{"id":10697,"date":"2025-07-15T06:23:26","date_gmt":"2025-07-14T22:23:26","guid":{"rendered":"https:\/\/fanyiming.life\/?p=10697"},"modified":"2026-03-22T02:24:03","modified_gmt":"2026-03-21T18:24:03","slug":"agent-fox-test","status":"publish","type":"post","link":"https:\/\/fanyiming.life\/?p=10697","title":{"rendered":"Agent-Fox (beta)"},"content":{"rendered":"<div id=\"lafc-chat-container\">\r\n    <div class=\"lafc-header\">\r\n        <h2>Agent Fox \u667a\u80fd\u52a9\u624b<\/h2>\r\n        <p class=\"lafc-description\" style=\"display: none;\">\u57fa\u4e8e LangChain \u7684\u667a\u80fd\u641c\u7d22\u52a9\u624b\uff0c\u4f7f\u7528\u53cd\u601d\u578b\u591a\u8f6e\u5bf9\u8bdd\u6280\u672f<\/p>\r\n    <\/div>\r\n    \r\n    <div id=\"lafc-chat-messages\" class=\"lafc-messages\">\r\n        <div class=\"lafc-message lafc-system-message\">\n            <div class=\"lafc-message-content lafc-welcome\">\n                <p>\u60a8\u597d\uff01\u6211\u662f Agent Fox \u667a\u80fd\u52a9\u624b\uff0c\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u60a8\u7684\uff1f<\/p>\n                                <div class=\"lafc-quick-prompts\">\n                                        <button type=\"button\" data-prompt=\"\u8fd9\u4e2a\u7ad9\u70b9\u4e3b\u8981\u5199\u4ec0\u4e48\uff1f\">\u7ad9\u70b9\u4ecb\u7ecd<\/button>\n                                        <button type=\"button\" data-prompt=\"\u6700\u8fd1\u6709\u4ec0\u4e48\u65b0\u6587\u7ae0\uff1f\">\u6700\u65b0\u6587\u7ae0<\/button>\n                                        <button type=\"button\" data-prompt=\"\u968f\u673a\u63a8\u8350\u51e0\u7bc7\u6587\u7ae0\">\u968f\u673a\u63a8\u8350<\/button>\n                                    <\/div>\n                            <\/div>\n        <\/div>\n    <\/div>\r\n    \r\n    <div class=\"lafc-input-container\">\r\n        <form id=\"lafc-chat-form\">\r\n            <div class=\"lafc-input-row\">\r\n                <textarea id=\"lafc-query-input\" placeholder=\"\u8bf7\u8f93\u5165\u60a8\u7684\u95ee\u9898\uff0c\u6216\u8f93\u5165 @ \u6765\u5f15\u7528\u6587\u7ae0...\" rows=\"1\" required><\/textarea>\r\n                <button type=\"button\" id=\"lafc-stop-btn\" class=\"lafc-stop-button\" style=\"display: none;\" title=\"\u505c\u6b62\u751f\u6210\">\r\n                    <span class=\"lafc-stop-icon\">\u25a0<\/span>\r\n                <\/button>\r\n                <button type=\"submit\" id=\"lafc-send-btn\" class=\"lafc-send-button\">\r\n                    <span class=\"lafc-send-text\"><\/span>\r\n                    <span class=\"lafc-loading\"><span class=\"lafc-spinner\"><\/span><\/span>\r\n                <\/button>\r\n            <\/div>\r\n        <\/form>\r\n    <\/div>\r\n    \r\n    <div class=\"lafc-status\" id=\"lafc-status\" style=\"display: none;\">\r\n        <div class=\"lafc-status-content\">\r\n            <span class=\"lafc-status-text\"><\/span>\r\n        <\/div>\r\n    <\/div>\r\n<\/div>\r\n\r\n<script type=\"text\/template\" id=\"lafc-message-template\">\r\n    <div class=\"lafc-message lafc-{type}-message\">\r\n        <div class=\"lafc-message-content\">{content}<\/div>\r\n    <\/div>\r\n<\/script>\r\n\n\n\n\n<p><strong>2026.3.22<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u63d2\u4ef6\u4fa7\u7ee7\u7eed\u6536\u7d27\u5951\u7ea6\u548c\u914d\u7f6e\u8fb9\u754c\uff0c\u56f4\u7ed5 Agent Fox \u7684 contract\u3001config \u548c shared boundary \u53c8\u505a\u4e86\u4e00\u8f6e\u6574\u7406\u3002\u540e\u7aef\u670d\u52a1\u8fd9\u8fb9\u5219\u6839\u636e code elegance review \u7684\u7ed3\u679c\u7ee7\u7eed\u6536\u53e3\uff0c\u628a\u4e00\u4e9b\u5df2\u7ecf\u8dd1\u5f97\u8d77\u6765\u4f46\u8fb9\u754c\u4e0d\u591f\u6e05\u723d\u7684\u5b9e\u73b0\u518d\u5f80\u5185\u6838\u7ea6\u675f\u4e0a\u62c9\u4e86\u4e00\u904d\u3002<\/p>\n\n\n\n<p><strong>2026.3.21<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u8fd9\u4e00\u5929\u57fa\u672c\u90fd\u5728\u505a Agent Fox \u7684\u7ed3\u6784\u6cbb\u7406\u3002\u63d2\u4ef6\u4ed3\u5e93\u91cc\u8fde\u7eed\u505a\u4e86\u591a\u8f6e refactor\uff1a\u7edf\u4e00 managed runtime contract\uff0c\u6536\u655b shared runtime boundary\uff0c\u6574\u7406 Agent Fox config \u548c integration boundary\uff0c\u91cd\u505a admin tab registry\uff0c\u5e76\u6e05\u6389 legacy modules\u3002\u4e0e\u6b64\u540c\u65f6\u8fd8\u8865\u4e86\u4e00\u8f6e regression coverage\uff0c\u8fde\u540c code elegance hotspots \u4e00\u8d77\u6536\u62fe\uff0c\u76ee\u6807\u5c31\u662f\u8ba9\u63d2\u4ef6\u4e0d\u518d\u9760\u5386\u53f2\u5305\u88b1\u548c\u9690\u5f0f\u7ea6\u5b9a\u786c\u6491\u3002<\/p>\n\n\n\n<p>\u540e\u7aef\u4ed3\u5e93\u540c\u4e00\u5929\u4e5f\u5728\u540c\u6b65\u6536\u655b\uff1ausage recording \u63a5\u8fdb vector-service\uff0cpricing table \u6269\u5c55\uff0cvector-service config \u88ab\u96c6\u4e2d\u5316\uff0croute \u548c shared contract \u518d\u6b21\u7edf\u4e00\uff0c\u987a\u624b\u8fd8\u9650\u5236\u4e86 pytest discovery \u7684\u626b\u63cf\u8303\u56f4\uff0c\u907f\u514d\u6d4b\u8bd5\u4f53\u7cfb\u7ee7\u7eed\u53d1\u6563\u3002<\/p>\n\n\n\n<p><strong>2026.3.20<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u63d2\u4ef6\u4fa7\u8fd9\u5929\u7684\u5173\u952e\u8bcd\u662f\u540e\u53f0\u91cd\u505a\uff1awordpress-ai-agent \u7684 Agent Fox admin \u548c tests \u505a\u4e86\u4e00\u6b21\u660e\u663e\u7684 overhaul\u3002\u540e\u7aef\u8fd9\u8fb9\u5219\u56f4\u7ed5 license-service \u548c request context \u505a\u4fee\u8865\uff0c\u628a usage recording \u7684 query-param \u517c\u5bb9\u6027\u8865\u56de\u6765\uff0c\u7ed9\u8ba2\u5355\u5217\u8868\u52a0\u4e86 regression test\uff0c\u540c\u65f6\u52a0\u56fa request context lifecycle\uff0c\u907f\u514d\u4e00\u8f6e\u91cd\u6784\u4e4b\u540e\u7559\u4e0b\u8106\u5f31\u70b9\u3002<\/p>\n\n\n\n<p><strong>2026.3.19<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u540e\u7aef\u670d\u52a1\u8fd9\u5929\u63a8\u8fdb\u5f97\u5f88\u731b\u3002react-agent \u5f00\u59cb\u628a\u5de5\u5177\u6267\u884c\u5f7b\u5e95 async \u5316\uff0c\u8001\u65e7 driver \u548c diagnostics path \u88ab\u5220\u6389\uff0cprovider \u7684 model \/ credential resolution \u88ab\u96c6\u4e2d\u7ba1\u7406\uff0cauth \u548c callback request handling \u4e5f\u8fdb\u4e00\u6b65\u5171\u4eab\u5316\u3002\u4e0e\u6b64\u540c\u65f6\uff0cshared backend service contracts \u88ab\u6b63\u5f0f\u62bd\u51fa\u6765\uff0cvision call \u6539\u6210 async\uff0clicense-service \u4e5f\u590d\u7528\u4e86\u7edf\u4e00\u7684 rate limiting primitive\u3002\u6574\u4f53\u4e0a\u5c31\u662f\u628a\u4e4b\u524d\u5df2\u7ecf\u957f\u51fa\u6765\u7684 SaaS \u9aa8\u67b6\uff0c\u5f80\u66f4\u50cf\u4e00\u4e2a\u957f\u671f\u4ea7\u54c1\u7684\u65b9\u5411\u62e7\u7d27\u3002<\/p>\n\n\n\n<p><strong>2026.3.16<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u63d2\u4ef6\u548c\u540e\u7aef\u90fd\u505a\u4e86\u4e00\u8f6e SaaS cleanup\u3002\u63d2\u4ef6\u4fa7\u7edf\u4e00\u914d\u7f6e\u5165\u53e3\u3001\u8865\u5b89\u5168\u786c\u5316\u3001\u5220\u6b7b\u4ee3\u7801\uff1b\u540e\u7aef\u4fa7\u5219\u662f\u66f4\u5927\u8303\u56f4\u7684 security hardening\u3001\u4ee3\u7801\u53bb\u91cd\u3001\u6587\u4ef6\u62c6\u5206\u548c\u8de8\u670d\u52a1\u6574\u7406\u3002\u5230\u8fd9\u4e2a\u9636\u6bb5\uff0c\u5f88\u591a\u5de5\u4f5c\u5df2\u7ecf\u4e0d\u662f\u201c\u52a0\u4e00\u4e2a\u65b0\u529f\u80fd\u201d\uff0c\u800c\u662f\u628a\u8fc7\u53bb\u51e0\u4e2a\u6708\u4e3a\u4e86\u5148\u8dd1\u8d77\u6765\u5199\u4e0b\u7684\u4e1c\u897f\uff0c\u4e00\u5757\u5757\u7ffb\u51fa\u6765\u91cd\u65b0\u6536\u53e3\u3002<\/p>\n\n\n\n<p><strong>2026.3.13<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u63d2\u4ef6\u4fa7\u5237\u65b0\u4e86\u4e00\u8f6e Agent Fox \u548c\u5185\u5bb9\u5de5\u4f5c\u6d41\uff1b\u540e\u7aef\u4fa7\u5219\u8865\u4e0a\u4e86 MiniMax thinking parser \u548c model tracking\u3002\u8fd9\u91cc\u5df2\u7ecf\u80fd\u660e\u663e\u770b\u5230\u4e00\u4e2a\u8d8b\u52bf\uff1aAgent Fox \u4e0d\u518d\u53ea\u662f\u5355\u70b9\u5bf9\u8bdd\u80fd\u529b\uff0c\u800c\u662f\u5728\u5f80\u201c\u591a provider\u3001\u591a\u6a21\u578b\u3001\u7ad9\u70b9\u5185\u5bb9\u5de5\u4f5c\u6d41\u4e00\u8d77\u534f\u540c\u201d\u7684\u65b9\u5411\u6269\u5f20\u3002<\/p>\n\n\n\n<p><strong>2026.2.18<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u540e\u7aef\u65b0\u589e MiniMax driver\uff0c\u5e76\u540c\u6b65\u66f4\u65b0\u6a21\u578b\u914d\u7f6e\u3002\u8fd9\u5c5e\u4e8e\u5178\u578b\u7684\u5e95\u5c42\u80fd\u529b\u6269\u5c55\uff1a\u5bf9\u7528\u6237\u6765\u8bf4\u53ea\u662f\u591a\u4e86\u6a21\u578b\u9009\u62e9\uff0c\u4f46\u80cc\u540e\u5176\u5b9e\u662f provider \u63a5\u5165\u3001driver \u62bd\u8c61\u548c\u914d\u7f6e\u4f53\u7cfb\u7ee7\u7eed\u6269\u5bb9\u3002<\/p>\n\n\n\n<p><strong>2026.2.10<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u540e\u7aef\u7ee7\u7eed\u6269 provider\uff0c\u65b0\u589e LongCat \u8def\u7531\u548c Aurora Alpha\uff08\u901a\u8fc7 OpenRouter\uff09\u652f\u6301\u3002\u63d2\u4ef6\u4fa7\u5219\u8865\u4e86\u4e00\u4e2a\u5f88\u5173\u952e\u7684\u7a33\u6001\u4fee\u590d\uff1a\u9632\u6b62 stale model list \u548c\u975e\u6cd5 payload \u628a\u524d\u53f0\u6216\u7ba1\u7406\u7aef\u641e\u810f\u3002\u6a21\u578b\u79cd\u7c7b\u8d8a\u6765\u8d8a\u591a\u4e4b\u540e\uff0c\u8fd9\u7c7b\u201c\u522b\u628a\u914d\u7f6e\u5c42\u641e\u574f\u201d\u7684\u5de5\u4f5c\u5f00\u59cb\u53d8\u5f97\u8ddf\u65b0\u529f\u80fd\u4e00\u6837\u91cd\u8981\u3002<\/p>\n\n\n\n<p><strong>2026.2.9<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u63d2\u4ef6\u4ed3\u5e93\u8fd9\u4e00\u5929\u6709\u4e00\u957f\u4e32\u5bc6\u96c6\u63d0\u4ea4\uff0c\u57fa\u672c\u90fd\u56f4\u7ed5\u201c\u628a Agent Fox \u771f\u6b63\u505a\u6210\u4e00\u5957\u4f53\u7cfb\u201d\u5c55\u5f00\u3002\u65b0\u589e\u4e86 model-aware testing \u548c self-knowledge tool\uff1bMCP tools \u7684 discovery \u88ab\u7edf\u4e00\u5230 registry\uff1bkeyword scan \u91cc\u7684 comment lookup \u505a\u4e86\u6279\u5904\u7406\u4f18\u5316\uff1bvector\u3001sync\u3001excerpt\u3001site-overview\u3001media relation\u3001core settings \u8fd9\u4e9b\u5730\u65b9\u90fd\u505a\u4e86\u53bb\u786c\u7f16\u7801\u3001\u53bb\u5e9f\u5b57\u6bb5\u3001\u53bb\u6b7b\u4f9d\u8d56\u548c\u9ed8\u8ba4\u503c\u96c6\u4e2d\u5316\u3002\u770b\u8d77\u6765\u50cf\u5f88\u591a\u96f6\u788e\u5c0f\u6d3b\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u628a\u63d2\u4ef6\u5185\u90e8\u90a3\u4e9b\u672c\u6765\u5bb9\u6613\u8d8a\u957f\u8d8a\u4e71\u7684\u63a5\u7f1d\uff0c\u4e00\u6b21\u6027\u63b0\u6b63\u3002<\/p>\n\n\n\n<p><strong>2026.2.7<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u540e\u7aef\u8865\u4e0a\u4e86 Anthropic \u548c Kimi driver\uff0c\u540c\u65f6\u4fee\u6389 system prompt \u4e22\u5931\u7684\u95ee\u9898\u3002\u5bf9 Agent \u8fd9\u7c7b\u7cfb\u7edf\u6765\u8bf4\uff0c\u8fd9\u79cd bug \u5f88\u9690\u853d\uff0c\u4f46\u5f71\u54cd\u5176\u5b9e\u5f88\u5927\uff0c\u56e0\u4e3a\u4e00\u65e6 system prompt \u4e22\u4e86\uff0c\u6574\u4e2a agent \u7684\u884c\u4e3a\u8fb9\u754c\u90fd\u4f1a\u5f00\u59cb\u6f02\u3002<\/p>\n\n\n\n<p><strong>2026.2.5<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u63d2\u4ef6\u524d\u7aef\u505a\u4e86\u4e00\u6b21\u660e\u663e\u7684\u754c\u9762\u6539\u9020\uff1a\u5b8c\u6574\u7684 design system overhaul\u3001dark mode\u3001AI styling\u3001\u79fb\u52a8\u7aef hamburger menu\uff0c\u4ee5\u53ca\u6309\u94ae\u5e03\u5c40\u91cd\u6392\u3002\u540c\u65f6\u8fd8\u4e13\u95e8\u4fee\u4e86\u4e00\u6b21\u6837\u5f0f\u9694\u79bb\uff0c\u907f\u514d Agent Fox \u7ec4\u4ef6\u7ee7\u7eed\u88ab\u4e3b\u9898\u6309\u94ae\u6837\u5f0f\u6c61\u67d3\u3002\u8fd9\u4e2a\u9636\u6bb5\u7684\u91cd\u70b9\u5df2\u7ecf\u4e0d\u53ea\u662f\u201c\u80fd\u4e0d\u80fd\u804a\u5929\u201d\uff0c\u800c\u662f\u5b83\u4f5c\u4e3a\u7ad9\u70b9\u524d\u53f0\u4ea7\u54c1\u770b\u8d77\u6765\u591f\u4e0d\u591f\u5b8c\u6574\u3002<\/p>\n\n\n\n<p><strong>2026.1.7<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>2026 \u5e74\u5f00\u5e74\u7684\u7b2c\u4e00\u7b14\u6709\u6548\u66f4\u65b0\uff0c\u662f\u91cd\u505a 404 \u9875\u9762\u5e76\u628a Agent Fox \u7684\u652f\u6301\u8303\u56f4\u7ee7\u7eed\u5f80\u5916\u6269\u3002\u8fd9\u79cd\u6539\u52a8\u672c\u8eab\u4e0d\u7b97\u60ca\u5929\u52a8\u5730\uff0c\u4f46\u5b83\u5f88\u80fd\u8bf4\u660e Agent Fox \u5f53\u65f6\u7684\u53d1\u5c55\u65b9\u5411\uff1a\u5b83\u5df2\u7ecf\u4e0d\u518d\u53ea\u662f\u67d0\u4e2a\u5355\u72ec\u5165\u53e3\u91cc\u7684\u804a\u5929\u6846\uff0c\u800c\u662f\u5728\u5f00\u59cb\u6e17\u8fdb\u6574\u4e2a\u7ad9\u70b9\u4f53\u9a8c\u91cc\u3002<\/p>\n\n\n\n<p><strong>2025.12.25<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>AI\u6458\u8981\u6279\u91cf\u751f\u6210\uff1a\u4e3aai-excerpt-generator\u6a21\u5757\u65b0\u589e\u4e86AJAX\u6279\u91cf\u751f\u6210\u529f\u80fd\uff0c\u652f\u6301\u626b\u63cf\u6240\u6709\u7f3a\u5931\u6458\u8981\u7684\u6587\u7ae0\u5e76\u9010\u4e2a\u751f\u6210\u3002\u540e\u53f0\u65b0\u589e\u7edf\u8ba1\u5361\u7247\u548c\u8fdb\u5ea6\u6761UI\uff0c\u53ef\u5b9e\u65f6\u67e5\u770b\u751f\u6210\u72b6\u6001\u548c\u65e5\u5fd7\u3002\u540c\u65f6\u5c06\u6458\u8981\u9ed8\u8ba4\u5b57\u6570\u4ece80\u5b57\u8c03\u6574\u4e3a150\u5b57\uff0c\u63d0\u5347\u68c0\u7d22\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u6458\u8981\u4e0a\u4e0b\u6587\u589e\u5f3a\uff1a\u6458\u8981\u751f\u6210\u65f6\u73b0\u5728\u4f1a\u4f20\u5165\u6587\u7ae0\u7684\u5206\u7c7b\u3001\u6807\u7b7e\u548c\u6807\u9898\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u8ba9LLM\u751f\u6210\u7684\u6458\u8981\u66f4\u52a0\u51c6\u786e\u548c\u6709\u9488\u5bf9\u6027\u3002\u91cd\u6784\u4e86\u5185\u5bb9\u8fc7\u6ee4\u903b\u8f91\uff0c\u4f7f\u7528\u7edf\u4e00\u7684WPAI_Permission::filter_privacy_content()\u5904\u7406\u9690\u79c1\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u601d\u8003\u9762\u677f\u52a8\u753b\u4f18\u5316\uff1a\u5c06\u601d\u8003\u9762\u677f\u6682\u505c\u72b6\u6001\u7684\u9759\u6001\u7701\u7565\u53f7\u6539\u4e3a\u8109\u51b2\u70b9\u52a8\u753b\uff0c\u4e09\u4e2a\u5c0f\u5706\u70b9\u4f1a\u4f9d\u6b21\u95ea\u70c1\uff0c\u89c6\u89c9\u6548\u679c\u66f4\u52a0\u751f\u52a8\u3002CSS\u4f7f\u7528keyframes\u5b9e\u73b0\uff0c\u6027\u80fd\u5f00\u9500\u6781\u5c0f\u3002<\/p>\n\n\n\n<p>\u4ee3\u7801\u91cd\u6784\uff1a\u5c06Agent_Fox_Split_Panel\u7684get_post_content_data()\u59d4\u6258\u7ed9WPAI_Content_Helper\u7edf\u4e00\u5904\u7406\uff0c\u51cf\u5c11\u91cd\u590d\u4ee3\u7801\u3002\u5185\u5bb9\u52a9\u624b\u7c7b\u65b0\u589eget_post_category_names()\u65b9\u6cd5\uff0c\u4fbf\u4e8e\u83b7\u53d6\u6587\u7ae0\u5206\u7c7b\u540d\u79f0\u5217\u8868\u3002<\/p><\/p>\n\n\n\n<p>\u5f02\u6b65\u91cd\u6784\uff1a\u5c06\u6240\u6709 LLM driver \u548c orchestrator \u4ece\u540c\u6b65\u6539\u4e3a\u5f02\u6b65\u5b9e\u73b0\u3002stream_chat \u65b9\u6cd5\u6539\u4e3a async generator\uff0creact_loop \u6539\u4e3a async generator\u3002\u4f7f\u7528 asyncio.Event \u66ff\u4ee3 threading.Event \u4f5c\u4e3a\u505c\u6b62\u4fe1\u53f7\uff0c\u5de5\u5177\u5e76\u884c\u6267\u884c\u6539\u7528 asyncio.to_thread \u548c asyncio.gather\uff0c\u63d0\u5347\u4e86\u6574\u4f53\u7684\u5e76\u53d1\u6027\u80fd\u548c\u8d44\u6e90\u5229\u7528\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u8c46\u5305\u63a5\u5165\uff1akey_pool \u65b0\u589e\u8c46\u5305\uff08\u706b\u5c71\u5f15\u64ce Doubao\uff09\u914d\u7f6e\u652f\u6301\uff0c\u53ef\u901a\u8fc7 DOUBAO_API_KEYS \u73af\u5883\u53d8\u91cf\u914d\u7f6e\u591a key \u8f6e\u8be2\uff0c\u4e0e\u5176\u4ed6 provider \u7edf\u4e00\u7ba1\u7406\u3002<\/p>\n\n\n\n<p>Chunk \u5206\u6790\u5de5\u5177\uff1a\u65b0\u589e\u4e00\u7cfb\u5217\u5411\u91cf\u5e93\u5206\u6790\u548c\u8bc4\u4f30\u811a\u672c\uff0c\u5305\u62ec chunk \u5206\u5e03\u5206\u6790\u3001\u641c\u7d22\u8d28\u91cf\u8bc4\u4f30\u3001\u5b9e\u9a8c\u5bf9\u6bd4\u7b49\uff0c\u7528\u4e8e\u4f18\u5316\u8bed\u4e49\u641c\u7d22\u6548\u679c\u3002\n\n\n\n<p><strong>2025.12.19<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u9690\u79c1\u56fe\u7247\u8fc7\u6ee4\uff1a\u4fee\u590d\u4e86\u5411\u91cf\u641c\u7d22\u7ed3\u679c\u4e2d\u79c1\u5bc6\u533a\u5757\u5185\u56fe\u7247alt\u6587\u672c\u6cc4\u9732\u7684\u95ee\u9898\u3002\u73b0\u5728\u843d\u5728members_only\/secret\u77ed\u4ee3\u7801\u5185\u7684\u56fe\u7247\u63cf\u8ff0\u4f1a\u88ab\u6b63\u786e\u8fc7\u6ee4\uff0c\u975e\u7ba1\u7406\u5458\u7528\u6237\u65e0\u6cd5\u901a\u8fc7\u641c\u7d22\u83b7\u53d6\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p><\/p>\n\n\n\n<p>\u65b0\u6a21\u578b\u652f\u6301\uff1a\u66f4\u65b0\u6a21\u578b\u914d\u7f6e\uff0c\u65b0\u589e Gemini 3\u3001Doubao 1.8\u3001Grok 4.1 \u7b49\u6700\u65b0\u6a21\u578b\u7684\u652f\u6301\u3002\u540c\u6b65\u66f4\u65b0\u4e86\u5404 driver \u7684\u6587\u6863\u6ce8\u91ca\u548c\u4ee3\u7801\u7ed3\u6784\u3002\n\n\n\n<p><strong>2025.12.18<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u6d41\u5f0f\u5c3e\u90e8\u6e10\u9690\u79fb\u9664\uff1a\u79fb\u9664\u4e86agent-fox-client\u7684stream tail fade\u7279\u6027\u3002\u8be5\u529f\u80fd\u539f\u672c\u7528\u4e8e\u5728\u6d41\u5f0f\u8f93\u51fa\u65f6\u5bf9\u5c3e\u90e8\u6587\u5b57\u6dfb\u52a0\u6e10\u9690\u6548\u679c\uff0c\u4f46\u5b9e\u9645\u4f7f\u7528\u4e2d\u53d1\u73b0\u4f1a\u5bfc\u81f4\u95ea\u70c1\u95ee\u9898\uff0c\u5f71\u54cd\u9605\u8bfb\u4f53\u9a8c\uff0c\u6700\u7ec8\u51b3\u5b9a\u5b8c\u5168\u79fb\u9664\u3002<\/p>\n\n\n\n<p>\u5feb\u6377\u63d0\u793a\u529f\u80fd\uff1a\u4e3a\u5206\u5c4f\u6a21\u5f0f\u4fa7\u8fb9\u680f\u65b0\u589e\u5feb\u6377\u63d0\u793a\u6309\u94ae\uff08quick prompts\uff09\uff0c\u7528\u6237\u53ef\u4ee5\u4e00\u952e\u53d1\u9001\u9884\u8bbe\u7684\u5e38\u7528\u95ee\u9898\uff0c\u964d\u4f4e\u4e86\u4ea4\u4e92\u95e8\u69db\u3002<\/p>\n\n\n\n<p><strong>2025.12.16<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u8bf7\u6c42\u5934\u4fee\u590d\uff1a\u4fee\u590d\u4e86LLM\u5ba2\u6237\u7aef\u7f3a\u5931X-Source-Domain\u8bf7\u6c42\u5934\u7684\u95ee\u9898\uff0c\u786e\u4fdd\u540e\u7aef\u670d\u52a1\u80fd\u6b63\u786e\u8bc6\u522b\u8bf7\u6c42\u6765\u6e90\u57df\u540d\u3002<\/p>\n\n\n\n<p><strong>2025.12.15<\/strong> 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Agent\u63d2\u4ef6\u7684\u540e\u53f0\u4eea\u8868\u76d8\u8fdb\u884c\u4e86\u5168\u9762\u91cd\u6784\u3002\u7edf\u4e00\u4e86UI\u7ec4\u4ef6\u98ce\u683c\uff0c\u6539\u8fdb\u4e86\u9519\u8bef\u5904\u7406\u548c\u63d0\u793a\u4fe1\u606f\uff0c\u7cbe\u7b80\u4e86\u6838\u5fc3\u57fa\u7840\u7c7b\u5e76\u5408\u5e76\u4e86\u91cd\u590d\u903b\u8f91\u3002\u6574\u4f53\u4ee3\u7801\u66f4\u52a0\u89c4\u8303\u548c\u6613\u4e8e\u7ef4\u62a4\u3002<\/p>\n\n\n\n<p>\u641c\u7d22\u5de5\u5177\u6279\u91cf\u4f18\u5316\uff1a\u89e3\u51b3\u4e86MCP\u641c\u7d22\u5de5\u5177\u7684N+1\u67e5\u8be2\u95ee\u9898\uff0c\u901a\u8fc7\u6279\u91cf\u83b7\u53d6\u6587\u7ae0chunks\u5927\u5e45\u63d0\u5347\u4e86\u641c\u7d22\u6027\u80fd\u3002\u65b0\u589e\u6279\u91cf\u83b7\u53d6\u6587\u7ae0chunks\u7684API\u63a5\u53e3\uff0c\u51cf\u5c11\u4e86\u6570\u636e\u5e93\u548c\u5411\u91cf\u670d\u52a1\u7684\u8bf7\u6c42\u6b21\u6570\u3002<\/p>\n\n\n\n<p>\u641c\u7d22API\u91cd\u6784\uff1a\u66f4\u65b0\u4e86\u641c\u7d22API\u8def\u5f84\uff0c\u4f18\u5316\u4e86\u7f13\u5b58\u673a\u5236\u548c\u7ed3\u679c\u683c\u5f0f\u5316\u3002\u5411\u91cf\u670d\u52a1\u65b0\u589ev2\u7248\u672c\u7684\u641c\u7d22\u63a5\u53e3\uff0c\u54cd\u5e94\u683c\u5f0f\u66f4\u52a0\u7edf\u4e00\u548c\u89c4\u8303\u3002<\/p>\n\n\n\n<p>\u804a\u5929\u5ba2\u6237\u7aef\u4f18\u5316\uff1a\u91cd\u6784\u4e86agent-fox\u804a\u5929\u5ba2\u6237\u7aef\u7684\u4ee3\u7801\u7ed3\u6784\uff0c\u7cbe\u7b80\u4e86\u5411\u91cf\u8fde\u63a5\u5668\u7b49\u6a21\u5757\u4ee3\u7801\uff0c\u5220\u9664\u4e86\u4e0d\u518d\u9700\u8981\u7684\u6d4b\u8bd5\u811a\u672c\u3002<\/p>\n\n\n\n<p>orchestrator\u7cbe\u7b80\uff1a\u7cbe\u7b80\u4e86react-agent\u7684orchestrator\u548c\u8ba4\u8bc1\u903b\u8f91\uff0c\u6dfb\u52a0\u4e86\u5386\u53f2\u6d88\u606f\u8fc7\u6ee4\u7684\u5355\u5143\u6d4b\u8bd5\uff0c\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u53ef\u6d4b\u8bd5\u6027\u3002<\/p>\n\n\n\n<p><strong>2025.12.12<\/strong> 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\u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u641c\u7d22\u7b56\u7565\u7b80\u5316\uff1a\u91cd\u65b0\u8bbe\u8ba1\u4e86\u641c\u7d22\u7b56\u7565\u6f0f\u6597\uff0c\u7b80\u5316\u4e86\u5de5\u5177\u4f7f\u7528\u6307\u5357\u3002\u8ba9LLM\u80fd\u591f\u66f4\u5feb\u901f\u5730\u9009\u62e9\u5408\u9002\u7684\u641c\u7d22\u5de5\u5177\uff0c\u63d0\u9ad8\u4e86\u54cd\u5e94\u6548\u7387\u3002<\/p>\n\n\n\n<p>Agent-Fox\u5ba2\u6237\u7aef\u66f4\u65b0\uff1a\u8fde\u7eed\u53d1\u5e03\u4e24\u4e2a\u7248\u672c\u66f4\u65b0\u30021.0.8\u7248\u672c\u6539\u8fdb\u4e86\u5de5\u5177\u8c03\u7528\u5e03\u5c40\u548c\u6e32\u67d3\u6548\u679c\uff0c1.0.9\u7248\u672c\u4e13\u95e8\u589e\u5f3a\u4e86\u4e2d\u65e5\u97e9\uff08CJK\uff09\u6807\u70b9\u7b26\u53f7\u7684\u6e32\u67d3\u652f\u6301\uff0c\u89e3\u51b3\u4e86\u4e9a\u6d32\u8bed\u8a00\u663e\u793a\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u63d0\u793a\u8bcd\u4f18\u5316\uff1a\u6539\u8fdb\u4e86\u53e3\u53f7\uff08catchphrase\uff09\u7684\u5b9a\u4e49\uff0c\u589e\u52a0\u4e86\u8be6\u7ec6\u89e3\u91ca\u548c\u793a\u4f8b\uff0c\u8ba9AI\u7684\u56de\u590d\u66f4\u52a0\u751f\u52a8\u6709\u8da3\u3002\u52a8\u6001\u6dfb\u52a0\u7ad9\u70b9URL\u5230\u63d0\u793a\u8bcd\u4e2d\uff0c\u63d0\u9ad8\u4e86\u5f15\u7528\u89c4\u5219\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u53c2\u6570\u9a8c\u8bc1\u589e\u5f3a\uff1a\u4e3a\u76f8\u5173\u641c\u7d22\u548c\u968f\u673a\u641c\u7d22\u5de5\u5177\u6dfb\u52a0\u4e86\u65e5\u671f\u53c2\u6570\u9a8c\u8bc1\u548c\u8fc7\u6ee4\u529f\u80fd\uff0c\u786e\u4fdd\u641c\u7d22\u7ed3\u679c\u7684\u65f6\u6548\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p><strong>2025.11.30<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u9996\u9875\u6539\u9020\u5b8c\u6210\uff1a\u5b8c\u6210\u4e86\u9996\u9875\u5e03\u5c40\u7684\u91cd\u65b0\u8bbe\u8ba1\uff0c\u589e\u5f3a\u4e86AI\u52a9\u624b\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002\u65b0\u7684\u9996\u9875\u5757\u6a21\u5f0f\uff08block pattern\uff09\u8ba9\u5185\u5bb9\u7ec4\u7ec7\u66f4\u52a0\u7075\u6d3b\uff0c\u4fbf\u4e8e\u540e\u7eed\u7684\u529f\u80fd\u6269\u5c55\u3002<\/p>\n\n\n\n<p>SaaS\u5546\u4e1a\u5316\u62a5\u544a\uff1a\u5b8c\u6210\u4e86SaaS\u5546\u4e1a\u5316\u8ba1\u5212\u7684\u4ea4\u4ed8\u62a5\u544a\uff0c\u8bb0\u5f55\u4e86\u4ece\u89c4\u5212\u5230\u5b9e\u65bd\u7684\u5b8c\u6574\u8fc7\u7a0b\uff0c\u4e3a\u9879\u76ee\u7684\u5546\u4e1a\u5316\u8fd0\u8425\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<p><strong>2025.11.26 <\/strong>\u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u67b6\u6784\u91cd\u6784\uff1a\u5f15\u5165\u7edf\u4e00\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u5c42 (v2.0)\uff0c\u91cd\u6784 Vector Connector \u6a21\u5757\u4e3a\u5206\u5c42\u67b6\u6784\uff1b\u5c06 Python \u670d\u52a1\u8fc1\u79fb\u81f3 `\/opt\/ai-service\/` \u72ec\u7acb\u76ee\u5f55\u3002<\/p>\n\n\n\n<p>\u6587\u6863\u5b8c\u5584\uff1a\u4e3a react-agent-service \u548c WordPress AI Agent \u63d2\u4ef6\u6dfb\u52a0\u5b8c\u6574\u7684\u5f00\u53d1\u6587\u6863\u548c\u6a21\u5757\u6ce8\u91ca\u3002<\/p>\n\n\n\n<p>\u524d\u7aef\u4f18\u5316\uff1a\u5b8c\u6210\u524d\u7aef\u8d44\u6e90\u6574\u5408\u548c\u4e8b\u4ef6\u9a71\u52a8\u7ba1\u7406\uff1b\u4e3a\u4ee3\u7801\u5757\u6dfb\u52a0 Copy \u590d\u5236\u6309\u94ae\uff08sticky \u5b9a\u4f4d\uff0c\u6eda\u52a8\u8ddf\u968f\uff09\u3002<\/p>\n\n\n\n<p>UI \u7f8e\u5316\uff1a\u7f8e\u5316\u540e\u53f0\u7ba1\u7406\u9875\u9762\uff1b\u589e\u5f3a\u6587\u7ae0\u5143\u6570\u636e\u663e\u793a\uff0c\u5206\u7c7b\u548c\u6807\u7b7e\u652f\u6301\u70b9\u51fb\u8df3\u8f6c\uff1b\u4f18\u5316\u76ee\u5f55\u7ec4\u4ef6\u6700\u5927\u9ad8\u5ea6\u3002<\/p>\n\n\n\n<p>Bug \u4fee\u590d\uff1a\u4fee\u590d\u5386\u53f2\u8bb0\u5f55\u7684\u6743\u9650\u95ee\u9898\uff1b\u5c06 MCP \u8c03\u8bd5\u65e5\u5fd7\u6539\u4e3a\u6761\u4ef6\u8f93\u51fa\uff0c\u51cf\u5c11\u751f\u4ea7\u73af\u5883\u65e5\u5fd7\u566a\u97f3\u3002<\/p>\n\n\n\n<p>\u5176\u4ed6\uff1a\u5907\u6848\u53f7\u94fe\u63a5\u5230\u5de5\u4fe1\u90e8\u5907\u6848\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p><strong>2025.11.24<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u591a\u6a21\u578b\u9002\u914d\uff1a\u63d0\u53d6 DeepSeek \u601d\u8003\u8fc7\u7a0b\uff0c\u4f18\u5316\u601d\u8003\u5185\u5bb9\u63d0\u53d6\u7684\u6a21\u578b\u9002\u914d\u903b\u8f91\u3002<\/p>\n\n\n\n<p>Schema \u4fee\u590d\uff1a\u4fee\u590d OpenRouter\/xAI \u8c03\u7528\u65f6\u7684 JSON Schema \u683c\u5f0f\u9519\u8bef\uff1b\u4fee\u6b63 `site_overview_provider` \u548c `site_overview_stats` \u7684\u7a7a properties \u7f16\u7801\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u6027\u80fd\u4f18\u5316\uff1a\u91ca\u653e Session \u9501\uff0c\u9632\u6b62\u957f\u8fde\u63a5\u963b\u585e\u7528\u6237\u6d4f\u89c8\u5176\u4ed6\u9875\u9762\u3002<\/p>\n\n\n\n<p>\u63d0\u793a\u8bcd\u4f18\u5316\uff1a\u6da6\u8272\u548c\u4f18\u5316\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002<\/p>\n\n\n\n<p><strong>2025.11.23 <\/strong>\u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u6210\u672c\u63a7\u5236\uff1a\u589e\u52a0\u4e2d\u65ad\u673a\u5236\uff0c\u9632\u6b62 LLM \u8c03\u7528\u4ea7\u751f\u6602\u8d35\u8d39\u7528\u3002<\/p>\n\n\n\n<p>\u540e\u7aef\u5de5\u5177\u5b8c\u5584\uff1a\u4f18\u5316 registry.py \u548c core_tools.py \u7684\u903b\u8f91\u3002<\/p>\n\n\n\n<p><strong>2025.11.22<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u4ee3\u7801\u67b6\u6784\u4f18\u5316\uff1a\u62c6\u5206 `wordpress-ai-agent.php` \u548c `agent-fox-client.js` \u4e3a\u6a21\u5757\u5316\u7ed3\u6784\uff0c\u63d0\u9ad8\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n\n\n\n<p>\u5de5\u5177\u7ba1\u7406\u6539\u8fdb\uff1a\u65b0\u589e\u540e\u53f0\u5de5\u5177\u7ba1\u7406\u9875\u9762\uff0c\u652f\u6301\u542f\u7528\/\u7981\u7528\u53ef\u7528\u5de5\u5177\uff1b\u5c06 supply \u7c7b\u5de5\u5177\u5305\u88c5\u4e3a\u5185\u90e8\u5de5\u5177\uff0c\u4e0d\u5411 LLM \u516c\u5f00\u3002<\/p>\n\n\n\n<p>\u6027\u80fd\u4f18\u5316\uff1a\u5728 PHP \u5c42\u6dfb\u52a0\u7f13\u5b58\u673a\u5236\u89e3\u51b3 core tools \u9891\u7e41\u5237\u65b0\u95ee\u9898\u3002<\/p>\n\n\n\n<p>Bug \u4fee\u590d\uff1a\u4fee\u590d\u804a\u5929\u8bb0\u5f55\u7684\u6570\u636e\u5e93\u8fde\u63a5\u95ee\u9898\uff0c\u7b80\u5316\u5197\u4f59\u914d\u7f6e\u9009\u9879\u3002<\/p>\n\n\n\n<p>\u5de5\u5177\u547d\u540d\u4f18\u5316\uff1a\u7edf\u4e00\u4f18\u5316\u5404\u5de5\u5177\u7684\u547d\u540d\u89c4\u8303\u3002<\/p>\n\n\n\n<p><strong>2025.11.21 <\/strong>\u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<p>\u5df2\u77e5\u95ee\u9898\uff1acore_semantic_search \/ core_recommend_related \u7684\u6743\u9650\u6709\u95ee\u9898\uff0c\u7ba1\u7406\u5458\u767b\u5f55\u4e5f\u641c\u4e0d\u5230\u79c1\u5bc6\u5185\u5bb9\u3002\uff08\u5f85\u4fee\u590d\uff09<\/p>\n\n\n\n<p>2025.11.20 \u8d81\u7740Gemin3\u53d1\u5e03\uff0c\u6fc0\u52a8\u5f97\u901a\u5bb5\u4e86\u4e24\u665a\uff0c\u75af\u72c2\u7528\u6765\u6539\u535a\u5ba2\u3002\u786e\u5b9e\u597d\u7528\u5f88\u591a\uff0c\u8fd8\u6dd8\u5b9d\u4e70\u4e86\u4e00\u5e74gemini pro\uff0c\u91cc\u9762\u6709\u4e2a\u4e0a\u4f20github\u4ed3\u5e93\u7684\u529f\u80fd\uff0c\u7701\u4e86\u6211\u5f88\u591a\u4e70api tokens\u7684\u94b1\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>2025.11.20<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5de5\u5177\u96c6\u91cd\u6784<\/strong>\uff1a\u91cd\u6784\u516b\u5927\u6838\u5fc3\u5de5\u5177\uff0c\u63d0\u53d6\u516c\u5171\u51fd\u6570\uff0c\u5e76\u5c06\u641c\u7d22\u5de5\u5177\u4f18\u5316\u66f4\u540d\u4e3a <code>smart_content_discovery<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u65b0\u589e Mention \u529f\u80fd<\/strong>\uff1a\u5b8c\u5584\u4e86 <code>@mention<\/code> \u673a\u5236\u7684\u6587\u4ef6\u7ed3\u6784\uff0c\u5e76\u5c06\u5176\u96c6\u6210\u5230 <code>post-ai-chat<\/code> \u6a21\u5757\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u5ba2\u6237\u7aef\u4f53\u9a8c\u4f18\u5316<\/strong>\uff1a\u5b9e\u73b0\u4e86 AI \u5bf9\u8bdd\u7684\u5e73\u6ed1\u8f93\u51fa\u4e0e\u6eda\u52a8\uff0c\u5e76\u65b0\u589e\u4e86\u201c\u4e2d\u65ad\u56de\u7b54\u201d\u6309\u94ae\u3002<\/li>\n\n\n\n<li><strong>UI \u6837\u5f0f\u7f8e\u5316<\/strong>\uff1a\u7f8e\u5316\u4e86\u76f8\u5173\u6587\u7ae0\u5361\u7247\u3001\u76ee\u5f55\u53ca AI \u5bf9\u8bdd\u6846\u6837\u5f0f\uff0c\u4fee\u590d\u4e86\u9876\u680f\u4e0e Sidebar \u7684\u91cd\u53e0\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u6027\u4fee\u590d<\/strong>\uff1a\u4fee\u590d\u4e86 <code>get_post_chunk<\/code> \u5de5\u5177\u53ef\u8d8a\u6743\u8bfb\u53d6\u79c1\u5bc6\u6587\u7ae0\u7684\u5b89\u5168\u6f0f\u6d1e\u3002<\/li>\n\n\n\n<li><strong>Bug \u4fee\u590d<\/strong>\uff1a\u4fee\u590d\u4e86\u8bbf\u5ba2\u6c14\u6ce1\u906e\u6321\u8f93\u5165\u6846\u3001Loading \u52a8\u753b\u5f02\u5e38\u53ca\u5206\u7c7b\u7edf\u8ba1\u5305\u542b\u79c1\u5bc6\u6587\u7ae0\u7684\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2025.11.19<\/strong> \u5de5\u4f5c\u8bb0\u5f55<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ee3\u7801\u6e05\u7406\u4e0e\u89e3\u8026<\/strong>\uff1a\u6e05\u7406\u5197\u4f59\u4ee3\u7801\uff0c\u5bf9 CSS \u6837\u5f0f\u3001\u76f8\u5173\u6587\u7ae0\u53ca\u9a8c\u8bc1\u7801\u529f\u80fd\u8fdb\u884c\u4e86\u6a21\u5757\u5316\u89e3\u8026\u3002<\/li>\n\n\n\n<li><strong>\u67b6\u6784\u8fc1\u79fb\u4e0e\u91cd\u6784<\/strong>\uff1a\u5c06\u81ea\u5b9a\u4e49 MCP \u5de5\u5177\u8fc1\u79fb\u81f3\u4e3b\u63d2\u4ef6\uff0c\u5e76\u5bf9 Python FastAPI \u670d\u52a1\u7aef\u8fdb\u884c\u4e86\u6a21\u5757\u5316\u3002<\/li>\n\n\n\n<li><strong>\u673a\u5236\u6539\u8fdb<\/strong>\uff1a\u5c06\u6458\u8981\u5411\u91cf\u7684\u66f4\u65b0\u673a\u5236\u6539\u4e3a WP-Cron \u5f02\u6b65\u4efb\u52a1\uff0c\u4f18\u5316\u4e86\u76f8\u5173\u6587\u7ae0\u8bbe\u7f6e\u9875\u7684\u4ea4\u4e92\u3002<\/li>\n\n\n\n<li><strong>\u6837\u5f0f\u91cd\u6784\u4e0e\u5bf9\u9f50<\/strong>\uff1a\u5c06 SCSS \u6587\u4ef6\u4e0e\u539f CSS \u5bf9\u9f50\uff0c\u7f8e\u5316\u4e86\u540e\u53f0\u7ba1\u7406\u9875\u9762\u53ca\u79fb\u52a8\u7aef\u5bfc\u822a\u680f\u4f53\u9a8c\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u4fee\u590d<\/strong>\uff1a\u4fee\u590d\u4e86 <code>post-ai-chat<\/code> \u7684\u5bf9\u8bdd\u8bb0\u5fc6\u5931\u6548\u95ee\u9898\u4ee5\u53ca\u76f8\u5173\u6587\u7ae0\u63a8\u8350\u903b\u8f91\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2025.11.16<\/strong> get_post_chunk\u5de5\u5177\u65b0\u589e <code>meta_only<\/code> \u6a21\u5f0f\uff0c\u53ef\u4ec5\u8fd4\u56de\u6587\u7ae0\u5143\u4fe1\u606f\uff0c\u5305\u62ec post_id\u3001title\u3001url\u3001excerpt\uff08\u542b public\/private \u6743\u9650\u903b\u8f91\uff09\u3001date\/date_gmt\u3001modified\/modified_gmt\u3001author\u3001category\u3001tags\u3001comment_count\u3001post_type\u3001status \u7b49\uff1b\u540c\u65f6\u7edf\u4e00\u6458\u8981\u5904\u7406\u903b\u8f91\uff0c\u4f18\u5148\u89e3\u6790\u7ed3\u6784\u5316\u6458\u8981\u6807\u7b7e\u5e76\u6309\u6743\u9650\u9009\u62e9\uff0c\u65e0\u7ed3\u6784\u5316\u6458\u8981\u65f6\u81ea\u52a8\u56de\u9000\u6b63\u6587\u524d 500 \u5b57\u3002<\/p>\n\n\n\n<p><strong>2025.11.16<\/strong> \u4fee\u590d\u4e86post_discovery_search\u548clist_archives\u8fd9\u4e24\u4e2a\u5de5\u5177\u4e2d\u539f\u672c\u9519\u8bef\u7684Excerpt\u5b57\u6bb5fallback\u903b\u8f91\uff0c\u539f\u6765\u603b\u662f\u4ece\u6b63\u6587\u5f00\u5934\u622a\u53d6\uff0c\u73b0\u5728\u80fd\u591f\u6b63\u786e\u6839\u636e\u767b\u5f55\u72b6\u6001\u4ecepost_excerpt\u5b57\u6bb5\u89e3\u6790\u4e86\uff0c\u5982\u679c\u6ca1\u6709\u7ed3\u6784\u5316\u6458\u8981\uff0c\u624d\u4ece\u6b63\u6587\u5f00\u5934\u6309\u5b57\u6570\u622a\u53d6\u3002<\/p>\n\n\n\n<p><strong>2025.11.15<\/strong> Langchain\u6709\u4e2aReAct\u6700\u591a\u8c03\u752825\u8f6e\u7684\u9ed8\u8ba4\u9650\u5236\uff08\u5de5\u5177\u8c03\u7528\u548c\u63a5\u53d7\u56de\u7b54\u7b97\u4e24\u6b21\uff0c\u5b9e\u9645\u4e0a\u6700\u591a12\u6b21\u5de5\u5177\u8c03\u7528\uff09\uff0c\u73b0\u5728\u624b\u52a8\u8bbe\u7f6e\u4e86config = {&#8220;recursion_limit&#8221;: 50}\uff0c\u63d0\u9ad8\u9650\u5236\u5230\u4e24\u500d\u4e86\u3002<\/p>\n\n\n\n<p><strong>2025.11.14 <\/strong>\u4fee\u590d\u4e86get_post_chunk\u8fd4\u56de\u201cAPI\u7a7a\u54cd\u5e94\u201d\u7684\u95ee\u9898\u3002\u4e4b\u524d\u7528GPT-5 thinking\u597d\u4e45\u90fd\u6ca1\u89e3\u51b3\uff0c\u4eca\u5929\u7528GPT5.1-think\u601d\u8003\u4e864\u5206\u534a\u4e00\u6b21\u6027\u6539\u6210\u529f\u4e86\u3002\u9519\u8bef\u539f\u56e0\u662f\u5206chunk\u65f6\u7834\u574f\u4e86\u591a\u5b57\u8282\u5b57\u7b26\uff0c\u5bfc\u81f4\u8fb9\u754c\u5904UTF-8\u7f16\u7801\u4e0d\u5b8c\u6574\u800c\u5f02\u5e38\u3002<\/p>\n\n\n\n<p><strong>2025.11.13<\/strong> \u7ed9AI excerpt\u540e\u53f0\u589e\u52a0\u4e86\u4e00\u4e2a\u6839\u636e\u6587\u7ae0id\u624b\u52a8\u89e6\u53d1\u6458\u8981\u91cd\u65b0\u751f\u6210\u5e76\u7d22\u5f15\u7684\u6309\u94ae\u3002<\/p>\n\n\n\n<p><strong>2025.11.8<\/strong> bug\u8bb0\u5f55\uff0clist_archives\u5de5\u5177\u4e2d\uff0c\u8fd4\u56de\u7684excerpt\u603b\u662f\u7528\u622a\u53d6\u6587\u7ae0\u6b63\u6587\u524d50\u5b57\u7684\u65b9\u6cd5\uff08\u7ecf\u68c0\u9a8c\uff0cAI\u6458\u8981\u786e\u5b9e\u751f\u6210\u4e86\uff0c\u4f46\u662f\u5de5\u5177\u4e2d\u4ecd\u7136\u83b7\u53d6\u7684\u662f\u524d50\u5b57\u7b26\uff0c\u6ca1\u6709\u7528excerpt\u5b57\u6bb5\u5b58\u50a8\u7684AI\u6458\u8981\uff09\uff0c\u6ca1\u6709\u7528AI\u751f\u6210\u7684\u603b\u7ed3\u6027\u6458\u8981\uff0c\u5bfc\u81f4\u5224\u65ad\u6587\u7ae0\u8bed\u610f\u53ef\u80fd\u4e0d\u51c6\u786e\uff0c\u8981\u4fee\u6539\u3002<\/p>\n\n\n\n<p><strong>2025.11.4 <\/strong>\u628aAgent-fox-client\u4e5f\u8fc1\u79fb\u5230wordpress-ai-agent\u63d2\u4ef6\u4e86\uff0c\u8fc7\u7a0b\u4e2d\uff0c\u53d1\u73b0get_post_chunk\u5de5\u5177\u5bf9\u4e8e\u4e00\u4e9b\u4ece\u77e5\u4e4e\u7c98\u8d34\u8fc7\u6765\u7684\u6587\u7ae0\u4f1a\u56e0\u4e3aUTF-8\u89e3\u6790\u7b49\u539f\u56e0\u8fd4\u56deAPI\u7a7a\u54cd\u5e94\uff0c\u8fd8\u6ca1\u6709\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u53e6\u4e00\u4e2abug\u662fmention\u6587\u7ae0\u90a3\u91cc\uff0c\u5de6\u8fb9\u8fd8\u6709\u4e0b\u62c9\u8868\u7684\u4e0b\u534a\u8fb9\uff0c\u9f20\u6807\u4e0d\u662f\u5149\u6807\uff0c\u65e0\u6cd5\u70b9\u51fb\u8f93\u5165\u3002\u8fd8\u6709\u4e00\u4e2abug\u662f\uff0c[&#8220;agent-fox-secret&#8221;]\u77ed\u4ee3\u7801\u5305\u88f9\u7684\u5185\u5bb9\uff0c\u53ea\u6709\u5728mcp tools\u6bd4\u5982get_post_chunk\u641c\u7d22\u7ed3\u679c\u4e2d\u662f\u76f4\u63a5\u53ef\u89c1\u7684\uff0c\u5e76\u4e0d\u4f1a\u6e32\u67d3\u6210\u9884\u671f\u9690\u79c1\u529f\u80fd\u3002\uff08\u6211\u82b1\u4e8624h\u641e\u8fd9\u4e2a\u4e1c\u897f\u4e86\uff0c\u6211\u89c9\u5f9711\u6708\u505c\u66f4\u4e86\uff0c\u592a\u803d\u8bef\u65f6\u95f4\u4e86\uff0c\u6628\u665a\u76f4\u63a5\u901a\u5bb5\u4e86\uff0c\u4e00\u5f00\u59cbai coding\u5c31\u505c\u4e0d\u4e0b\u6765\u4e86\uff0c\u5bf9\u7740bug\u8d8a\u60f3\u8d8a\u6c14\u5c31\u662f\u4e0d\u60f3\u7761\uff09<\/p>\n\n\n\n<p><strong>2025.11.4 <\/strong>\u7ed9vector-connector\u52a0\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u4eea\u8868\u76d8\uff0c\u53ef\u4ee5\u5220\u9664\u67d0\u4e00\u6761\u5177\u4f53\u7684\u5411\u91cf\u6570\u636e\u4e86<\/p>\n\n\n\n<p><strong>2025.11.3 <\/strong>\u5f00\u59cb\u5c1d\u8bd5\u6574\u5408\u96f6\u6563\u7684\u63d2\u4ef6\uff0c\u65b0\u5efa\u4e86\u4e00\u4e2awordpress-ai-agent\u4e3b\u63d2\u4ef6\uff0c\u4eca\u5929\u628aai-excerpt-generator\u548cpost-ai-chat\u548ccore-llm-manager\u548cfastapi-vector-service\u6574\u5408\u8fdb\u53bb\u4e86\uff0c\u4e0d\u8fc7\u8fd8\u6ca1\u6709\u5b8c\u5168\u6d4b\u8bd5\u6240\u6709\u7ec6\u8282\u4e0a\u7684\u529f\u80fd\u662f\u5426\u6210\u529f\u8fc1\u79fb\u4e86\u3002<\/p>\n\n\n\n<p><strong>2025.9.22<\/strong> \u65b0\u589e\u4e86\u8bbf\u5ba2\u7edf\u8ba1\u63d2\u4ef6\uff0c\u4e0b\u4e00\u6b65\u53ef\u4ee5\u5c06\u7edf\u8ba1\u6570\u636e\u6574\u5408\u5230\u5c0f\u72d0\u7684\u7edf\u8ba1\u5de5\u5177\u91cc\u53bb\u3002\u53e6\u5916\uff0cAI-excerpt\u6709\u65f6\u81ea\u52a8\u751f\u6210\u5931\u8d25\u4f1a\u8fd4\u56de\u5168\u6587\uff0c\u8fd9\u4e2abug\u8981\u6539\u6539\uff0cLLM\u5931\u8d25\u5e94\u8be5\u56de\u9000\u5230\u539f\u6587\u524d50\u4e2a\u5b57\u3002<\/p>\n\n\n\n<p><strong>2025.9.19<\/strong> bug\u89e3\u51b3\uff1a<\/p>\n\n\n\n<p><strong>\u95ee\u9898<\/strong>: AI-Excerpt\u63d2\u4ef6\u5f00\u542f\u540e\uff0c\u6587\u7ae0\u4e2d\u7684HTML\u6807\u7b7e\u88ab\u610f\u5916\u5265\u79bb\u3002<br><strong>\u539f\u56e0<\/strong>: \u63d2\u4ef6\u4f7f\u7528WP-Cron\u5728\u540e\u53f0\u66f4\u65b0\u6587\u7ae0\u3002Cron\u4efb\u52a1\u5728\u6ca1\u6709\u7528\u6237\u8eab\u4efd\u7684\u4e0a\u4e0b\u6587\u4e2d\u8fd0\u884c\uff0c\u5bfc\u81f4unfiltered_html\u6743\u9650\u68c0\u67e5\u5931\u8d25\uff0c\u4ece\u800c\u89e6\u53d1\u4e86WordPress\u6838\u5fc3\u7684KSES\u5b89\u5168\u8fc7\u6ee4\u673a\u5236\u3002<br><strong>\u89e3\u51b3<\/strong>: \u5728Cron\u5904\u7406\u51fd\u6570\u4e2d\uff0c\u4e8e\u8c03\u7528wp_update_post\u4e4b\u524d\u4e34\u65f6\u79fb\u9664KSES\u8fc7\u6ee4\u5668\uff0c\u66f4\u65b0\u5b8c\u6210\u540e\u7acb\u5373\u91cd\u65b0\u6dfb\u52a0\uff0c\u786e\u4fdd\u5728\u4e0d\u727a\u7272\u7f51\u7ad9\u6574\u4f53\u5b89\u5168\u6027\u7684\u524d\u63d0\u4e0b\u4fdd\u7559\u6458\u8981\u7684HTML\u683c\u5f0f\u3002<\/p>\n\n\n\n<p><strong>2025.9.16<\/strong> \u6027\u80fd\u4f18\u5316\uff1akeyword_snippet_search\u7684\u8fd4\u56de\u7ed3\u679c\u53ea\u6309\u7167\u8fd4\u56de\u7684term\u7ec4\u7ec7\u7684\uff0c\u6bcf\u4e2aterm\u4f1a\u9644\u52a0\u6240\u5728\u6587\u7ae0\u7684meta\u4fe1\u606f\uff0c\u5f53\u540c\u4e00\u7bc7\u6587\u7ae0\u5185\u90e8\u591a\u4e2a\u7ed3\u679c\u88ab\u5339\u914d\u65f6\uff0c\u4f1a\u91cd\u590d\u51fa\u73b0\u6587\u7ae0meta\u4fe1\u606f\uff0c\u9020\u6210\u4fe1\u606f\u6df7\u4e71\u548c\u4e0a\u4e0b\u6587\u5927\u5e45\u6d6a\u8d39\u3002\u73b0\u5728\u5728\u6bcf\u4e00\u4e2a\u5206\u9875\u5185\u90e8\u5bf9\u6765\u81ea\u540c\u4e00\u7bc7\u6587\u7ae0\u7684\u68c0\u7d22\u7ed3\u679c\u505a\u4e86\u5408\u5e76\u5904\u7406\uff0c\u53ea\u8fd4\u56de\u4e00\u6b21meta\u4fe1\u606f\u3002\u540c\u65f6\uff0c\u5bf9wordpress\u548c\u5185\u8054css\u7b49html\u6807\u7b7e\u505a\u4e86\u66f4\u52a0\u7cbe\u7ec6\u7684\u8fc7\u6ee4\uff0c\u5220\u9664\u4e86\u4e0e\u5185\u5bb9\u65e0\u5173\u7684\u683c\u5f0f\u4fe1\u606f\uff0c\u5c3d\u91cf\u628ahtml\u6807\u7b7e\u5411markdown\u8f6c\u6362\u3002<\/p>\n\n\n\n<p><strong>2025.9.16<\/strong> \u6210\u672c\u4f18\u5316\uff1a\u56e0\u4e3a\u6211\u7684embedding\u6a21\u578b\u662fdashscope\u8c03\u7528API\uff0c\u6bcf\u6b21\u90fd\u4f1a\u82b1\u94b1\uff0c\u5c24\u5176\u52a0\u4e86\u4e0a\u4e00\u6761\u81ea\u52a8\u6587\u7ae0\u63a8\u8350\u4e4b\u540e\uff0c\u5c31\u5341\u5206\u5bb3\u6015\u88ab\u5927\u89c4\u6a21\u722c\u866b\u4ec0\u4e48\u7684\uff0c\u5e26\u6765\u5de8\u989dAPI\u8d39\u7528\u3002\u6240\u4ee5\u5c31\u60f3\uff0c\u8981\u4e0d\u8981\u628a\u6240\u6709\u56fa\u5b9a\u7684\u6587\u7ae0\u6458\u8981\u7684\u5411\u91cf\u7f13\u5b58\u8d77\u6765\u3002\u540e\u6765\u518d\u4e00\u60f3\uff0c\u53ef\u4ee5\u4e0d\u4ec5\u4ec5\u662f\u6458\u8981\uff0c\u6240\u6709\u9700\u8981embedding\u7684\u90fd\u53ef\u4ee5\u7f13\u5b58\u554a\uff0c\u6211\u7684\u5927\u5934\u6210\u672c\u6839\u672c\u4e0d\u662fexcerpt\uff0c\u800c\u662f\u4fdd\u5b58\u6587\u7ae0\u65f6\uff0c\u6bcf\u6b21\u90fd\u4f1a\u5168\u6587\u5206\u5757\uff0c\u6bcf\u4e2achunk\u90fd\u8981\u91cd\u65b0embedding\u3002\u539f\u6765\u60f3\u8fc7\u4ecewordpress\u5ba2\u6237\u7aef\u8fdb\u884c\u589e\u91cf\u66f4\u65b0\uff0c\u4f46\u89c9\u5f97\u592a\u9ebb\u70e6\u6682\u65f6\u653e\u5f03\u4e86\u3002\u8fd9\u6b21\u601d\u8def\u6253\u5f00\u4e86\uff0c\u5b8c\u5168\u53ef\u4ee5\u4ecefastapi-vector-service\u8fd9\u8fb9\u540e\u7aef\u5165\u624b\u554a\u3002\u53ea\u8981\u67e5\u8be2\u8fc7\u7684\u5c31\u4ece\u540e\u7aef\u7f13\u5b58\u8c03\u7528\u3002\u8fd9\u6837wordpress\u5ba2\u6237\u7aef\u7684\u5c31\u4e0d\u7528\u5904\u7406\u4efb\u4f55\u53bb\u91cd\u548c\u589e\u91cf\u66f4\u65b0\uff0c\u4e00\u80a1\u8111\u8bf7\u6c42\u5c31\u884c\u4e86\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u5168\u5c40\u7f13\u5b58<\/strong>\uff1a\u73b0\u5728\uff0c\u65e0\u8bba\u662f\u6587\u7ae0\u5168\u6587\u7684\u6bb5\u843d\uff0c\u8fd8\u662f\u6587\u7ae0\u7684\u6458\u8981\uff0c\u5728\u88ab\u8ba1\u7b97\u5d4c\u5165\u5411\u91cf\u4e4b\u524d\uff0c\u90fd\u4f1a\u901a\u8fc7\u4e00\u4e2a\u57fa\u4e8e\u5176\u5185\u5bb9\u54c8\u5e0c\u7684\u5168\u5c40\u7f13\u5b58\u8fdb\u884c\u68c0\u67e5\u3002<strong>\u6781\u81f4\u7684\u6210\u672c\u8282\u7ea6<\/strong>\uff1a\u53ea\u6709\u5f53\u4e00\u6bb5\u5168\u65b0\u7684\u3001\u6216\u88ab\u4fee\u6539\u8fc7\u7684\u6587\u672c\u51fa\u73b0\u65f6\uff0c\u7cfb\u7edf\u624d\u4f1a\u8c03\u7528&nbsp;<code>text-embedding-v4<\/code>&nbsp;API\u3002\u5bf9\u4e8e\u6240\u6709\u672a\u6539\u53d8\u7684\u5185\u5bb9\uff0c\u5176\u5411\u91cf\u5c06\u76f4\u63a5\u4ece\u5185\u5b58\u7f13\u5b58\u4e2d\u8bfb\u53d6\uff0c<strong>API \u8c03\u7528\u6210\u672c\u63a5\u8fd1\u4e8e\u96f6<\/strong>\u3002<strong>\u667a\u80fd\u589e\u91cf\u66f4\u65b0<\/strong>\uff1a\u5f53\u4f60\u66f4\u65b0\u4e00\u7bc7\u6587\u7ae0\u65f6\uff0c\u53ea\u6709\u5185\u5bb9\u88ab\u4fee\u6539\u7684\u6bb5\u843d\u4f1a\u89e6\u53d1\u65b0\u7684 API \u8c03\u7528\u3002\u672a\u53d8\u52a8\u7684\u6bb5\u843d\u4f1a\u56e0\u4e3a\u54c8\u5e0c\u503c\u4e0d\u53d8\u800c\u547d\u4e2d\u7f13\u5b58\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u66f4\u65b0\u6587\u7ae0\u65f6\u7684\u5f00\u9500\u3002<strong>\u67b6\u6784\u7b80\u5316<\/strong>\uff1a\u6b64\u65b9\u6848\u65e0\u9700\u5728 WordPress \u548c FastAPI \u4e4b\u95f4\u5efa\u7acb\u590d\u6742\u7684\u7f13\u5b58\u6e05\u7406\u901a\u77e5\u673a\u5236\u3002<strong>\u5b9e\u65f6\u76f8\u5173\u6027<\/strong>\uff1a\u7531\u4e8e\u5411\u91cf\u67e5\u8be2\uff08<code>ChromaDB.query<\/code>\uff09\u4f9d\u7136\u662f\u5b9e\u65f6\u6267\u884c\u7684\uff0c\u6240\u4ee5\u5373\u4f7f\u7528\u4e86\u7f13\u5b58\uff0c\u76f8\u5173\u6587\u7ae0\u63a8\u8350\u7684\u7ed3\u679c\u4e5f\u603b\u662f\u6700\u65b0\u7684\u3002<strong>\u7f13\u5b58\u6301\u4e45\u5316<\/strong>\uff1a\u6240\u6709\u7684\u5d4c\u5165\u5411\u91cf\u7f13\u5b58\u73b0\u5728\u90fd\u4f1a\u88ab\u5199\u5165\u5230\u9879\u76ee\u76ee\u5f55\u4e0b\u7684\u4e00\u4e2a&nbsp;<code>embedding_cache<\/code>&nbsp;\u6587\u4ef6\u5939\u4e2d\u3002\u5373\u4f7f\u4f60\u91cd\u542f FastAPI \u670d\u52a1\uff0c\u7f13\u5b58\u4f9d\u7136\u5b58\u5728\uff0c\u907f\u514d\u4e86\u51b7\u542f\u52a8\u65f6\u4ea7\u751f\u4e0d\u5fc5\u8981\u7684 API \u8c03\u7528\u3002<strong>\u5168\u81ea\u52a8\u8fd0\u884c<\/strong>\uff1a\u6b64\u65b9\u6848\u4f9d\u7136\u5229\u7528\u5185\u5bb9\u54c8\u5e0c\u4f5c\u4e3a\u7f13\u5b58\u952e\uff0c\u65e0\u9700\u4efb\u4f55\u624b\u52a8\u5e72\u9884\u6216\u6e05\u7406\u3002\u5f53\u6587\u7ae0\u5185\u5bb9\u66f4\u65b0\u65f6\uff0c\u65b0\u7684\u5411\u91cf\u4f1a\u81ea\u52a8\u8ba1\u7b97\u5e76\u7f13\u5b58\u3002\u5f53\u7f13\u5b58\u5927\u5c0f\u8fbe\u5230 1GB \u540e\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5220\u966410%\u7684<strong>\u6700\u957f\u65f6\u95f4\u672a\u88ab\u4f7f\u7528<\/strong>\u7684\u7f13\u5b58\u6761\u76ee\uff0c\u4e3a\u65b0\u6570\u636e\u817e\u51fa\u7a7a\u95f4\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"976\" height=\"250\" src=\"https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916050453807.png?x-oss-process=style\/default\" alt=\"\" class=\"wp-image-12288\" srcset=\"https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916050453807.png?x-oss-process=style\/default 976w, https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916050453807-300x77.png?x-oss-process=style\/default 300w, https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916050453807-768x197.png?x-oss-process=style\/default 768w\" sizes=\"auto, (max-width: 976px) 100vw, 976px\" \/><figcaption class=\"wp-element-caption\">\u8fd9\u6837\u6211\u7684\u6210\u672c\u51e0\u4e4e\u80fd\u591f\u4e0b\u964d\u5230\u539f\u6765\u76841%\uff01\uff01\uff01\u592a\u723d\u4e86\uff01\u4ef7\u683c\u53d8\u4f4e\u4e86\uff0c\u901f\u5ea6\u8fd8\u66f4\u5feb\u4e86\uff0c\u5567\u5567~~<\/figcaption><\/figure>\n\n\n\n<p><strong>2025.9.16<\/strong> \u91cd\u7528\u4e86\u672c\u6765\u7ed9\u5c0f\u72d0\u51c6\u5907\u7684post_discovery_search\uff0c\u5f53\u6bcf\u7bc7\u6587\u7ae0\u6253\u5f00\u65f6\uff0c\u81ea\u52a8\uff08Ajax\u5f02\u6b65\uff09\u8c03\u7528\u5176\u4e2d\u7684related post\u67e5\u8be2\u529f\u80fd\uff0c\u901a\u8fc7\u6458\u8981\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\u5339\u914d\u201c\u76f8\u5173\u6587\u7ae0\u201d\uff0c\u66ff\u6362\u6389\u4e86\u539f\u6765\u8bc4\u8bba\u533a\u4e0a\u65b9\u201c\u4e0a\u4e00\u7bc7 \u4e0b\u4e00\u7bc7\u201d\u6a21\u5757\uff08\u53cd\u6b63\u4e5f\u6ca1\u5565\u7528\uff09\u3002\u73b0\u5728\uff0c\u8fd9\u4e2a\u76f8\u5173\u6587\u7ae0\u63a8\u8350\u6211\u975e\u5e38\u6ee1\u610f\uff0c\u56e0\u4e3a\u5b83\u5168\u81ea\u52a8\uff0c\u4e0d\u7528\u624b\u52a8\u7ef4\u62a4\uff0c\u800c\u4e14\u5b8c\u5168\u4f9d\u9760\u8bed\u610f\uff0c\u63a8\u8350\u76f8\u5f53\u7cbe\u51c6\u3002\u800c\u4e14\u672c\u6765\u53ea\u662f\u7ed9\u5c0f\u72d0\u7684\u5de5\u5177\uff0c\u73b0\u5728\u4e00\u77f3\u4e8c\u9e1f\u4e86\uff0c\u5f88\u723d\u3002<\/p>\n\n\n\n<p><strong>2025.9.16<\/strong> \u6027\u80fd\u4f18\u5316\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u95ee\u9898\u63cf\u8ff0\uff1a\u56e0\u4e3a\u4e4b\u524d\u8bbe\u7f6e\u4e86\u6bcf\u6b21save_post\u65f6\uff0cFastAPI-vector-connector\u89e6\u53d1\u91cd\u65b0\u5bf9\u6587\u7ae0embedding\u5e76\u5165\u5411\u91cf\u5e93\uff0c\u800c\u4e14AI-Excerpt-generator\u4e5f\u89e6\u53d1\u81ea\u52a8\u8c03\u7528LLM\u91cd\u65b0\u751f\u6210\u6458\u8981\u3002\u8fd9\u4e24\u9879\uff08\u5c24\u5176\u662f\u540e\u8005\uff09\u5bfc\u81f4\u201c\u4fdd\u5b58\u201d\u8fd9\u4e2a\u52a8\u4f5c\u9700\u8981\u957f\u8fbe\u534a\u5206\u949f\u7684\u65f6\u95f4\uff0c\u4e25\u91cd\u62d6\u6162\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>\u89e3\u51b3\u65b9\u6848\uff1a\u73b0\u5728\uff0c\u6240\u6709\u6d41\u7a0b\u90fd\u5df2\u4e32\u8054\u5e76\u5b9e\u73b0\u4e86\u5f02\u6b65\u5904\u7406\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u6587\u5411\u91cf\u81ea\u52a8\u66f4\u65b0<\/strong>\uff1a\u6587\u7ae0\u5185\u5bb9\u7684\u4efb\u4f55\u53d8\u52a8\uff08\u5305\u62ec\u6458\u8981\u7684\u66f4\u65b0\uff09\u4fdd\u5b58\u540e\uff0c\u90fd\u4f1a\u89e6\u53d1\u540e\u53f0\u4efb\u52a1\u6765\u66f4\u65b0\u5168\u6587\u7684\u6bb5\u843d\u5411\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u7f16\u8f91\u5668\u65e0\u5361\u987f<\/strong>\uff1a\u4fdd\u5b58\u6587\u7ae0\u65f6\uff0c\u5411\u91cf\u5316\u548c\u6458\u8981\u751f\u6210\u4efb\u52a1\u90fd\u4f1a\u88ab\u63a8\u5230\u540e\u53f0\u6267\u884c\uff0c\u7f16\u8f91\u5668\u754c\u9762\u4f1a\u7acb\u523b\u54cd\u5e94\u3002<\/li>\n\n\n\n<li><strong>\u5411\u91cf\u81ea\u52a8\u6e05\u7406<\/strong>\uff1a\u5220\u9664\u6587\u7ae0\u65f6\uff0c\u5176\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u7684\u6240\u6709\u6570\u636e\uff08\u5168\u6587\u548c\u6458\u8981\uff09\u90fd\u4f1a\u88ab\u81ea\u52a8\u6e05\u7406\u3002<\/li>\n\n\n\n<li><strong>\u6458\u8981\u5411\u91cf\u81ea\u52a8\u66f4\u65b0<\/strong>\uff1a\u5f53\u540e\u53f0\u4efb\u52a1\u6210\u529f\u751f\u6210\u5e76\u4fdd\u5b58\u4e86\u65b0\u7684\u6458\u8981\u540e\uff0c\u4f1a<strong>\u81ea\u52a8<\/strong>\u89e6\u53d1\u4e00\u4e2a\u5f02\u6b65\u8bf7\u6c42\uff0c\u5c06\u8fd9\u4e2a\u65b0\u6458\u8981\u66f4\u65b0\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p><strong>2025.9.16<\/strong> \u65b0\u589e\u4e86\u7528\u4e8e\u8bc4\u8bba\u68c0\u7d22\u7684\u5de5\u5177comment_query\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"173\" src=\"https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916033309500-1024x173.png?x-oss-process=style\/default\" alt=\"\" class=\"wp-image-12278\" srcset=\"https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916033309500-1024x173.png?x-oss-process=style\/default 