{"id":57,"date":"2026-07-02T07:09:24","date_gmt":"2026-07-01T23:09:24","guid":{"rendered":"https:\/\/instructionx.kkpip.com\/?page_id=57"},"modified":"2026-08-25T14:35:24","modified_gmt":"2026-08-25T06:35:24","slug":"release-notes","status":"publish","type":"page","link":"https:\/\/instructionx.kkpip.com\/?page_id=57","title":{"rendered":"Release Notes"},"content":{"rendered":"\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Alpha 1.0.5<\/summary>\n<p class=\"wp-block-paragraph\">InstructionX Alpha 1.0.5 (Pre-release)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u591a\u8bed\u8a00\uff08i18n\uff09\u5b50\u7cfb\u7edf\uff08\u5168\u65b0\u529f\u80fd\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7248\u672c\u5f15\u5165\u4e86\u5b8c\u6574\u7684\u591a\u8bed\u8a00\u652f\u6301\u4f53\u7cfb\uff0c\u6846\u67b6\u754c\u9762\u4e0e\u63d2\u4ef6\u5747\u5177\u5907\u591a\u8bed\u8a00\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65b0\u589e <code>core\/i18n<\/code> \u591a\u8bed\u8a00\u5b50\u7cfb\u7edf<\/strong>\uff1aXML \u8bed\u8a00\u6587\u4ef6\uff08\u4e00\u4e2a\u8bed\u8a00\u4e00\u4e2a\u6587\u4ef6\uff09+ \u53d6\u8bcd\u56de\u9000\u94fe\uff08\u5f53\u524d\u8bed\u8a00 \u2192 \u9ed8\u8ba4\u8bed\u8a00 \u2192 \u9519\u8bef\u63d0\u793a\uff09+ \u63d2\u4ef6\u8bed\u8a00\u6ce8\u518c\u8868 + \u914d\u7f6e\u5b58\u50a8\uff08<code>config\/i18n.json<\/code> \/ <code>config\/plugin_languages.json<\/code>\uff0c\u539f\u5b50\u5199\u3001\u635f\u574f\u81ea\u52a8\u5907\u4efd\u91cd\u5efa\uff09\uff1b\u9ed8\u8ba4\u8bed\u8a00\u4e3a\u4e2d\u6587\uff08\u5f00\u53d1\u8005\u8bbe\u5b9a\uff09<\/li>\n\n\n\n<li><strong>\u754c\u9762\u8bed\u8a00\u5b9e\u65f6\u5207\u6362<\/strong>\uff1a\u65b0\u589e\u8bed\u8a00\u9009\u62e9\u5bf9\u8bdd\u6846\u4e0e\u300c\u8bed\u8a00\u300d\u83dc\u5355\u5165\u53e3\uff0c\u9009\u4e2d\u5373\u5168\u5c40\u751f\u6548\uff0c\u65e0\u9700\u91cd\u542f<\/li>\n\n\n\n<li><strong>\u6846\u67b6\u8bed\u8a00\u6587\u4ef6<\/strong>\uff1a\u65b0\u589e\u9ed8\u8ba4\u8bed\u8a00 <code>ui\/text\/zh.xml<\/code>\uff08375+ \u952e\uff09\u4e0e\u82f1\u6587 <code>ui\/text\/en.xml<\/code>\uff08402 \u952e\uff0c\u952e\u96c6\u5408\u4e0e\u9ed8\u8ba4\u8bed\u8a00\u4e00\u81f4\uff09<\/li>\n\n\n\n<li><strong>\u5168\u90e8\u754c\u9762\u6587\u6848\u8fc1\u79fb\u81f3 i18n \u53d6\u8bcd<\/strong>\uff1a\u4e3b\u7a97\u53e3 \/ \u6807\u9898\u680f \/ \u6280\u80fd\u9762\u677f \/ 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\u5b64\u7acb\u952e\u7ed9\u51fa\u8b66\u544a<\/li>\n\n\n\n<li>\u83dc\u5355\u9879\u300c\u754c\u9762\u8bed\u8a00&#8230;\u300d\u7b80\u5316\u4e3a\u300c\u8bed\u8a00\u300d<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001InstructionX_UIKit \u7ec4\u4ef6\u5e93\u540c\u6b65\uff08\u4e0a\u6e38 alpha-v1.0.1 \u2192 alpha-v1.0.2\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u540c\u6b65\u4e0a\u6e38 alpha-v1.0.2<\/strong>\uff1a\u65b0\u589e <code>MarkdownView<\/code> Markdown \u6e32\u67d3\u7ec4\u4ef6\uff08\u542b matplotlib LaTeX \u516c\u5f0f\u5f02\u6b65\u6e32\u67d3\u4e2d\u67a2\uff09\u3001<code>mermaid\/<\/code> \u5b50\u5305\uff08\u5b98\u65b9 mermaid.js WebEngine \u6e32\u67d3 + \u81ea\u7ed8\u964d\u7ea7 + \u4ea4\u4e92\u67e5\u770b\u5668\uff09\u3001<code>chat_conversation<\/code> \u6d41\u5f0f\u5bf9\u8bdd\u5e03\u5c40\uff08\u6c14\u6ce1\u64cd\u4f5c\u6761 \/ \u6d41\u5f0f\u8ffd\u52a0 \/ \u81ea\u5b9a\u4e49\u6587\u6848\uff09\uff0c\u4ee5\u53ca components \/ charts \/ anim \/ theme \/ layouts \/ blueprint \u516d\u6a21\u5757\u5ba1\u8ba1\u4fee\u590d\uff08\u516c\u5171 API \u96f6\u53d8\u5316\uff09<\/li>\n\n\n\n<li><strong>\u84dd\u56fe\u753b\u5e03 GPU \u52a0\u901f\u6e32\u67d3<\/strong>\uff08alpha-v1.0.1 \u540c\u6b65\uff09\uff1aGL\/\u8f6f\u4ef6\u53cc\u7ed8\u5236\u89c6\u53e3\uff0c\u7f51\u683c \/ \u8fb9\u8def\u5f84\u7f13\u5b58\u4e0e\u89c6\u53e3\u88c1\u526a\uff0c\u9009\u4e2d\u9634\u5f71\u6539\u753b\u5e03\u5c42\u81ea\u7ed8<\/li>\n\n\n\n<li><strong>\u84dd\u56fe GL \u89c6\u53e3\u9884\u70ed<\/strong>\uff1a\u4e3b\u7a97\u53e3\u6784\u9020\u671f\u9884\u521b\u5efa\u9690\u85cf\u84dd\u56fe\u753b\u5e03\uff0c\u4fee\u590d\u6253\u5f00\u84dd\u56fe\u63d2\u4ef6\u65f6\u9876\u5c42\u7a97\u53e3\u539f\u751f\u53e5\u67c4\u91cd\u5efa\u5bfc\u81f4\u7684\u95ea\u70c1<\/li>\n\n\n\n<li><strong>\u4fee\u590d\u7a97\u53e3\u5316\u6a21\u5f0f\u4e0b\u84dd\u56fe GL \u89c6\u53e3\u5448\u73b0\u51bb\u7ed3\u5bfc\u81f4\u7684\u62d6\u62fd\u5361\u987f<\/strong>\uff08\u9996\u5e27\u91cd\u7ed8 + 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\u63cf\u8ff0\u4fee\u6b63<\/strong>\uff1a\u7531\u300c\u4ec5\u63d2\u4ef6\u96c6\u9700\u8981\u300d\u66f4\u6b63\u4e3a<strong>\u6240\u6709\u63d2\u4ef6\u4ed3\u5e93\uff08\u542b\u5355\u63d2\u4ef6\u4ed3\u5e93\uff09\u5747\u9700\u4ed3\u5e93\u7d22\u5f15\u6587\u4ef6<\/strong>\uff0c\u5e76\u8865\u5145\u65e7\u5f0f\u6241\u5e73\u5355\u63d2\u4ef6\u4ed3\u5e93\u7684\u517c\u5bb9\u6027\u8bf4\u660e\uff08\u4e0e\u5b89\u88c5\u5668\u5b9e\u9645\u884c\u4e3a\u4e00\u81f4\uff09<\/li>\n\n\n\n<li><strong>\u63d2\u4ef6\u8bed\u8a00\u5305\u76ee\u5f55 <code>text\/<\/code> \u7531\u53ef\u9009\u6539\u4e3a\u5fc5\u9700<\/strong>\uff08\u6846\u67b6\u5bf9\u5b58\u91cf\u65e0\u8bed\u8a00\u5305\u63d2\u4ef6\u4fdd\u6301\u517c\u5bb9\uff09<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b89\u5168\u4fee\u590d\uff08Dependabot\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5347\u7ea7 7 \u4e2a\u4f9d\u8d56\uff0c\u4fee\u590d\u5168\u90e8 24 \u9879 GitHub Dependabot \u5b89\u5168\u9884\u8b66<\/strong>\uff0811 \u9ad8 \/ 8 \u4e2d \/ 5 \u4f4e\uff09\uff1a\n<ul class=\"wp-block-list\">\n<li><code>mcp<\/code> 1.27.0 \u2192 <strong>1.29.1<\/strong>\uff1a3 \u9879\u9ad8\u5371\uff08HTTP \u4f1a\u8bdd\u8bf7\u6c42\u4e0d\u6821\u9a8c\u8eab\u4efd\u3001\u5b9e\u9a8c\u6027\u4efb\u52a1\u5904\u7406\u5668\u8d8a\u6743\u8bbf\u95ee\/\u53d6\u6d88\u4ed6\u65b9\u4efb\u52a1\u3001WebSocket \u4f20\u8f93\u7f3a Host\/Origin \u6821\u9a8c\uff09\u2014\u2014\u6846\u67b6\u5185\u7f6e MCP Server \u76f4\u63a5\u76f8\u5173<\/li>\n\n\n\n<li><code>cryptography<\/code> 47.0.0 \u2192 50.0.0\uff08Bleichenbacher oracle\u3001\u8bc1\u4e66\u8def\u5f84\u6784\u5efa\u6307\u6570\u7206\u70b8\u3001\u6346\u7ed1 OpenSSL \u6f0f\u6d1e\u7b49 4 \u9879\uff09<\/li>\n\n\n\n<li><code>pyjwt<\/code> 2.12.1 \u2192 2.13.0\uff08\u516c\u94a5 JWK \u88ab\u5f53\u4f5c HMAC \u5bc6\u94a5\u4f2a\u9020\u4ee4\u724c\u3001\u7b97\u6cd5\u767d\u540d\u5355\u7ed5\u8fc7\u7b49 5 \u9879\uff09<\/li>\n\n\n\n<li><code>starlette<\/code> 1.0.0 \u2192 1.6.0\uff08StaticFiles UNC \u8def\u5f84 NTLM \u51ed\u8bc1\u7a83\u53d6\u7b49 5 \u9879\uff09<\/li>\n\n\n\n<li><code>python-multipart<\/code> 0.0.26 \u2192 0.0.32\uff08multipart \u89e3\u6790 DoS\u3001\u53c2\u6570\u8d70\u79c1\u7b49 5 \u9879\uff09<\/li>\n\n\n\n<li><code>idna<\/code> 3.13 \u2192 3.19\u3001<code>pydantic-settings<\/code> 2.14.0 \u2192 2.15.0<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>mcp \u4f9d\u8d56\u7ea6\u675f\u8c03\u6574\u4e3a <code>>=1.28.1,&lt;2<\/code><\/strong>\uff1amcp 2.x \u79fb\u9664\u4e86\u6846\u67b6\u4f7f\u7528\u7684 <code>mcp.server.fastmcp.FastMCP<\/code> \u5bfc\u5165\u8def\u5f84\uff0c\u6545\u9501\u5b9a 1.x \u4fee\u590d\u7ebf\uff08pyproject.toml \u4e0e requirements.txt \u540c\u6b65\uff09\uff1b\u4fee\u590d\u540e MCP \u5192\u70df 23\/23 \u901a\u8fc7\u3001\u5168\u91cf\u6d4b\u8bd5\u5957\u4ef6 788 \u4f8b\u5168\u7eff<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5de5\u7a0b\u4e0e\u5143\u4fe1\u606f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6846\u67b6\u7248\u672c\u53f7\u5347\u7ea7\u4e3a <strong>Alpha 1.0.5<\/strong>\uff08<code>core\/version.py<\/code> \u5355\u4e00\u6765\u6e90\uff09<\/li>\n\n\n\n<li>\u5e94\u7528\u7ec4\u7ec7\u540d\u7531 <code>LumenThread<\/code> \u6539\u4e3a <strong><code>KKPIP-Tech<\/code><\/strong>\uff08\u4e0e GitHub \u7ec4\u7ec7\u4e00\u81f4\uff1bQSettings \u65e7\u7ec4\u7ec7\u952e\u4e0d\u518d\u8bfb\u53d6\uff0cLLM \u8bbe\u7f6e\u5bf9\u8bdd\u6846\u300c\u4e0a\u6b21\u9009\u4e2d\u7684\u5b9e\u4f8b\u300d\u8bb0\u5fc6\u91cd\u7f6e\u4e00\u6b21\uff09<\/li>\n\n\n\n<li><code>.gitignore<\/code> \u5ffd\u7565 <code>plugin\/<\/code> \u76ee\u5f55\u9876\u5c42\u6587\u4ef6\uff08\u63d2\u4ef6\u4ed3\u5e93\u6839\u7684 