\u5b9e\u73b0\u4eb2\u5bc6\u5ea6\u611f\u77e5\u7684\u8fb9\u754c\u9632\u62a4\u4f53\u7cfb<\/strong>\uff1a6 \u7c7b\u8fb9\u754c\u610f\u56fe \u00d7 \u5206\u5c42 Prompt \u00d7 \u591a\u5c42\u5b89\u5168\u540e\u6821\u9a8c\uff08\u7981\u6b62\u8bcd + \u5fc5\u8981\u4fe1\u53f7 + LLM \u4e8c\u5ba1\uff09\uff0c\u5728\u4f53\u9a8c\u4e0e\u5b89\u5168\u95f4\u53d6\u5f97\u5e73\u8861\uff1b<\/li><li><strong>\u642d\u5efa\u9ad8\u8d28\u91cf RAG \u5ba2\u670d\u94fe\u8def<\/strong>\uff1a\u95ee\u9898\u6269\u5199 + \u6df7\u5408\u68c0\u7d22 + rerank \u7cbe\u6392 + LLM \u7f6e\u4fe1\u5ea6\u4e09\u7ea7\u8bc4\u4f30 + \u5206\u7ea7\u56de\u590d\uff0c\u4f4e\u7f6e\u4fe1\u5ea6\u81ea\u52a8\u8f6c\u4eba\u5de5\uff0c\u4fdd\u8bc1\u7b54\u6848\u53ef\u9760\u6027\uff1b<\/li><li><strong>\u843d\u5730 ReAct \u5de5\u5177\u8c03\u7528<\/strong>\uff1a\u8ba2\u5355\/VIP \u67e5\u8be2\u5de5\u5177\u5316\uff0c\u767d\u540d\u5355\u53c2\u6570\u5f3a\u5236\u6ce8\u5165\u9632\u8d8a\u6743\uff0cRAG + Agent \u53cc\u7ed3\u679c LLM \u878d\u5408\uff1b<\/li><li><strong>\u5168\u534f\u7a0b\u9ad8\u5e76\u53d1\u67b6\u6784<\/strong>\uff1agevent + greenlet \u4e0a\u4e0b\u6587\u4f20\u9012 + safe_spawn \u5f02\u6b65\u4efb\u52a1\uff0c\u89c4\u5219\u5f15\u64ce\u77ed\u8def\u4e0e\u5f02\u6b65\u540e\u7f6e\u4efb\u52a1\u4fdd\u969c\u56de\u590d RT\uff1b<\/li><li><strong>\u5b8c\u5584\u7684\u53ef\u9760\u6027\u8bbe\u8ba1<\/strong>\uff1a\u6a21\u578b\u56db\u7ea7\u964d\u7ea7\u4e0e\u63a2\u9488\u6062\u590d\u3001\u5206\u5e03\u5f0f\u6d88\u606f\u6d88\u8d39\u4e0e\u7070\u5ea6\u53d1\u5e03\u3001\u53cc\u9636\u6bb5\u5065\u5eb7\u68c0\u67e5\u3001Sentry + \u4e0a\u4e0b\u6587\u65e5\u5fd7 + LLM \u8d39\u7528\u8bb0\u8d26\u7684\u53ef\u89c2\u6d4b\u4f53\u7cfb\uff1b<\/li><li><strong>\u77e5\u8bc6\u81ea\u8fdb\u5316\u95ed\u73af<\/strong>\uff1a\u5de5\u5355\u5bf9\u8bdd \u2192 LLM \u62bd\u53d6 QA \u2192 \u4eba\u5de5\u5ba1\u6838 \u2192 \u6269\u5199\u5165\u5e93\uff0c\u77e5\u8bc6\u5e93\u968f\u4e1a\u52a1\u6301\u7eed\u751f\u957f\u3002<\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u300c\u60c5\u611f\u966a\u4f34 NPC + \u667a\u80fd\u5ba2\u670d\u300d\u4e00\u4f53\u5316\u5bf9\u8bdd\u7cfb\u7edf\uff0c\u4e3a App \u6570\u767e\u4e07\u7528\u6237\u63d0\u4f9b\u62df\u4eba\u5316\u60c5\u611f\u966a\u4f34\u4e0e\u5404\u7c7b  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[145,76],"tags":[141,65,151,143],"_links":{"self":[{"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/posts\/1598"}],"collection":[{"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1598"}],"version-history":[{"count":10,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/posts\/1598\/revisions"}],"predecessor-version":[{"id":1623,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/posts\/1598\/revisions\/1623"}],"wp:attachment":[{"href":"https:\/\/blog.humh.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1598"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1598"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1598"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}