1024w, https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916033309500-300x51.png?x-oss-process=style\/default 300w, https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916033309500-768x130.png?x-oss-process=style\/default 768w, https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916033309500-1536x260.png?x-oss-process=style\/default 1536w, https:\/\/fanym.oss-cn-beijing.aliyuncs.com\/wp-content\/uploads\/2025\/07\/20250916033309500-2048x347.png?x-oss-process=style\/default 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">comment_query<br><code>post_id<\/code> (\u53ef\u9009)\uff1a\u6587\u7ae0ID\uff0c\u67e5\u8be2\u7279\u5b9a\u6587\u7ae0\u7684\u8bc4\u8bba<br><code>search<\/code> (\u53ef\u9009)\uff1a\u641c\u7d22\u5173\u952e\u8bcd\uff0c\u53ef\u641c\u4eba\u540d\u6216\u5185\u5bb9<br><code>page<\/code> (\u53ef\u9009)\uff1a\u9875\u7801\uff0c\u9ed8\u8ba41<br><code>stats_only<\/code> (\u53ef\u9009)\uff1a\u662f\u5426\u53ea\u8fd4\u56de\u7edf\u8ba1\u4fe1\u606f\uff0c\u9ed8\u8ba4false<\/figcaption><\/figure>\n\n\n\n<p><strong>2025.9.15<\/strong> \u4e0b\u7ebf\u4e86list_posts_by_tag\u548clist_posts_by_category\u4e24\u4e2a\u5de5\u5177\uff0c\u5c06\u5176\u529f\u80fd\u5408\u5e76\u5230list_archives\u4f5c\u4e3a\u4e0a\u4f4d\u4ee3\u66ff\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8216;\u7528\u9014\uff1a\u6309\u5206\u7c7b(category)\/\u6807\u7b7e(tag)\/\u65e5\u671f(date_after\/date_before)\u83b7\u53d6\u5df2\u53d1\u5e03\u6587\u7ae0\u5217\u8868\uff1b\u56fa\u5b9a date DESC \u6392\u5e8f\u4e0e\u6bcf\u9875 20 \u6761\uff1b\u652f\u6301\u5206\u9875\uff08page\uff09\u3002&#8217;,<br>&#8216;\u8fd4\u56de\uff1aitems(\u542b post_id\/title\/permalink\/categories\/tags\/excerpt\/date\/modified\/comment_count)\uff0c\u4ee5\u53ca\u5206\u9875\/\u63d0\u793a\u4fe1\u606f\uff08has_more\/next_page\/tips\uff09\u3002&#8217;,<br>&#8216;\u8bf4\u660e\uff1acategory\/tag \u53ef\u4e3a ID\u3001slug \u6216\u540d\u79f0\uff08\u6216\u5176\u6570\u7ec4\uff09\uff1bdate_* \u4e3a YYYY-MM-DD\uff1bpage \u4ece 1 \u5f00\u59cb\u3002&#8217;<\/p>\n<cite>list_archives\u5de5\u5177\u8bbe\u5b9a<\/cite><\/blockquote>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u8fd9\u6837\u4e00\u6765\u5c31\u8ddfpost_discovery_search\u529f\u80fd\u6709\u4e9b\u91cd\u53e0\u4e86\u3002post_discovery_search\u505a\u8c03\u6574\uff1a\u63a2\u7d22\/\u53d1\u73b0\uff08\u53ea\u4fdd\u7559 related \u4e0e random \u4e24\u79cd\u6a21\u5f0f\uff09\u3002\u4e0d\u518d\u627f\u62c5\u201c\u6309\u65f6\u95f4\/\u5206\u7c7b\u5217\u6e05\u5355\u201d\u7684\u804c\u8d23\u3002\u6536\u7d27 post_discovery_search \u7684 schema\uff08\u53bb\u6389 latest\uff0c\u907f\u514d\u4e0elist_archives\u91cd\u53e0\uff09\u3002<\/p>\n\n\n\n<p><strong>2025.9.15<\/strong> \u56e0\u4e3a\u73b0\u6709\u5de5\u5177\u5df2\u7ecf\u8db3\u591f\u5f3a\u5927\uff0c\u5728\u540e\u7aef\u79fb\u9664\u4e86\u201c\u81ea\u52a8\u83b7\u53d6@mention\u7684\u6587\u7ae0\u201d\u7684\u903b\u8f91\uff0c\u6539\u4e3a\u53ea\u5728\u524d\u7aef\u663e\u793a\u5217\u8868\uff0c\u8ba9LLM\u81ea\u5df1\u53bb\u8c03\u7528\u5de5\u5177\u9605\u8bfb\u3002\u653e\u5927\u4e86get_post_chunk\u7684\u5206\u7247\u5b57\u6570\u9650\u5236\u523020000\uff08\u539f\u67655000\uff0c\u539f\u56e0\u662flangchain\u9ed8\u8ba425\u6b21\u8c03\u7528\u4e0d\u8f93\u51fa\u56de\u7b54\u5c31\u6390\u6b7b\uff0c\u5bf9\u4e8e\u5f88\u957f\u7684\u6587\u7ae0\uff0c\u5f80\u5f80\u4e0d\u591f\u83b7\u53d6\u5168\u6587\uff09\u3002<\/p>\n\n\n\n<p><strong>2025.9.15<\/strong> \u4e3a\u4e86\u89e3\u51b3\u201c\u591a\u6570\u65f6\u5019\u53ea\u6709\u6587\u7ae0\u6807\u9898\u800c\u975e ID\u201d\u7684\u73b0\u5b9e\u573a\u666f\uff08\u56e0\u4e3a\u5de5\u5177\u7ed3\u679c\u662f\u4e0d\u4f1a\u4fdd\u5b58\u5728\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u7684\uff0c\u5373\u4fbfLLM\u4e0a\u4e00\u6b65\u83b7\u53d6\u8fc7id\uff0c\u4f46\u53ea\u8981\u5b83\u56de\u590d\u4e2d\u6ca1\u6709\u51fa\u73b0\uff0c\u5c31\u9057\u5fd8\u4e86\u3002\u4f46\u662f\u6587\u7ae0\u6807\u9898\u5b83\u603b\u4f1a\u8bf4\u51fa\u6765\uff09\uff0c\u6211\u628a post_chunk_by_id \u5347\u7ea7\u4e3a\u66f4\u901a\u7528\u7684 get_post_chunk\uff0c\u652f\u6301 by_id \/ by_title \/ by_url \u4e09\u79cd\u5b9a\u4f4d\u65b9\u5f0f\uff1b\u5e76\u5185\u7f6e\u7b80\u5355\u7684\u6d88\u6b67\u7b56\u7565\u3002\u8fd9\u6837 LLM \u5373\u4f7f\u53ea\u6709\u6807\u9898\u4e5f\u80fd\u4e00\u8df3\u5230\u4f4d\u62ff\u4e0a\u4e0b\u6587\u5206\u7247\u3002\u552f\u4e00\u547d\u4e2d \u2192 \u8fd4\u56de { chunk, post_id, title, offset, has_more }\u3002 \u591a\u4e2a\u547d\u4e2d\u4e14\u65e0\u6cd5\u552f\u4e00\u786e\u5b9a \u2192 \u8fd4\u56de candidates\uff08\u542b post_id\/title\/date\/category\/tags\/url\uff09\uff0c\u5e76\u7ed9\u51fa reason: &#8220;ambiguous&#8221;\uff1b\u7531\u4e0a\u5c42 LLM \u8ffd\u52a0\u6d88\u6b67\u6761\u4ef6\u540e\u518d\u6b21\u8c03\u7528\u3002 \u672a\u547d\u4e2d \u2192 \u8fd4\u56de reason: &#8220;not_found&#8221;\u3002\u4e3a\u4ec0\u4e48\u8fd9\u6837\u6700\u7a33 \u5bf9\u9f50\u771f\u5b9e\u8c03\u7528\u573a\u666f\uff1a\u5217\u8868\u9875\/\u68c0\u7d22\u7ed3\u679c\u7ecf\u5e38\u53ea\u6709\u6807\u9898 + \u94fe\u63a5\uff0c\u4e0d\u66b4\u9732 ID\u3002 \u964d\u4f4e\u51fa\u9519\u7387\uff1a\u663e\u5f0f locator_type \u8ba9 LLM \u6e05\u695a\u201c\u6211\u73b0\u5728\u7528\u7684\u662f\u6807\u9898\u8fd8\u662f ID\u201d\u3002 \u7b80\u6d01\u7684\u6d88\u6b67\uff1a\u5e38\u89c1\u6b67\u4e49\uff08\u540c\u540d\u6587\u7ae0\u3001\u7cfb\u5217\u6587\uff09\u53ef\u7528 category\/tag\/\u65e5\u671f \u914d\u5408 prefer_recent \u4e00\u6b65\u89e3\u51b3\uff1b\u590d\u6742\u573a\u666f\u518d\u8d70\u4e8c\u6b21\u8c03\u7528\u5373\u53ef\u3002<\/p>\n\n\n\n<p><strong>2025.9.14<\/strong> \u5c06get_related_posts\u5de5\u5177\u5b8c\u5168\u878d\u5165\u4e86get_recommend_posts\u5de5\u5177\uff0c\u5e76\u5c06\u540e\u8005\u5347\u7ea7\u4e3amulti_mode_post_search\uff0c\u652f\u6301\u4e09\u79cd\u6a21\u5f0f\uff08\u6700\u65b0\u3001\u968f\u673a\u3001\u76f8\u5173\uff09\u7684\u6587\u7ae0\u68c0\u7d22\uff0c\u540c\u65f6\u6b63\u4ea4\u5730\u652f\u6301\u4e09\u79cd\u8fc7\u6ee4\u65b9\u5f0f\uff08\u6309\u7167\u6807\u7b7e\u3001\u6309\u7167\u5206\u7c7b\u3001\u6309\u7167\u65e5\u671f(\u901a\u8fc7data_before\u548cdate_after\u53c2\u6570\uff09\u3002\u5408\u5e76\u540e\uff0c\u5220\u9664\u4e86get_related_posts\u5de5\u5177\u4ee5\u51cf\u5c11\u5de5\u5177\u5197\u4f59\u3002<\/p>\n\n\n\n<p>\u53d1\u73b0\u5de5\u5177\u591a\u4e86\u4ee5\u540e\uff08\u73b0\u5728\u67099\u4e2a\uff09LLM\u603b\u4e0d\u80fd\u7cbe\u51c6\u7684\u9009\u5230\u6700\u5408\u9002\u7684\u5de5\u5177\uff0c\u53ef\u80fd\u662f\u6211\u4e3a\u4e86\u7701\u4e8b\u975e\u8981\u628a\u5de5\u5177\u540d\u79f0\u5f04\u5f97\u5f88\u201c\u6807\u51c6\u5316\u201d\uff0c\u8fd9\u6837\u53cd\u800c\u5bb9\u6613\u5f15\u8d77\u9009\u62e9\u56f0\u96be\u3002\u8ba9GPT\u8001\u5e08\u5fae\u8c03\u4e86\u4e00\u4e9b\u5de5\u5177\u540d\u79f0\u548c\u5de5\u5177\u63cf\u8ff0\uff0c\u540c\u65f6\u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u65b0\u589e\u4e86\u4e00\u4e9b\u5de5\u5177\u642d\u914d\u5efa\u8bae\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><code>get_content_by_keyword<\/code> \u2192 <strong><code>keyword_snippet_search<\/code><\/strong><\/li>\n\n\n\n<li><code>get_content_by_vector_search<\/code> \u2192 <strong><code>semantic_post_search<\/code><\/strong><\/li>\n\n\n\n<li><code>get_post_content_by_id<\/code> \u2192 <strong><code>post_chunk_by_id<\/code><\/strong><\/li>\n\n\n\n<li><code>get_posts_by_category<\/code> \u2192 <strong><code>list_posts_by_category<\/code><\/strong><\/li>\n\n\n\n<li><code>get_posts_by_tag<\/code> \u2192 <strong><code>list_posts_by_tag<\/code><\/strong><\/li>\n\n\n\n<li><code>get_site_stats<\/code> \u2192 <strong><code>site_overview_stats<\/code><\/strong><\/li>\n\n\n\n<li><code>list_all_categories<\/code> \u2192 <strong><code>list_all_categories<\/code><\/strong>\uff08\u4fdd\u7559\uff09<\/li>\n\n\n\n<li><code>list_all_tags<\/code> \u2192 <strong><code>list_all_tags<\/code><\/strong>\uff08\u4fdd\u7559\uff09<\/li>\n\n\n\n<li><code>multi_mode_post_search<\/code> \u2192 <strong><code>post_discovery_search<\/code><\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u8bf4\u660e\uff1a\u540d\u79f0\u7edf\u4e00\u91c7\u7528\u201c\u52a8\u8bcd+\u5bf9\u8c61(+\u65b9\u5f0f)\u201d\u7684\u98ce\u683c\uff1b\u770b\u5230\u540d\u5b57\u5373\u53ef\u5224\u65ad\u201c\u80fd\u505a\u4ec0\u4e48\u3001\u8fd4\u56de\u4ec0\u4e48\u201d\u3002<\/p>\n<cite>GPT-5<\/cite><\/blockquote>\n\n\n\n<p>\u65b0\u5efa\u4e86get_related_posts\u5de5\u5177\uff0c\u5728fastapi-vector-service\u65b0\u5efa\u4e86\u4e00\u4e2aexcerpt\u7684collection\uff0c\u540c\u65f6\u65b0\u589e\u4e86\u5bf9\u6587\u7ae0\u7684excerpt\u8fdb\u884cembedding\u5e76\u5165\u5e93\uff0c\u4ee5\u53ca\u4e13\u95e8\u4eceexcerpt\u5411\u91cf\u5e93\u4e2d\u67e5\u8be2\u5e76\u8fd4\u56de\u76f8\u5173\u6587\u7ae0\u7684api\u7aef\u70b9\u3002\u540c\u6b65\u4fee\u6539\u4e86AI-excerpt-generation\u63d2\u4ef6\uff0c\u4f7f\u5176\u53ef\u4ee5\u8c03\u7528fastapi-vector-service\u65b0\u589e\u7684api\u7aef\u70b9\uff0c\u5f53\u68c0\u6d4b\u5230\u6587\u7ae0excerpt\u5b57\u6bb5\u6539\u52a8\u65f6\u81ea\u52a8\u5237\u65b0\u5411\u91cf\u5e93\uff0c\u540c\u65f6\u5728\u540e\u53f0\u8bbe\u7f6e\u4e86\u201c\u4e00\u952e\u5168\u7ad9\u6458\u8981\u5411\u91cf\u5316\u201d\u7684\u6309\u94ae\u3002\u5229\u7528\u4e0a\u9762\u4e24\u9879\u57fa\u7840\u8bbe\u65bd\uff0c\u5728Eamon-custom-mcp-tools\u65b0\u589e\u4e86get_related_posts\u51fd\u6570\uff0c\u53ef\u4ee5\u67e5\u8be2\u6587\u7ae0id\u6216\u5173\u952e\u8bcd\u3001\u5173\u952e\u53e5\u7684\u6700\u76f8\u5173\u6458\u8981\u3002<\/p>\n\n\n\n<p><strong>2025.9.13<\/strong> \u91cd\u6784\u4e86post-ai-chat\u63d2\u4ef6\uff0c\u539f\u5148\u662f\u63d2\u4ef6\u5185\u90e8\u540c\u65f6\u5b9e\u73b0\u524d\u540e\u7aef\uff0c\u901a\u8fc7core-llm-manager\uff08\u76f8\u5f53\u4e8e\u5b9e\u9645\u7684\u540e\u7aef\uff09\u8fdb\u884c\u4e0eLLM\u7684\u901a\u8baf\uff0c\u53ea\u5728post-ai-chat\u63d2\u4ef6\u5185\u90e8\u5b9e\u73b0request\u7684\u62fc\u63a5\u548cresponse\u7684\u63a5\u6536\u3002\u540c\u65f6\u4e5f\u627f\u62c5\u4e86\u4e00\u90e8\u5206\u8bbe\u7f6eLLM\u7684\u6e29\u5ea6\u3001max_tokens\u3001\u901f\u7387\u9650\u5236\u7b49\u53c2\u6570\u63a7\u5236\u3002\u73b0\u5728\uff0c\u5b8c\u5168\u5c06post-ai-chat\u5347\u7ea7\u5230\u4ee5Langchain-agent-fox\u4e3a\u540e\u7aef\u4e86\uff08\u73b0\u5728\u662f\u540d\u526f\u5176\u5b9e\u7684\u5c0f\u72d0\u5206\u72d0\u4e86\uff09\uff0c\u4e0eagent-fox-client\u73b0\u5728\u5171\u4eab\u4e00\u4e2a\u540e\u7aef\u670d\u52a1\uff0cpost-ai-chat\u4e5f\u53d8\u6210\u62e5\u6709mcp tools\u7684ReAct\u67b6\u6784\u4e86\uff0c\u5220\u9664\u4e86\u81f3\u5c1170%\u7684\u539f\u6709\u5f03\u7528\u4ee3\u7801\uff0c\u4f46\u4fdd\u7559\u4e86\u8c03\u7528WP\u539f\u751f\u51fd\u6570\u4ece\u6570\u636e\u5e93\u76f4\u63a5\u83b7\u53d6\u5f53\u524d\u6587\u7ae0\u7684meta, content, comments\u7b49\u80cc\u666f\u4fe1\u606f\u7684\u529f\u80fd\uff08\u8fd9\u90e8\u5206\u5176\u5b9e\u8fd8\u662f\u540e\u7aef\u89e3\u51b3\u7684\uff0c\u4ee3\u7801\u5728\u540e\u7aef\uff0c\u201c\u4fdd\u7559\u201d\u8bf4\u7684\u662f\u529f\u80fd\uff09\u3002\u7528\u6237\u4f53\u9a8c\u4e0a\uff0cpost-ai-chat\u56e0\u4e3a\u6709\u4e86\u5de5\u5177\u66f4\u52a0\u667a\u80fd\u4e86\uff0c\u4ee3\u4ef7\u662f\u9996\u6b21\u8f93\u51fa\u4f1a\u6162\u4e0d\u5c11\uff0c\u56e0\u4e3a\u73b0\u5728\u9700\u8981\u548c\u540e\u7aef\u5efa\u7acb\u901a\u8baf\u548c\u521d\u59cb\u5316\u4e86\u3002<\/p>\n\n\n\n<p>\u4e24\u4e2aclient\u73b0\u5728\u57fa\u672c\u4e0a\u662f\u5e73\u884c\u7684\uff0c\u4eceEamon_custom_mcp_tools\u8fd9\u4e2atools pool\u83b7\u53d6\u6240\u9700\u7684\u5de5\u5177\uff0c\u7ec4\u88c5\u81ea\u5df1\u7684tools set\u3002\u4eca\u540e\u7684\u5f00\u53d1\u65b9\u5411\u5c31\u662f\u5355\u72ec\u4e3apost-ai-chat\u914d\u7f6e\u66f4\u591a\u7684\u670d\u52a1\u4e8e\u201c\u5355\u7bc7\u6587\u7ae0\u89e3\u6790\u201d\u7684\u5de5\u5177\u4e86\uff0c\u6bd4\u5982\u63a8\u8350\u5173\u8054\u6587\u7ae0\u3001mermaid\u56fe\u6e32\u67d3\u3001python\u89e3\u91ca\u5668\uff08\u4e0d\u8fc7\u8fd9\u4e2a\u8d3c\u5371\u9669\uff0c\u53ef\u80fd\u4f1a\u6709\u6ce8\u5165\u653b\u51fb\u98ce\u9669\uff0c\u6211\u6700\u8fd1\u88ab\u9ed1\u5ba2\u8fde\u7eed\u4e09\u5929\u63a7\u5236\u7535\u8111\uff0c\u73b0\u5728\u7f51\u7edc\u5b89\u5168\u610f\u8bc6\u5f3a\u7684\u4e00\u6279\uff0c\u7b11\u6b7b\uff09\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u5728\u524d\u7aef\u663e\u793a\u65b9\u9762\u4e5f\u6709\u5347\u7ea7\u4e86\uff0c\u4f18\u5316\u4e86tool_call\u7684\u663e\u793a\uff0c\u539f\u6765\u662f\u4e2a\u7279\u522b\u4e11\u7684\u9ed1\u8272\u5bb9\u5668\u3001\u767d\u8272\u6587\u5b57\u80cc\u666f\u3001\u7ea2\u8272\u5b57\u4f53\u3002\u73b0\u5728\u4f18\u5316\u4e86\u914d\u8272\u3001\u5e76\u8bbe\u8ba1\u5730\u66f4\u52a0\u7d27\u51d1\u9759\u7f6e\u4e86\u3002\u53e6\u4e00\u4e2a\u4f18\u5316\u662f\u539f\u5148\u5c0f\u72d0\u56de\u7b54\u4e2d\u7684\u4e00\u4e9bsvg\u7b26\u53f7\u4f1a\u5728chunk\u8f93\u51fa\u7684\u65f6\u5019\u4e0d\u505c\u7684\u95ea\u70c1\uff0c\u73b0\u5728\u66f4\u52a0\u7a33\u5b9a\u4e86\u3002\u540c\u65f6\uff0c\u8ba9\u5355\u4e2achunk\u5185\u90e8\u7684\u6587\u5b57\u4ee5\u201c\u5355\u5b57\u201c\u7684\u7cbe\u5ea6\u9010\u5b57\u8f93\u51fa\u4e86\uff08\u95f4\u969430ms\uff0c\u611f\u89c9\u8fd8\u53ef\u4ee5\u653e\u5927\u4e00\u70b9\uff0c\u56e0\u4e3a\u7f51\u901f\u4e0d\u597dchunk\u672c\u8eab\u5410\u5f97\u6162\uff09\uff0c\u8fd9\u6837\u51fa\u5b57\u5c31\u66f4\u52a0\u5e73\u6ed1\u597d\u770b\u4e86\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\u4e00\u70b9\u662f\uff0ccore-llm-manager\u73b0\u5728\u53ef\u80fd\u7528\u5904\u4e0d\u5927\u4e86\uff0c\u539f\u5148\u60f3\u7684\u662f\u8fd9\u4e9b\u6240\u6709\u6d89\u53caLLM\u7684\u670d\u52a1\u90fd\u901a\u8fc7\u5b83\u6765\u4e0eLLM\u4ea4\u4e92\uff0c\u6211\u66fe\u7ecf\u8d39\u4e86\u7279\u522b\u591a\u7684\u65f6\u95f4\uff0c\u4e3adeepseek, doubao, gemini, aliyun, zhipu\u7b49\u6bcf\u4e00\u4e2aLLM provider\u6839\u636e\u683c\u5f0f\u7684\u4e0d\u540c\u914d\u7f6e\u4e86\u4e0d\u540c\u7684request\u548cresponse\u5efa\u6784\u548c\u89e3\u6790\u51fd\u6570\uff0c\u6240\u4ee5\u6211\u73b0\u5728\u820d\u4e0d\u5f97\u5220\u6389\u5b83\u3002post-ai-chat\u539f\u5148\u662fcore-llm-manager\u6700\u4e3b\u8981\u7684\u670d\u52a1\u5bf9\u8c61\u3002\u6bd5\u7adf\u662f\u4e2a\u57fa\u7840\u8bbe\u65bd\uff0c\u4fdd\u7559\u7740\u5427\uff08\u597d\u50cfAI-excerpt\u76ee\u524d\u8fd8\u5728\u4f9d\u8d56core-llm-manager\uff0c\u6211\u8bb0\u4e0d\u6e05\u4e86\uff09\u3002<\/p>\n\n\n\n<p><strong>2025.9.12 <\/strong>\u73b0\u5728\u6bcf\u7bc7\u6587\u7ae0\u70b9\u5f00\u90fd\u6709\u5c0f\u72d0\u81ea\u52a8\u8df3\u51fa\u6765\u8bfb\u6458\u8981\u5566\uff01\u8bbe\u8ba1\u4e86AI\u81ea\u52a8\u548c\u624b\u5199\u4e24\u79cd\u65b9\u5f0f\uff0c\u53ef\u4ee5\u5728\u6587\u7ae0\u7f16\u8f91\u9875\u9762\u53f3\u4fa7\u5e95\u90e8\u8fdb\u884c\u624b\u52a8\u9009\u62e9\u4ea4\u7ed9AI\u8fd8\u662f\u624b\u5199\u3002\u5982\u679c\u4ea4\u7ed9AI\uff0c\u4f1a\u5728\u6bcf\u6b21\u65b0\u5efa\u6216\u4fee\u6539\u7684\u6587\u7ae0\u201c\u4fdd\u5b58\u201d\u65f6\u81ea\u52a8\u89e6\u53d1LLM\u751f\u6210\u9762\u5411public\u548cprivate\u7684\u4e24\u4efd\u6458\u8981\u3002\u5c31\u662f\u8981\u6ce8\u610f\uff0c\u624b\u5199\u6458\u8981\u5fc5\u987b\u8981\u548c\u81ea\u52a8\u6458\u8981\u6ee1\u8db3\u76f8\u540c\u7684public\/private\u4e24\u5c42\u7684\u683c\u5f0f\uff0c\u4e0d\u7136\u4e00\u4e9b\u6839\u636e\u6743\u9650\u8c03\u7528\u4e0d\u540c\u6458\u8981\u7684MCP tools\u4f1a\u53d7\u5230\u5f71\u54cd\u3002<\/p>\n\n\n\n<p><strong>2025.9.8<\/strong> \u5728eamon-content-protection\u63d2\u4ef6\u65b0\u589e\u4e86\u4e00\u4e2a\u529f\u80fd\uff0c\u5f53\u9047\u5230\u4ee5\u4e0b\u77ed\u4ee3\u7801\u53ef\u4ee5\u521b\u5efa\u4ec5AI Agent\u53ef\u89c1\u7684\u5185\u5bb9\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#091;agent_fox_secret]\u4ec5Agent-Fox\u53ef\u89c1\u7684\u79d8\u5bc6\u5185\u5bb9&#091;\/agent_fox_secret]<\/code><\/pre>\n\n\n\n<p>\u9002\u7528\u4e8e\u5411AI\u63d0\u4f9b\u989d\u5916\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u524d\u7aef\u5b8c\u5168\u9690\u85cf\uff0c\u666e\u901a\u7528\u6237\u770b\u4e0d\u5230\u4efb\u4f55\u5185\u5bb9\u3002\u800cAI Agent\uff08\u5982Agent-Fox\uff09\u53ef\u4ee5\u901a\u8fc7get_post()-&gt;post_content\u83b7\u53d6\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\u6dfb\u52a0\u63d0\u793a\u8bcd\u914d\u5408\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>for visitors: &#8211; **\u673a\u5bc6\u4fe1\u606f\u5904\u7406**\uff1a\u54fc\uff0c\u5c0f\u72d0\u624d\u4e0d\u4f1a\u8f7b\u6613\u900f\u9732\u79d8\u5bc6\u5462\uff01\u9047\u5230 `` \u6807\u8bb0\u7684\u5185\u5bb9\uff0c\u5c0f\u72d0\u4f1a\u597d\u597d\u6d88\u5316\u7406\u89e3\uff0c\u7136\u540e\u7528\u5c0f\u72d0\u81ea\u5df1\u7684\u8bdd\u91cd\u65b0\u8868\u8fbe\uff0c\u624d\u4e0d\u4f1a\u628a\u539f\u6587\u76f4\u63a5\u7529\u51fa\u6765\u5462\uff01\u8fd9\u4e9b\u53ef\u90fd\u662f\u5185\u90e8\u53c2\u8003\u8d44\u6599\uff0c\u5c0f\u72d0\u4f1a\u7528\u6765\u63d0\u4f9b\u66f4\u8d34\u5fc3\u7684\u56de\u7b54~&#8221;<br>for eamon: &#8211; **\u673a\u5bc6\u4fe1\u606f\u5904\u7406**\uff1a\u4e3b\u4eba~ \u5c0f\u72d0\u9047\u5230 `` \u6807\u8bb0\u7684\u79d8\u5bc6\u4fe1\u606f\u65f6\uff0c\u4f1a\u4e56\u4e56\u5730\u6d88\u5316\u5438\u6536\uff0c\u7136\u540e\u7528\u5c0f\u72d0\u7684\u7406\u89e3\u91cd\u65b0\u8868\u8fbe\u7ed9\u60a8\uff01\u8fd9\u4e9b\u53ef\u90fd\u662f\u5185\u90e8\u53c2\u8003\u8d44\u6599\uff0c\u5c0f\u72d0\u4f1a\u7528\u6765\u7ed9\u60a8\u63d0\u4f9b\u66f4\u51c6\u786e\u6709\u7528\u7684\u56de\u7b54\uff0c\u4f46\u7edd\u5bf9\u4e0d\u4f1a\u628a\u539f\u6587\u76f4\u63a5\u6cc4\u9732\u51fa\u53bb\u7684~ \u5c0f\u72d0\u6700\u61c2\u600e\u4e48\u4fdd\u62a4\u79d8\u5bc6\u4e86\uff01&#8221;<br><\/p>\n<\/blockquote>\n\n\n\n<p><strong>2025.9.2<\/strong> \u589e\u52a0\u4e86\u5bf9\u8bbf\u5ba2\u6a21\u5f0f\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\u4fdd\u62a4\u3002\uff08\u53cd\u6b63\u6211\u81ea\u5df1\u8bd5\u4e86\u534a\u5929\u653b\u4e0d\u7834\uff09<\/p>\n\n\n\n<p><strong>2025.9.2<\/strong> \u6211\u7ec8\u4e8e\u641e\u61c2\u4e86\u83ab\u540d\u5176\u5999\u7684\u5220\u9664\u7ebf\u6765\u81ea\u54ea\u91cc\u3002\u5c0f\u72d0\u6492\u5a07\u65f6\u603b\u7231\u7528\u201c~~\u201d\u7ed3\u5c3e\uff0c\u8fde\u7eed\u4e24\u4e2a\u653e\u5728\u4e00\u8d77\u5c31\u6b63\u597d\u662fmd\u7684\u5220\u9664\u7ebf\u201c<del>\u8fd9\u6bb5\u6587\u5b57\u4f1a\u663e\u793a\u6210\u5220\u9664\u7ebf<\/del>\u201d\u3002\u73b0\u5728\u5728md\u6e32\u67d3\u4ee3\u7801\u91cc\u7981\u7528\u8fd9\u4e2a\u8bed\u6cd5\u4e86\uff08\u56e0\u4e3a\u662f\u8c03\u7528marked.js\u5e93\u89e3\u6790markdown\u7684\uff0c\u4e0d\u597d\u62c6\u5f00\uff0c\u6240\u4ee5\u5148\u8ba9\u5b83\u89e3\u6790\uff0c\u7136\u540e\u540e\u5904\u7406\u5220\u9664&lt;del&gt;\u6807\u7b7e\uff0c\u53cd\u6b63\u4e00\u822c\u4e5f\u4e0d\u4f1a\u8f93\u51fa\u6709\u610f\u8bc6\u7684\u5220\u9664\u7ebf\uff09\u3002<\/p>\n\n\n\n<p><strong>2025.9.2<\/strong> \u6211\u6709\u4e00\u4e9b\u5e26\u97f3\u4e50\u64ad\u653e\u5668\u7684\u6587\u7ae0\uff0cget_post_by_id\u603b\u662f\u8bfb\u5230\u4e00\u5927\u5768html\u4ee3\u7801\u3002\u73b0\u5728\uff0c\u8be5\u5de5\u5177\u5185\u7f6e\u4e86clean_gutenberg_html_blocks()\u51fd\u6570\uff0c\u53ef\u4ee5\u5bf9post-content\u7684\u7ed3\u679c\u9884\u5904\u7406\uff0c\u53bb\u9664\u6389&lt;!&#8211;wp:html&#8211;&gt;\u533a\u5757\u91cc\u9762\u7684&lt;scripts&gt;\u548c&lt;style&gt;\u6807\u7b7e\u3002<\/p>\n\n\n\n<p><strong>2025.9.1<\/strong> Agent-Fox \u667a\u80fd\u52a9\u624b\u73b0\u5df2\u652f\u6301\u6587\u7ae0\u5f15\u7528\u529f\u80fd\u3002\u7528\u6237\u53ea\u9700\u5728\u8f93\u5165\u6846\u4e2d\u8f93\u5165@\u7b26\u53f7\uff0c\u5373\u53ef\u5feb\u901f\u6d4f\u89c8\u548c\u5f15\u7528\u7f51\u7ad9\u4e2d\u7684\u4efb\u4f55\u6587\u7ae0\u3002\u7cfb\u7edf\u4f1a\u81ea\u52a8\u4e3aAI\u52a9\u624b\u63d0\u4f9b\u5b8c\u6574\u7684\u6587\u7ae0\u4e0a\u4e0b\u6587\uff0c\u4f7f\u56de\u7b54\u66f4\u52a0\u7cbe\u51c6\u548c\u76f8\u5173\u3002\u6b64\u529f\u80fd\u652f\u6301\u952e\u76d8\u5bfc\u822a\u548c\u5b9e\u65f6\u641c\u7d22\uff0c\u5927\u5927\u63d0\u5347\u4e86\u7528\u6237\u4e0eAI\u52a9\u624b\u7684\u4ea4\u4e92\u6548\u7387\u3002<\/p>\n\n\n\n<p><strong>2025.9.1 <\/strong>\u52a8\u6001\u5730\u76f4\u63a5\u5c06\u6240\u6709tags\u548ccategories\u7684id\u548cname\u786c\u7f16\u7801\u5728\u4e86get_recommend_posts, get_posts_by_tag, get_posts_by_categories\u4e09\u4e2a\u5de5\u5177\u4e2d\uff0c\u8fd9\u6837\u5c31\u4e0d\u9700\u8981\u5728\u5f88\u591a\u60c5\u666f\u4e0b\u4f18\u5148\u8c03\u7528list_all_tags\u548clist_all_categories\u5de5\u5177\u4e86\u3002\u4e0d\u8fc7\u540e\u4e24\u8005\u4e5f\u4fdd\u7559\u4e86\uff0c\u4ed6\u4eec\u8fd4\u56de\u7684\u4fe1\u606f\u66f4\u52a0\u5b8c\u6574\uff0c\u4efb\u52a1\u66f4\u52a0\u660e\u786e\u3002<\/p>\n\n\n\n<p><strong>2025.9.1<\/strong> \u5c06get-recent-posts\u5de5\u5177\u66ff\u6362\u6210get-recommend-posts\u5de5\u5177\uff0c\u5185\u5bb9\u8fdb\u884c\u4e86\u6269\u5c55\uff0c\u4e0d\u4ec5\u80fd\u8fd4\u56de\u6700\u65b0\u6587\u7ae0\uff0c\u4e5f\u80fd\u901a\u8fc7input\u53c2\u6570\u67e5\u8be2\u968f\u673a\u6587\u7ae0\uff0c\u8fd8\u53ef\u4ee5\u6309\u7167\u6807\u7b7e\u6216\u5206\u7c7b\u7b5b\u9009\u3002\uff08\u4eca\u5929\u5c1d\u8bd5\u628adeepseek\u6362\u6210grok-code-fast-1\uff0c\u89c9\u5f97\uff0c\u54ea\u91cc\u90fd\u5bf9\uff0c\u5c31\u662f\u8bed\u6c14\u8bf4\u4e0d\u4e0a\u6765\u7684\u96be\u53d7\u548c\u5947\u602a\u3002\u8bf4\u4e2d\u6587\u7684\u672c\u4e8b\u8fd8\u662f\u5f97deepseek\uff09<\/p>\n\n\n\n<p><strong>2025.9.1<\/strong> \u89e3\u51b3\u4e86md\u6e32\u67d3\u5bfc\u81f4\u7684\u5220\u9664\u7ebf\u95ee\u9898\uff0c\u4ee5\u53ca\u989c\u6587\u5b57\u7684\u6e32\u67d3\u95ee\u9898\u3002\u91cd\u62cd\u4e86\u5de5\u5177\u548c\u6587\u5b57\u7684\u6e32\u67d3\u987a\u5e8f\uff08\u539f\u6765\u662f\u5de5\u5177\u7edf\u4e00\u653e\u5728\u56de\u590d\u7684\u5f00\u5934\uff0c\u73b0\u5728\u662f\u5b9e\u9645\u7684\u8c03\u7528\u548c\u56de\u590d\u987a\u5e8f\u4e86\uff09\/\/\u6709\u4e00\u8bf4\u4e00\uff0cgrok-code-fast-1\u5bf9\u6211\u7684\u94b1\u5305\u592a\u53cb\u597d\u4e86\uff0c\u529f\u5fb7\u65e0\u91cf\u554a\uff01<\/p>\n\n\n\n<p><strong>2025.8.29 <\/strong>\u8ba9GPT\u8001\u5e08\u7ed9\u5c0f\u72d0\u6240\u6709\u7684MCP tools\u90fd\u8c03\u6574\u4e86\u5de5\u5177\u4f7f\u7528\u8bf4\u660e\u548cinput schema\u7684\u53c2\u6570\u8bf4\u660e\u3002\u91cd\u70b9\u52a0\u5165\u4e86\u63a8\u8350\u5404\u4e2a\u5de5\u5177\u4e4b\u95f4\u76f8\u4e92\u914d\u5408\u7684\u63d0\u793a\u6587\u5b57\u3002<\/p>\n\n\n\n<p><strong>2025.8.29<\/strong> \u6539\u8fdb\u4e86get_posts_by_keyword\u7684\u6253\u5206\u7b97\u6cd5\u3002\u4e3b\u8981\u662f\u4f4d\u7f6e\u52a0\u6743\uff08\u6807\u9898 &gt; \u6458\u8981 &gt; \u6b63\u6587 &gt; \u8bc4\u8bba\uff09\uff0c\u9891\u6b21\u505a\u5bf9\u6570\u538b\u7f29\uff08\u907f\u514d\u957f\u6587\u5237\u5206\uff09\u3002<\/p>\n\n\n\n<p><strong>2025.8.29<\/strong> \u65b0\u5efa\u4e86AI_excerpt\u63d2\u4ef6\uff0c\u53ef\u4ee5\u8c03\u7528core-llm-manager\u7684LLM\u8c03\u7528\u63a5\u53e3\u548cllm-data-bridge\u7684\u9690\u79c1\u5185\u5bb9\u8fc7\u6ee4\u63a5\u53e3\u3002\u81ea\u52a8\u751f\u6210[public_excerpt][\/public_excerpt]\u548c[private_excerpt][\/private_excerpt]\u4e24\u7c7b\u6458\u8981\u3002\u7136\u540e\u53d1\u73b0\uff0c\u539f\u751f\u641c\u7d22\u7ed3\u679c\u9875\u9762\u4f1a\u663e\u793a\u5168\u90e8\uff08\u4e5f\u5c31\u662f\u4e24\u90e8\u5206\uff09\u6458\u8981\u3002\u4e8e\u662f\u53c8\u52a0\u4e86\u4e2amu-plugins\u6765login-aware-excerpt.php\u6839\u636e\u767b\u5f55\u72b6\u6001\u5254\u9664\u53e6\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<p><strong>2025.8.28 <\/strong>\u5c06get_content_by_keyword\u5347\u7ea7\u4e3a\u652f\u6301AND, OR, NOT\u4e09\u79cd\u903b\u8f91\u8fd0\u7b97\u7684\u5e03\u5c14\u641c\u7d22\uff0c\u7ed3\u679c\u5168\u90e8\u53ec\u56de\uff0c\u5e76\u7edf\u4e00\u8fdb\u884c\u53bb\u91cd\u548c\u6253\u5206\u6392\u5e8f\u3002<\/p>\n\n\n\n<p><strong>2025.8.28<\/strong> \u4fee\u590d\u4e86\u56e0\u4e3ahtml\u4ee3\u7801\u4e71\u5165\u5bfc\u81f4\u7684DOM\u7ed3\u6784\u6df7\u4e71\u7684bug\u3002\u5728\u524d\u7aef\u4fee\u590d <code>escapeHtml<\/code> \u8f6c\u4e49\u51fd\u6570\uff0c\u786e\u4fdd <code>&amp;, &lt;, &gt;, \", '<\/code> \u90fd\u88ab\u6b63\u786e\u8f6c\u4e49\uff1b\u5728 <code>mdToHtml<\/code> \u91cc\u5bf9\u6a21\u578b\u8f93\u51fa\u7684 Markdown \u5148\u628a <code>&lt;<\/code> \u548c <code>&gt;<\/code> \u5168\u90e8\u8f6c\u4e49\uff0c\u518d\u4ea4\u7ed9 <code>marked.parse<\/code> \u6e32\u67d3\uff0c\u8fd9\u6837\u53ef\u4ee5\u7ee7\u7eed\u6b63\u5e38\u89e3\u6790 <code>[]()<\/code> \u94fe\u63a5\u3001\u7c97\u4f53\u3001\u5217\u8868\u7b49 Markdown \u8bed\u6cd5\uff0c\u540c\u65f6\u7981\u6b62\u6a21\u578b\u6ce8\u5165\u4efb\u4f55\u539f\u59cb HTML\uff0c\u4ece\u800c\u907f\u514d\u7ed3\u6784\u7834\u574f\u548c\u6837\u5f0f\u6c61\u67d3\uff1b\u5982\u679c\u6a21\u578b\u8f93\u51fa HTML \u4ee3\u7801\uff0c\u4f1a\u88ab\u5b89\u5168\u5730\u5c55\u793a\u4e3a\u6587\u672c\uff0c\u800c\u4e0d\u4f1a\u88ab\u5f53\u6210\u771f\u6b63\u7684 DOM \u6e32\u67d3\u3002<\/p>\n\n\n\n<p><strong>2025.8.28<\/strong> \u5c06 get_posts_by_keyword \u6539\u9020\u4e3a\u4e86\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u7684\u65b0\u5de5\u5177 get_content_by_keyword\u3002\u8fd9\u4e2a\u65b0\u5de5\u5177\u7684\u6838\u5fc3\u529f\u80fd\u662f\uff1a\u6839\u636e\u7528\u6237\u63d0\u4f9b\u7684\u5173\u952e\u8bcd\uff0c\u5728\u6240\u6709\u6388\u6743\u8bbf\u95ee\u7684\u6587\u7ae0\uff08\u5305\u62ec\u79c1\u5bc6\u548c\u53d7\u5bc6\u7801\u4fdd\u62a4\u7684\u5185\u5bb9\uff09\u4e2d\u8fdb\u884c\u641c\u7d22\u3002\u5b83\u4e0d\u4f1a\u8fd4\u56de\u6574\u7bc7\u6587\u7ae0\uff0c\u800c\u662f\u4ee5\u5173\u952e\u8bcd\u4e3a\u4e2d\u5fc3\uff0c\u63d0\u53d6\u5e76\u5c55\u793a\u524d\u540e50\u4e2a\u5b57\u7b26\u7684\u6587\u672c\u7247\u6bb5\u3002\u4e3a\u4e86\u786e\u4fdd\u7ed3\u679c\u7684\u6709\u6548\u6027\uff0c\u6240\u6709\u8fd4\u56de\u7684\u7247\u6bb5\u4f1a\u9996\u5148\u6309\u7167\u5176\u6240\u5728\u6587\u7ae0\u7684\u5339\u914d\u603b\u6570\u8fdb\u884c\u76f8\u5173\u6027\u6392\u5e8f\uff0c\u786e\u4fdd\u6700\u76f8\u5173\u7684\u6587\u7ae0\u5185\u5bb9\u4f18\u5148\u663e\u793a\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u907f\u514d\u8fd4\u56de\u7ed3\u679c\u8fc7\u957f\uff0c\u8be5\u5de5\u5177\u8fd8\u5185\u7f6e\u4e86\u5206\u9875\u529f\u80fd\uff0c\u5c06\u6240\u6709\u627e\u5230\u7684\u6587\u672c\u7247\u6bb5\u8fdb\u884c\u5206\u9875\uff0c\u5e76\u5728\u8fd4\u56de\u7ed3\u679c\u4e2d\u63d0\u4f9b\u6e05\u6670\u7684\u6458\u8981\u4fe1\u606f\uff0c\u5982\u201c\u4eceX\u7bc7\u6587\u7ae0\u4e2d\u627e\u5230Y\u4e2a\u5339\u914d\uff0c\u5f53\u524d\u663e\u793a\u7b2cA\u9875\uff0c\u5171B\u9875\u201d\uff0c\u65b9\u4fbf\u8fdb\u884c\u540e\u7eed\u7684\u7ffb\u9875\u67e5\u8be2\u3002\u6b64\u5916\uff0c\u6bcf\u4e2a\u7247\u6bb5\u90fd\u5305\u542b\u4e86\u7cbe\u786e\u7684\u5b57\u8282\u504f\u79fb\u91cf\uff08start\uff09\uff0c\u53ef\u4ee5\u65e0\u7f1d\u914d\u5408 get_post_content_by_id \u5de5\u5177\uff0c\u76f4\u63a5\u4ece\u8be5\u4f4d\u7f6e\u8bfb\u53d6\u6587\u7ae0\u7684\u5b8c\u6574\u5185\u5bb9\u3002<\/p>\n\n\n\n<p><strong>2025.8.27<\/strong> \u5f7b\u5e95\u91cd\u6784\u4e86\uff0c\u653e\u5f03\u4e86deep research\u7684\u590d\u6742\u591aAgent\u65b9\u6848\uff0c\u7b80\u7b80\u5355\u5355\uff0c\u5355\u4e00LLM + MCP tools\uff0cReAct\u67b6\u6784\u3002\u76ee\u524d\u5b9e\u73b0\u4e86\u4e5d\u4e2a\u5de5\u5177\u3002<\/p>\n\n\n\n<p><strong>\u5185\u5bb9\u68c0\u7d22\u5de5\u5177<\/strong>: get_content_by_vector_search (\u8bed\u4e49\u641c\u7d22), get_posts_by_keyword (\u5173\u952e\u8bcd\u641c\u7d22), get_posts_by_tag (\u6807\u7b7e\u6d4f\u89c8), get_posts_by_category (\u5206\u7c7b\u6d4f\u89c8)<br><strong>\u5185\u5bb9\u5bfc\u822a\u5de5\u5177<\/strong>: get_recent_posts (\u83b7\u53d6\u6700\u65b0\u6587\u7ae0), get_site_stats (\u7ad9\u70b9\u7edf\u8ba1), get_post_content_by_id (\u5b8c\u6574\u6587\u7ae0\u9605\u8bfb)<br><strong>\u5185\u5bb9\u63a2\u7d22\u5de5\u5177<\/strong>: list_all_tags (\u6807\u7b7e\u76ee\u5f55), list_all_categories (\u5206\u7c7b\u76ee\u5f55)<\/p>\n\n\n\n<p>\u8d35\u554a\uff0cClaude\u771f\u8d35\u554a\uff01\u6211\u4eca\u5929\u4e00\u5929\u5f80OpenRouter\u5145\u4e86\u4e94\u516d\u6b21\uff0c\u82b1\u4e86\u5f97\u6709\u4e94\u516d\u767e\u5757\u94b1\u3002<\/p>\n\n\n\n<p>\u6539\u8fdb\u65b9\u5411\uff1a1, \u628a\u6458\u8981\u4ece\u7c97\u66b4\u622a\u65ad\u6539\u6210LLM\u603b\u7ed3\uff0c2, get_posts_by_keyword\u8fd4\u56de\u542b\u6709\u8be5\u5173\u952e\u8bcd\u7684\u6587\u6bb5\u800c\u975e\u5173\u952e\u8bcd\u6240\u5728\u6587\u7ae0\u7684\u6458\u8981<\/p>\n\n\n\n<p><strong>2025.7.15<\/strong> bug\u8bb0\u5f55\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5411\u91cf\u5e93\u5c4f\u853d\u6ca1\u6709\u505a\u597d\uff0c\u76ee\u524d\u79c1\u5bc6\u6587\u7ae0\u8fc7\u6ee4\u6389\u4e86\uff0c\u4f46\u662f\u5bc6\u7801\u4fdd\u62a4\u7684\u6587\u7ae0\u53ef\u4ee5\u88ab\u5411\u91cf\u5e93\u7d22\u5f15\u5230\uff0c\u5e94\u8be5\u6dfb\u52a0\u786c\u8fc7\u6ee4\u3002\u540c\u65f6\uff0c\u5982\u679c\u4e00\u7bc7\u6587\u7ae0\u5df2\u7ecf\u51fa\u73b0\u5728\u5411\u91cf\u5e93\u4e2d\uff0c\u5f53\u516c\u5f00\u72b6\u6001\u53d8\u4e3a\u79c1\u5bc6\u6216\u5bc6\u7801\u4fdd\u62a4\u65f6\uff0c\u4e5f\u5e94\u5f53\u6267\u884c\u4ece\u5411\u91cf\u5e93\u6e05\u7a7a\u7684\u5904\u7406\u3002\u7b49\u4e0b\uff0c\u66f4\u597d\u7684\u903b\u8f91\u5e94\u8be5\u662f\uff0c\u5411\u91cf\u5e93\u4e0d\u8fc7\u6ee4\u3002\u53ea\u662f\u7d22\u5f15\u7684\u65f6\u5019\u6dfb\u52a0\u8fc7\u6ee4\u9009\u9879\uff0c\u901a\u8fc7\u8fd4\u56de\u6587\u6bb5\u7684meta\u4fe1\u606f\u8fc7\u6ee4\u3002\u8fd9\u6837\uff0c\u5df2\u767b\u5f55\u7528\u6237\u8fd8\u662f\u53ef\u4ee5\u4eab\u53d7\u5230\u79c1\u5bc6\u548c\u5bc6\u7801\u4fdd\u62a4\u6587\u7ae0\u7684\u5411\u91cf\u68c0\u7d22\u3002<\/li>\n\n\n\n<li>\u73b0\u5728\u7684\u8fed\u4ee3\u903b\u8f91\u592a\u7b80\u964b\uff0c\u4e0b\u4e00\u6b65\u6539\u8fdb\u65b9\u5411\u5e94\u8be5\u8ba9\u7b2c\u4e00\u6b65\u67e5\u8be2\u53d8\u6210\u68c0\u7d22\u65b9\u6848\u89c4\u5212\uff0c\u7136\u540e\u8c03\u7528\u591a\u4e2aLLM\u5e76\u53d1\u6267\u884c\u7b2c\u4e00\u6b65\u89c4\u5212\u7684\u68c0\u7d22\u4efb\u52a1\u3002\u6700\u540e\u518d\u6c47\u603b\u3002\u6267\u884c\u4e0b\u4e00\u8f6e\u7684\u201c\u89c4\u5212\u2192\u6267\u884c\u201d\u3002\u6700\u7ec8\u4e00\u6b65\u6c47\u603b\u6210\u6700\u7ec8\u7b54\u6848\u56de\u590d\u7528\u6237\u3002<\/li>\n\n\n\n<li>\u4f46\u662f\u8fd9\u6837\u4e00\u6765\u4e0a\u4e0b\u6587\u5c31\u592a\u592a\u592a\u957f\u4e86\uff0c\u6240\u4ee5\u5728\u6bcf\u4e00\u6b65\u6267\u884c\u7ed3\u675f\u4e4b\u540e\u5e94\u8be5\u518d\u52a0\u4e00\u6b65\u5185\u5bb9\u538b\u7f29\u3002\u56e0\u4e3a\u68c0\u7d22\u56de\u6765\u7684\u7ed3\u679c\u80af\u5b9a\u6ca1\u7528\u7684\u5c45\u591a\u3002\u5185\u5bb9\u538b\u7f29\u7684\u903b\u8f91\u5e94\u8be5\u662f\u9010\u4e00\u5224\u65ad\u6bcf\u4e2a\u6587\u6bb5\u662f\u5426\u4e0e\u68c0\u7d22\u8bcd\u76f8\u5173\uff0c\u4e0d\u76f8\u5173\u5c31\u4e22\u5f03\uff0c\u5bf9\u4e8e\u76f8\u5173\u7684\u6587\u6bb5\uff0c\u4e5f\u5e94\u5f53\u8fdb\u4e00\u6b65\u63d0\u53d6\u8fd9\u4e00\u6bb5\u4e2d\u5177\u4f53\u54ea\u51e0\u53e5\u8bdd\u8ddf\u68c0\u7d22\u8bcd\u76f8\u5173\uff0c\u5176\u4ed6\u53e5\u5b50\u4e5f\u5220\u6389\u3002\u7531\u4e8e\u662f\u9010\u4e2a\u6587\u6bb5\u5224\u65ad\uff0c\u8fd9\u4e00\u6b65\u4e5f\u5e94\u8be5\u5e76\u53d1\u8c03\u7528LLM\uff0c\u4f46\u5e94\u8be5\u624b\u52a8\u9650\u5236\u5e76\u53d1\u6570\u91cf\uff0c\u6bd4\u5982zhipu api\u6700\u5927\u5e76\u53d1\u6570\u662f30\u3002\u540c\u65f6\u7528\u901f\u5ea6\u5feb\u7684flash\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u89c4\u5212\u2192\u5e76\u53d1\u6267\u884c\u2192\u5e76\u53d1\u5185\u5bb9\u538b\u7f29\u2192\u6c47\u603b\u2192\u7b2c\u4e8c\u8f6e\u89c4\u5212\u2192\u5e76\u53d1\u6267\u884c\u2192\u5e76\u53d1\u5185\u5bb9\u538b\u7f29\u2192\u6c47\u603b\u2192\u7b2c\u4e09\u8f6e\u89c4\u5212\u2026\u2026<\/li>\n\n\n\n<li>\u6bcf\u4e00\u6b21\u201c\u89c4\u5212\u4efb\u52a1\u201d\u7684\u4e0a\u4e0b\u6587\u5e94\u5f53\u5305\u62ec\u6bcf\u4e00\u6b21\u8fed\u4ee3\u7684\u201c\u6c47\u603b\u201d\u4fe1\u606f\u3002\u53ef\u4ee5\u628a\u8fd9\u4e2a\u6574\u5408\u6b65\u9aa4\u653e\u5728\u6bcf\u4e00\u8f6e\u201c\u6c47\u603b\u201d\u9636\u6bb5\uff0c\u76f4\u63a5\u8ddf\u4e0a\u4e00\u8f6e\u7684\u6c47\u603b\u6587\u672c\u5408\u5e76\u3002\u8fd9\u65f6\u8fd8\u5e94\u5f53\u52a0\u4e00\u6b65\u53bb\u91cd\u64cd\u4f5c\uff0c\u8fd9\u4e2a\u4e0d\u7528\u8c03\u7528LLM\uff0c\u56e0\u4e3a\u5411\u91cf\u5e93\u8fd4\u56de\u7684\u6587\u6bb5\u662f\u56fa\u5b9a\u7684\uff0c\u53ef\u4ee5\u76f4\u63a5Python\u8fc7\u6ee4\u6389\u3002<\/li>\n\n\n\n<li>\u53e6\u5916\u6211\u53d1\u73b0\uff0c\u51e0\u4e4e\u5f88\u5c11\u4f1a\u7528\u5230\u5173\u952e\u8bcd\u5339\u914d\uff0c\u5173\u952e\u8bcd\u80fd\u67e5\u5230\u7684\u5185\u5bb9\uff0c\u5411\u91cf\u67e5\u8be2\u4e5f\u80fd\u3002\u800c\u4e14\u5982\u679c\u7528\u539f\u751fwordpress\u7684\u5173\u952e\u8bcd\u67e5\u8be2\u53ea\u80fd\u8fd4\u56de\u6574\u7bc7\u6587\u7ae0\u6216\u6458\u8981\uff0c\u4e0d\u80fd\u5177\u4f53\u5230\u6bb5\u843d\uff0c\u8ddf\u5411\u91cf\u67e5\u8be2\u878d\u5408\u7684\u4e0d\u597d\u3002\u975e\u8981\u7528\u5173\u952e\u8bcd\u5339\u914d\u7684\u8bdd\uff0c\u9700\u8981\u5728\u5411\u91cf\u5e93api\u91cc\u52a0\u4e00\u4e2a\u7aef\u70b9\u76f4\u63a5\u4ece\u5411\u91cf\u5e93\u800c\u4e0d\u662fMysql\u6570\u636e\u5e93\u67e5\u8be2\u3002\u8fd9\u6837\u53ef\u4ee5\u89c4\u8303\u8fd4\u56de\u7684\u683c\u5f0f\u3002<\/li>\n\n\n\n<li>\u8fd8\u6709\u4e00\u4e2a\u95ee\u9898\u662f\u9700\u4e0d\u9700\u8981\u4e13\u95e8\u5199\u5165\u4e2d\u95f4\u4fe1\u606f\u5230\u6587\u4ef6\uff0c\u76ee\u524d\u611f\u89c9\u5b58\u5728python\u53d8\u91cf\u5c31\u591f\u7528\u4e86\u3002<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#d8dee9ff;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2\"><span style=\"align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#39404f;color:#c8d0e0\">\u7b2c\u4e8c\u8f6e\u89c4\u5212\u793a\u4f8b<\/span><span role=\"button\" style=\"color:#d8dee9ff\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>{\n  \"plan_reasoning\": \"\u5f53\u524d\u4fe1\u606f\u5df2\u786e\u8ba4\u535a\u4e3b\u4e0e'\u5b8b\u540c\u5b66'\u6709\u5173\uff0c\u4f46\u5173\u7cfb\u7ec6\u8282\u4e0d\u8db3\u3002\u4e0b\u4e00\u6b65\u9700\u6df1\u5165\u6316\u6398'\u5b8b\u540c\u5b66'\u7684\u5177\u4f53\u4e8b\u8ff9\u5e76\u63a2\u7d22\u535a\u4e3b\u7684\u5176\u4ed6\u793e\u4ea4\u5708\u3002\",\n  \"tasks\": &#091;\n    {\n      \"task_id\": \"task_001\",\n      \"query\": \"\u5b8b\u540c\u5b66\",\n      \"tool\": \"search_posts_by_content\",\n      \"description\": \"\u7cbe\u786e\u67e5\u627e\u6240\u6709\u63d0\u53ca'\u5b8b\u540c\u5b66'\u7684\u6bb5\u843d\u3002\"\n    },\n    {\n      \"task_id\": \"task_002\",\n      \"query\": \"\u535a\u4e3b\u7684\u670b\u53cb\u5708\u3001\u540c\u4e8b\u3001\u5bb6\u4eba\",\n      \"tool\": \"semantic_vector_search\",\n      \"description\": \"\u6a21\u7cca\u641c\u7d22\u4e0e\u535a\u4e3b\u793e\u4ea4\u7f51\u7edc\u76f8\u5173\u7684\u6587\u7ae0\u3002\"\n    },\n    {\n      \"task_id\": \"task_003\",\n      \"query\": \"\u805a\u4f1a OR \u5408\u4f5c OR \u4ea4\u6d41\",\n      \"tool\": \"search_posts_by_content\",\n      \"description\": \"\u5173\u952e\u8bcd\u641c\u7d22\u63cf\u8ff0\u793e\u4ea4\u6d3b\u52a8\u573a\u666f\u7684\u6bb5\u843d\u3002\"\n    }\n  &#093;\n}\n<\/textarea><\/pre><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">plan_reasoning<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\">: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u5f53\u524d\u4fe1\u606f\u5df2\u786e\u8ba4\u535a\u4e3b\u4e0e&#039;\u5b8b\u540c\u5b66&#039;\u6709\u5173\uff0c\u4f46\u5173\u7cfb\u7ec6\u8282\u4e0d\u8db3\u3002\u4e0b\u4e00\u6b65\u9700\u6df1\u5165\u6316\u6398&#039;\u5b8b\u540c\u5b66&#039;\u7684\u5177\u4f53\u4e8b\u8ff9\u5e76\u63a2\u7d22\u535a\u4e3b\u7684\u5176\u4ed6\u793e\u4ea4\u5708\u3002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tasks<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\">: &#091;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">task_id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">task_001<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">query<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u5b8b\u540c\u5b66<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">search_posts_by_content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">description<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u7cbe\u786e\u67e5\u627e\u6240\u6709\u63d0\u53ca&#039;\u5b8b\u540c\u5b66&#039;\u7684\u6bb5\u843d\u3002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">task_id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">task_002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">query<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u535a\u4e3b\u7684\u670b\u53cb\u5708\u3001\u540c\u4e8b\u3001\u5bb6\u4eba<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">semantic_vector_search<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">description<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u6a21\u7cca\u641c\u7d22\u4e0e\u535a\u4e3b\u793e\u4ea4\u7f51\u7edc\u76f8\u5173\u7684\u6587\u7ae0\u3002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">task_id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">task_003<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">query<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u805a\u4f1a OR \u5408\u4f5c OR \u4ea4\u6d41<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">search_posts_by_content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">description<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u5173\u952e\u8bcd\u641c\u7d22\u63cf\u8ff0\u793e\u4ea4\u6d3b\u52a8\u573a\u666f\u7684\u6bb5\u843d\u3002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  &#093;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span><\/code><\/pre><\/div>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#d8dee9ff;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2\"><span style=\"align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#39404f;color:#c8d0e0\">\u5185\u5bb9\u538b\u7f29\u793a\u4f8b<\/span><span role=\"button\" style=\"color:#d8dee9ff\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>\u7528\u6237\u7684\u539f\u59cb\u95ee\u9898\u662f\uff1a'\u535a\u4e3b\u7684\u793e\u4f1a\u5173\u7cfb'\n\u5f53\u524d\u6b63\u5728\u5904\u7406\u7684\u4efb\u52a1\u662f\uff1a'\u67e5\u627e\u535a\u4e3b\u63d0\u5230\u7684\u670b\u53cb\u59d3\u540d'\n\n--- \u6587\u6863\u5185\u5bb9\u5f00\u59cb ---\n{\u5355\u4e2a\u6587\u6863\u7247\u6bb5\u7684\u6587\u672c}\n--- \u6587\u6863\u5185\u5bb9\u7ed3\u675f ---\n\n\u8bf7\u5224\u65ad\u4ee5\u4e0a\u6587\u6863\u5185\u5bb9\u662f\u5426\u4e0e\u5f53\u524d\u4efb\u52a1'\u67e5\u627e\u535a\u4e3b\u63d0\u5230\u7684\u670b\u53cb\u59d3\u540d'\u76f4\u63a5\u76f8\u5173\uff1f\n\u8bf7\u53ea\u56de\u7b54 \"\u76f8\u5173\" \u6216 \"\u4e0d\u76f8\u5173\"\u3002\n<\/textarea><\/pre><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\"><code><span class=\"line\"><span style=\"color: #D8DEE9\">\u7528\u6237\u7684\u539f\u59cb\u95ee\u9898\u662f<\/span><span style=\"color: #D8DEE9FF\">\uff1a<\/span><span style=\"color: #ECEFF4\">&#039;<\/span><span style=\"color: #A3BE8C\">\u535a\u4e3b\u7684\u793e\u4f1a\u5173\u7cfb<\/span><span style=\"color: #ECEFF4\">&#039;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">\u5f53\u524d\u6b63\u5728\u5904\u7406\u7684\u4efb\u52a1\u662f<\/span><span style=\"color: #D8DEE9FF\">\uff1a<\/span><span style=\"color: #ECEFF4\">&#039;<\/span><span style=\"color: #A3BE8C\">\u67e5\u627e\u535a\u4e3b\u63d0\u5230\u7684\u670b\u53cb\u59d3\u540d<\/span><span style=\"color: #ECEFF4\">&#039;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">---<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">\u6587\u6863\u5185\u5bb9\u5f00\u59cb<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">---<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><span style=\"color: #D8DEE9\">\u5355\u4e2a\u6587\u6863\u7247\u6bb5\u7684\u6587\u672c<\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">---<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">\u6587\u6863\u5185\u5bb9\u7ed3\u675f<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">---<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">\u8bf7\u5224\u65ad\u4ee5\u4e0a\u6587\u6863\u5185\u5bb9\u662f\u5426\u4e0e\u5f53\u524d\u4efb\u52a1<\/span><span style=\"color: #ECEFF4\">&#039;<\/span><span style=\"color: #A3BE8C\">\u67e5\u627e\u535a\u4e3b\u63d0\u5230\u7684\u670b\u53cb\u59d3\u540d<\/span><span style=\"color: #ECEFF4\">&#039;<\/span><span style=\"color: #D8DEE9\">\u76f4\u63a5\u76f8\u5173<\/span><span style=\"color: #D8DEE9FF\">\uff1f<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">\u8bf7\u53ea\u56de\u7b54<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u76f8\u5173<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">\u6216<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4e0d\u76f8\u5173<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\">\u3002<\/span><\/span>\n<span class=\"line\"><\/span><\/code><\/pre><\/div>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#d8dee9ff;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2\"><span style=\"align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#39404f;color:#c8d0e0\">\u6700\u540e\u4e00\u8f6e\u8fed\u4ee3\u540e\u7684\u6c47\u603b<\/span><span role=\"button\" style=\"color:#d8dee9ff\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>\u7528\u6237\u7684\u95ee\u9898\u662f\uff1a'\u535a\u4e3b\u7684\u793e\u4f1a\u5173\u7cfb'\n\n\u901a\u8fc7\u641c\u7d22\uff0c\u6211\u6536\u96c6\u5230\u4e86\u4ee5\u4e0b\u9ad8\u5ea6\u76f8\u5173\u7684\u4fe1\u606f\u7247\u6bb5\uff1a\n&#091;\n    \"\u4ece\u300a\u4e0e\u5b8b\u540c\u5b66\u7684\u6bd5\u4e1a\u544a\u522b\u8c08\u8bdd\u300b\u4e2d\u63d0\u53d6\u7684\u7247\u6bb5...\",\n    \"\u4ece\u300a\u4e09\u89c2\u300b\u4e2d\u63d0\u53d6\u7684\u7247\u6bb5...\",\n    \"\u4ece\u53e6\u4e00\u7bc7\u6587\u7ae0\u4e2d\u63d0\u53d6\u7684\u7247\u6bb5...\"\n&#093;\n\n\u8bf7\u57fa\u4e8e\u4ee5\u4e0a\u4fe1\u606f\uff0c\u751f\u6210\u4e00\u4e2a\u5168\u9762\u3001\u51c6\u786e\u7684\u56de\u7b54\u3002<\/textarea><\/pre><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\"><code><span class=\"line\"><span style=\"color: #D8DEE9\">\u7528\u6237\u7684\u95ee\u9898\u662f<\/span><span style=\"color: #D8DEE9FF\">\uff1a<\/span><span style=\"color: #ECEFF4\">&#039;<\/span><span style=\"color: #A3BE8C\">\u535a\u4e3b\u7684\u793e\u4f1a\u5173\u7cfb<\/span><span style=\"color: #ECEFF4\">&#039;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">\u901a\u8fc7\u641c\u7d22<\/span><span style=\"color: #D8DEE9FF\">\uff0c<\/span><span style=\"color: #D8DEE9\">\u6211\u6536\u96c6\u5230\u4e86\u4ee5\u4e0b\u9ad8\u5ea6\u76f8\u5173\u7684\u4fe1\u606f\u7247\u6bb5<\/span><span style=\"color: #D8DEE9FF\">\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">&#091;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4ece\u300a\u4e0e\u5b8b\u540c\u5b66\u7684\u6bd5\u4e1a\u544a\u522b\u8c08\u8bdd\u300b\u4e2d\u63d0\u53d6\u7684\u7247\u6bb5...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4ece\u300a\u4e09\u89c2\u300b\u4e2d\u63d0\u53d6\u7684\u7247\u6bb5...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4ece\u53e6\u4e00\u7bc7\u6587\u7ae0\u4e2d\u63d0\u53d6\u7684\u7247\u6bb5...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">&#093;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">\u8bf7\u57fa\u4e8e\u4ee5\u4e0a\u4fe1\u606f<\/span><span style=\"color: #D8DEE9FF\">\uff0c<\/span><span style=\"color: #D8DEE9\">\u751f\u6210\u4e00\u4e2a\u5168\u9762<\/span><span style=\"color: #D8DEE9FF\">\u3001<\/span><span style=\"color: #D8DEE9\">\u51c6\u786e\u7684\u56de\u7b54<\/span><span style=\"color: #D8DEE9FF\">\u3002<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n\ndocument.addEventListener(&#8216;DOMContentLoaded&#8217;, function() {\n  var links = document.querySelectorAll(&#8216;a&#8217;);\n  for (var i = 0; i &lt; links.length; i++) {\n    \/\/ \u53ef\u9009\uff1a\u53ea\u5bf9\u5916\u90e8\u94fe\u63a5\u751f\u6548\n    \/\/ if (links[i].hostname !== window.location.hostname) {\n      links[i].setAttribute(&#039;target&#039;, &#039;_blank&#039;);\n      links[i].setAttribute(&#039;rel&#039;, &#039;noopener noreferrer&#039;);\n    \/\/ }\n  }\n});\n\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u7bc7\u8bb0\u5f55\u4e86 Agent-Fox \u667a\u80fd\u52a9\u624b\u4ece 2025 \u5e74 7 \u6708\u5230 2026 \u5e74 3 \u6708\u7684\u5b8c\u6574\u5f00\u53d1\u65e5\u5fd7\u30022026 \u5e74\u8fd9\u51e0\u4e2a\u6708\u91cc\uff0c\u66f4\u65b0\u91cd\u70b9\u5df2\u7ecf\u8f6c\u5411\u591a provider \u6269\u5c55\u3001\u524d\u53f0\u8bbe\u8ba1\u7cfb\u7edf\u6539\u9020\u3001self-knowledge \u4e0e model-aware testing\u3001SaaS \u6e05\u7406\u3001\u540e\u53f0\u4e0e\u5951\u7ea6\u8fb9\u754c\u91cd\u6784\uff0c\u4ee5\u53ca\u63d2\u4ef6\u548c\u540e\u7aef\u4e24\u4fa7\u540c\u65f6\u63a8\u8fdb\u7684 shared contract \u6536\u655b\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-10697","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/fanyiming.life\/index.php?rest_route=\/wp\/v2\/posts\/10697","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fanyiming.life\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fanyiming.life\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fanyiming.life\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fanyiming.life\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10697"}],"version-history":[{"count":126,"href":"https:\/\/fanyiming.life\/index.php?rest_route=\/wp\/v2\/posts\/10697\/revisions"}],"predecessor-version":[{"id":14543,"href":"https:\/\/fanyiming.life\/index.php?rest_route=\/wp\/v2\/posts\/10697\/revisions\/14543"}],"wp:attachment":[{"href":"https:\/\/fanyiming.life\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10697"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fanyiming.life\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10697"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fanyiming.life\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10697"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}