IXRepo.json\/README.md \u7b49\u5c5e\u63d2\u4ef6\u4ed3\u5e93\u5185\u5bb9\uff09<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u6d4b\u8bd5<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u90e8\u6539\u52a8\u5747\u901a\u8fc7\u9a8c\u8bc1\uff1apytest \u5957\u4ef6 788 \u4f8b\u5168\u7eff\uff08test \u5206\u652f\uff09\uff0c\u65b0\u589e\u7248\u672c\u53f7 \/ \u5e94\u7528\u6807\u8bc6 \/ UIKit \u540c\u6b65\u5b88\u536b\u6d4b\u8bd5 24 \u4f8b\uff1b\u4e0a\u6e38 UIKit \u81ea\u8eab\u79bb\u5c4f\u6d4b\u8bd5 32\/32 \u901a\u8fc7\uff1bi18n \u5b8c\u6574\u6027\u6821\u9a8c\u901a\u8fc7\uff1b6 \u4e2a\u5192\u70df\u811a\u672c\u5168\u90e8\u901a\u8fc7\uff1b\u5b9e\u673a\u542f\u52a8\u65e0\u5f02\u5e38<\/li>\n\n\n\n<li>\u4f9d\u8d56\u5b89\u5168\u5347\u7ea7\u4e13\u9879\u56de\u5f52\uff1aMCP \u771f\u5b9e SDK \u5192\u70df 23\/23 \u901a\u8fc7\uff08mcp 1.x \u4fee\u590d\u7ebf\uff09\uff0c\u5347\u7ea7\u540e\u5168\u91cf\u5957\u4ef6\u590d\u8dd1 788 \u4f8b\u5168\u7eff\uff0c\u5b9e\u673a\u542f\u52a8\u65e0\u5f02\u5e38\uff1b\u672c\u5730\u9501\u6587\u4ef6\u7ecf 24 \u6761\u9884\u8b66\u7684\u6f0f\u6d1e\u7248\u672c\u8303\u56f4\u9010\u6761\u6bd4\u5bf9\uff0c0 \u6761\u4ecd\u53d7\u5f71\u54cd<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u63d2\u4ef6\u517c\u5bb9\u6027\u8bf4\u660e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9762\u5411\u63d2\u4ef6\u7684\u516c\u5f00\u63a5\u53e3\uff08<code>IPlugin<\/code> \/ <code>IPluginInfo<\/code> \/ <code>PluginServices<\/code> \u7b49\uff09\u4fdd\u6301\u5411\u540e\u517c\u5bb9\uff1a<code>PluginServices<\/code> \u672b\u5c3e\u8ffd\u52a0 <code>localization<\/code> \u5b57\u6bb5\uff0c<code>IPluginInfo<\/code> \u65b0\u589e\u53ef\u9009 <code>default_language<\/code> \u58f0\u660e\uff0c\u5b58\u91cf\u63d2\u4ef6\u65e0\u9700\u6539\u52a8\u5373\u53ef\u8fd0\u884c<\/li>\n\n\n\n<li>\u5b58\u91cf\u63d2\u4ef6\u672a\u63d0\u4f9b <code>text\/<\/code> \u8bed\u8a00\u5305\u76ee\u5f55\u65f6\u884c\u4e3a\u4e0e\u65e7\u7248\u672c\u5b8c\u5168\u4e00\u81f4\uff08\u4f18\u96c5\u964d\u7ea7\uff09\uff1b\u4f46\u65b0\u5f00\u53d1\u63d2\u4ef6\u987b\u9075\u5faa\u300c<code>text\/<\/code> \u5fc5\u9700\u3001IXRepo.json \u5fc5\u9700\u300d\u7684\u6700\u65b0\u7ea6\u5b9a<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u258e \u26a0\ufe0f \u6d4b\u8bd5\u7248\u672c\u58f0\u660e<br>\u258e \u5f53\u524d\u7248\u672c\u4e3a\u9884\u53d1\u5e03\u6d4b\u8bd5\u7248\uff08Pre-release\uff09\uff0c\u4ec5\u4f9b\u5f00\u53d1\u8005\u548c\u65e9\u671f\u4f53\u9a8c\u8005\u4f7f\u7528\u3002\u6838\u5fc3\u529f\u80fd\u5df2\u5b8c\u6210\u5b9e\u73b0\uff0c\u4f46\u5c1a\u672a\u7ecf\u8fc7\u5168\u9762\u751f\u4ea7\u73af\u5883\u9a8c\u8bc1\u3002\u90e8\u5206\u5185\u90e8 API \u7b7e\u540d\u3001\u914d\u7f6e\u683c\u5f0f\u53ca\u63d2\u4ef6\u63a5\u53e3\u53ef\u80fd\u5728\u672a\u6765\u7248\u672c\u4e2d\u53d1\u751f\u7834\u574f\u6027\u53d8\u66f4\uff08Breaking Changes\uff09\uff0c\u8bf7\u52ff\u5c06\u5176\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5173\u952e\u4e1a\u52a1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f \u5df2\u77e5\u9650\u5236\u4e0e\u6ce8\u610f\u4e8b\u9879<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>API \u4e0d\u7a33\u5b9a\uff1aIPlugin\u3001IPluginInfo\u3001PluginServices \u7b49\u6838\u5fc3\u63a5\u53e3\u4ee5\u53ca core\/llm\u3001core\/mcp \u6a21\u5757\u7684 API \u7b7e\u540d\u53ef\u80fd\u5728\u540e\u7eed\u7248\u672c\u4e2d\u8c03\u6574\uff0c\u63d2\u4ef6\u5f00\u53d1\u8005\u9700\u7559\u610f\u53d8\u66f4\u65e5\u5fd7\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u683c\u5f0f\u53ef\u80fd\u53d8\u66f4\uff1aconfig\/llm_providers.json\u3001config\/mcp_config.json\u3001config\/plugin_order.json \u7b49\u914d\u7f6e\u6587\u4ef6\u7684\u7ed3\u6784\u5c1a\u672a\u51bb\u7ed3\u3002<\/li>\n\n\n\n<li>LLM Provider \u9002\u914d\u5f85\u5b8c\u5584\uff1a\u90e8\u5206 Provider \u7684\u6d41\u5f0f\u89e3\u6790\u3001\u7f13\u5b58\u9002\u914d\u548c\u4ef7\u683c\u8ba1\u7b97\u4e3a\u521d\u59cb\u5b9e\u73b0\uff0c\u53ef\u80fd\u5b58\u5728\u8fb9\u754c case \u5904\u7406\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li>\u6587\u6863\u6301\u7eed\u8fed\u4ee3\uff1a\u5f00\u53d1\u8005\u6587\u6863\u4e0e\u4ee3\u7801\u5b9e\u73b0\u6b63\u5728\u540c\u6b65\u66f4\u65b0\uff0c\u90e8\u5206\u7ae0\u8282\u53ef\u80fd\u6ede\u540e\u4e8e\u6700\u65b0\u4ee3\u7801\u3002<\/li>\n<\/ol>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Alpha 1.0.4<\/summary>\n<p class=\"wp-block-paragraph\">InstructionX Alpha 1.0.4 (Pre-release)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u5b57\u4f53\u7ba1\u7406\uff08\u5168\u65b0\u5b50\u7cfb\u7edf\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6846\u67b6\u4e0d\u518d\u6346\u7ed1\u7b2c\u4e09\u65b9\u5b57\u4f53<\/strong>\uff1a\u79fb\u9664\u5185\u7f6e\u7684 5 \u4e2a\u5b57\u4f53\u5bb6\u65cf\uff08\u7ea6 90MB\uff09\u4e0e FontMap \u9759\u6001\u6ce8\u518c\u8868<\/li>\n\n\n\n<li>\u65b0\u589e <code>core\/font<\/code> \u5b57\u4f53\u7ba1\u7406\u5b50\u7cfb\u7edf\uff1a\u5b57\u4f53\u5b89\u88c5\/\u5378\u8f7d\uff08\u5e94\u7528\u7ea7\u6ce8\u518c\uff0c\u4e0d\u5199\u7cfb\u7edf\u5b57\u4f53\u76ee\u5f55\uff09\u3001\u6ce8\u518c\u8868\u6301\u4e45\u5316\uff08<code>data\/fonts\/<\/code>\uff09\u3001\u542f\u52a8\u81ea\u52a8\u6062\u590d<\/li>\n\n\n\n<li><strong>\u5b8c\u5584\u7684\u7cfb\u7edf\u5b57\u4f53\u56de\u9000\u673a\u5236<\/strong>\uff1a<code>get_font<\/code>\/<code>resolve_family<\/code> \u6309\u300c\u8bf7\u6c42\u5b57\u4f53 \u2192 \u81ea\u5b9a\u4e49\u56de\u9000 \u2192 \u7cfb\u7edf\u9ed8\u8ba4\u5b57\u4f53\u300d\u94fe\u89e3\u6790\uff0c\u5b57\u4f53\u7f3a\u5931\u65f6\u754c\u9762\u81ea\u52a8\u4f7f\u7528\u7cfb\u7edf\u5b57\u4f53<\/li>\n\n\n\n<li><strong>\u63d2\u4ef6\u5f00\u53d1\u8005\u63a5\u53e3<\/strong>\uff1a<code>PluginServices.font_manager<\/code>\uff08\u589e\u91cf\u6269\u5c55\uff0c\u5411\u540e\u517c\u5bb9\uff09\u6216 <code>get_font_manager()<\/code>\uff0c\u63d2\u4ef6\u53ef\u5b89\u88c5\u3001\u67e5\u8be2\u3001\u4f7f\u7528\u5b57\u4f53<\/li>\n\n\n\n<li>\u65b0\u589e<strong>\u5b57\u4f53\u7ba1\u7406\u5bf9\u8bdd\u6846<\/strong>\uff08\u7f16\u8f91 \u2192 \u5b57\u4f53\u7ba1\u7406&#8230;\uff09\uff1a\u5df2\u5b89\u88c5\/\u7cfb\u7edf\u5b57\u4f53\u5206\u7ec4\u6d4f\u89c8\u3001\u5b9e\u65f6\u6548\u679c\u9884\u89c8\uff08\u793a\u4f8b\u6587\u672c\u53ef\u7f16\u8f91\u3001\u5b57\u53f7\u53ef\u8c03\uff09\u3001\u5b89\u88c5\/\u5378\u8f7d\u3001\u56de\u9000\u63d0\u793a<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u7cfb\u7edf\u6258\u76d8\u4e0e\u5173\u95ed\u884c\u4e3a\uff08\u5168\u65b0\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b0\u589e\u7cfb\u7edf\u6258\u76d8\u5b50\u7cfb\u7edf\uff08<code>ui\/tray<\/code>\uff0c\u95e8\u9762 + \u5e73\u53f0\u540e\u7aef\u6ce8\u518c\u8868\uff09\uff1a\u5173\u7a97\u53ef\u8f6c\u5165\u6258\u76d8\u7ee7\u7eed\u8fd0\u884c\uff0c\u6258\u76d8\u83dc\u5355\u542b\u663e\u793a\u4e3b\u7a97\u53e3\/\u6b63\u5728\u8fd0\u884c\u7684\u63d2\u4ef6\/\u540e\u53f0\u6b63\u5728\u8fd0\u884c\u7684\u4efb\u52a1\/\u9000\u51fa\u56db\u9879\uff0c\u72b6\u6001\u5b50\u83dc\u5355\u52a8\u6001\u91cd\u5efa<\/li>\n\n\n\n<li>\u65b0\u589e<strong>\u5173\u95ed\u786e\u8ba4\u5bf9\u8bdd\u6846<\/strong>\uff1a\u6bcf\u6b21\u5173\u95ed\u8be2\u95ee\u300c\u9000\u51fa\u7a0b\u5e8f \/ \u6700\u5c0f\u5316\u5230\u6258\u76d8 \/ \u53d6\u6d88\u300d\uff08\u65e0\u8bb0\u5fc6\u9009\u9879\uff0cEsc\/\u53c9\u53f7\u7b49\u4ef7\u53d6\u6d88\uff09<\/li>\n\n\n\n<li>Windows \u6ce8\u9500\/\u5173\u673a\u65f6\u9759\u9ed8\u76f4\u9000\uff0c\u4e0d\u5f39\u7a97\u3001\u4e0d\u963b\u585e\u7cfb\u7edf\u5173\u673a<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001InstructionX_UIKit \u4e3b\u9898\u4f53\u7cfb\u5168\u9762\u843d\u5730<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f15\u5165 InstructionX_UIKit \u7ec4\u4ef6\u5e93\uff08\u8bbe\u8ba1\u4ee4\u724c + 57 \u7ec4\u4ef6 + 12 \u5e03\u5c40 + \u539f\u751f\u56fe\u8868\u5f15\u64ce + \u84dd\u56fe\u8282\u70b9\u56fe\uff09\uff0c\u79fb\u9664\u65e7 StyleQSS \u4e3b\u9898\u7cfb\u7edf<\/li>\n\n\n\n<li>\u5168\u5c40\u4e3b\u9898\u7edf\u4e00\u4e3a UIKit \u4ee4\u724c\u9a71\u52a8\uff08light\/dark\/auto\uff09\uff0c\u5168\u90e8\u5bf9\u8bdd\u6846\u4e0e\u9762\u677f\u5b8c\u6210\u8fc1\u79fb\uff1a\u5173\u4e8e\u3001\u8bb8\u53ef\u3001GitHub \u5b89\u88c5\u3001\u63d2\u4ef6\u7ba1\u7406\u3001LLM \u8bbe\u7f6e\u3001\u7528\u91cf\u9762\u677f\uff1bQMessageBox \u5168\u91cf\u66ff\u6362\u4e3a UIKit Dialog\/Message<\/li>\n\n\n\n<li>LLM \u8bbe\u7f6e\u5bf9\u8bdd\u6846\u4e3b\u9898\u5b9e\u65f6\u8ddf\u968f\u5e94\u7528\u6362\u80a4<\/li>\n\n\n\n<li>\u84dd\u56fe\u8282\u70b9\u6ce8\u518c\u8868\u65b0\u589e owner \u547d\u540d\u7a7a\u95f4\u9694\u79bb\uff1a\u8de8\u63d2\u4ef6\u540c\u540d\u8282\u70b9\u7c7b\u578b\u53ef\u5171\u5b58<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u7528\u91cf\u67e5\u8be2\u9762\u677f\u5347\u7ea7<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d8b\u52bf\u56fe\u7531\u6298\u7ebf\u56fe\u6539\u4e3a<strong>\u65e5\u5386\u70ed\u529b\u56fe<\/strong>\uff08GitHub \u8d21\u732e\u56fe\u98ce\u683c\uff09\uff0c\u57fa\u4e8e UIKit \u539f\u751f\u56fe\u8868\u5f15\u64ce\uff0c\u968f\u4e3b\u9898\u81ea\u52a8\u6362\u80a4<\/li>\n\n\n\n<li>\u8303\u56f4\u6863\u8c03\u6574\u4e3a\u8fd1\u534a\u5e74\/\u8fd1\u4e00\u5e74\/\u81ea\u5b9a\u4e49\uff0c\u9762\u677f\u9ad8\u5ea6\u968f\u70ed\u529b\u56fe\u81ea\u7136\u9ad8\u5ea6\u81ea\u9002\u5e94<\/li>\n\n\n\n<li>\u4fee\u590d\u8de8\u5e74\u6708\u4efd\u6807\u7b7e\u7f3a\u5931\u4e0e\u60ac\u505c\u4e0d\u663e\u793a\u65e5\u671f\u7684\u95ee\u9898<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u63d2\u4ef6\u7cfb\u7edf\u589e\u5f3a<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d2\u4ef6\u5b89\u88c5\u4f53\u9a8c\u8865\u5168\uff1a\u5b89\u88c5\u540e\u81ea\u52a8\u5237\u65b0\u3001Release \u5347\u7ea7\/\u964d\u7ea7\u3001\u5378\u8f7d\u3001\u81ea\u5b9a\u4e49\u5206\u7ec4\u4e0e\u6392\u5e8f<\/li>\n\n\n\n<li>\u63d2\u4ef6\u4f9d\u8d56\u5b89\u88c5\u4f18\u5148\u4f7f\u7528 uv\uff0cuv \u4e0d\u53ef\u7528\u6216\u5931\u8d25\u65f6\u56de\u9000 pip<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u540e\u53f0\u4efb\u52a1\u4fee\u590d<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fee\u590d\u7981\u7528\u6001\u5b9a\u65f6\u4efb\u52a1\u65e0\u6cd5\u6ce8\u9500\uff08\u50f5\u5c38\u8bb0\u5f55\uff09\u7684\u95ee\u9898<\/li>\n\n\n\n<li>\u4fee\u590d\u5df2\u505c\u6b62\u957f\u671f\u4efb\u52a1\u65e0\u6cd5\u5220\u9664\u7684\u5b58\u50a8\u6b8b\u7559\u95ee\u9898<\/li>\n\n\n\n<li>\u6258\u76d8\u540e\u53f0\u4efb\u52a1\u83dc\u5355\u6539\u7528\u8fd0\u884c\u65f6\u8868\u5224\u5b9a\u957f\u671f\u4efb\u52a1\u8fd0\u884c\u6001\uff0c\u4fee\u590d\u4efb\u52a1\u4ece\u6258\u76d8\u6d88\u5931\u7684\u95ee\u9898<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001LLM \u66f4\u65b0<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9884\u8bbe\u6a21\u578b\u6e05\u5355\u66f4\u65b0\uff1aGLM \u65b0\u589e glm-5.2 \/ glm-5.1 \/ glm-5v-turbo \/ glm-ocr \/ autoglm-phone\uff1bMiniMax \u65b0\u589e MiniMax-M3\uff08\u652f\u6301 1M \u4e0a\u4e0b\u6587\uff09<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001\u754c\u9762\u4e0e\u6587\u6848\u8c03\u6574<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300c\u8bb8\u53ef\u4fe1\u606f\u300d\u7a97\u53e3\u66f4\u540d\u300c<strong>\u5f00\u6e90\u7ec4\u4ef6\u8bb8\u53ef<\/strong>\u300d\uff0c\u79fb\u9664\u5168\u90e8\u5b57\u4f53\u8bb8\u53ef\u6761\u76ee\uff08\u6846\u67b6\u4e0d\u518d\u63d0\u4f9b\u7b2c\u4e09\u65b9\u5b57\u4f53\uff09<\/li>\n\n\n\n<li>\u79fb\u9664\u83dc\u5355\u680f\u300c\u7528\u6237\u4e2d\u5fc3\u300d\uff08CE \u7248\u672c\u4e0d\u63d0\u4f9b\u8be5\u529f\u80fd\uff09<\/li>\n\n\n\n<li>\u6280\u80fd\u9762\u677f\u5b98\u65b9\/\u7b2c\u4e09\u65b9\u5207\u6362\u6309\u94ae\u7d27\u51d1\u5316<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e5d\u3001\u6587\u6863\u4e0e\u5de5\u7a0b<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b0\u589e <code>AGENTS-for-PLUGIN-DEV.md<\/code>\uff1a\u63d2\u4ef6\u5f00\u53d1\u4e13\u7528 Agent \u89c4\u8303\uff08\u5f00\u53d1\u6a21\u5f0f\u3001\u76ee\u5f55\u8fb9\u754c\u3001\u5206\u652f\u7ea6\u5b9a\u3001\u7f16\u7801\u786c\u6027\u539f\u5219\uff09<\/li>\n\n\n\n<li>\u6587\u6863\u4e0e\u4ee3\u7801\u5168\u91cf\u4e00\u81f4\u6027\u6821\u9a8c\uff1a40 \u7bc7\u6587\u6863\u9010\u6761\u6838\u5bf9\uff0c\u4fee\u6b63 MCP \u5de5\u5177\u547d\u540d\u3001\u63a5\u53e3\u7b7e\u540d\u3001\u884c\u4e3a\u63cf\u8ff0\u7b49 90 \u4f59\u5904\u9519\u8bef\/\u8fc7\u65f6\u5185\u5bb9<\/li>\n\n\n\n<li>\u7248\u672c\u53f7\u5347\u7ea7\u81f3 Alpha 1.0.4\uff08<code>core\/version.py<\/code> \u5355\u4e00\u6765\u6e90\uff09<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u258e \u26a0\ufe0f \u6d4b\u8bd5\u7248\u672c\u58f0\u660e<br>\u258e \u5f53\u524d\u7248\u672c\u4e3a\u9884\u53d1\u5e03\u6d4b\u8bd5\u7248\uff08Pre-release\uff09\uff0c\u4ec5\u4f9b\u5f00\u53d1\u8005\u548c\u65e9\u671f\u4f53\u9a8c\u8005\u4f7f\u7528\u3002\u6838\u5fc3\u529f\u80fd\u5df2\u5b8c\u6210\u5b9e\u73b0\uff0c\u4f46\u5c1a\u672a\u7ecf\u8fc7\u5168\u9762\u751f\u4ea7\u73af\u5883\u9a8c\u8bc1\u3002\u90e8\u5206\u5185\u90e8 API \u7b7e\u540d\u3001\u914d\u7f6e\u683c\u5f0f\u53ca\u63d2\u4ef6\u63a5\u53e3\u53ef\u80fd\u5728\u672a\u6765\u7248\u672c\u4e2d\u53d1\u751f\u7834\u574f\u6027\u53d8\u66f4\uff08Breaking Changes\uff09\uff0c\u8bf7\u52ff\u5c06\u5176\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5173\u952e\u4e1a\u52a1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f \u5df2\u77e5\u9650\u5236\u4e0e\u6ce8\u610f\u4e8b\u9879<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>API \u4e0d\u7a33\u5b9a\uff1aIPlugin\u3001IPluginInfo\u3001PluginServices \u7b49\u6838\u5fc3\u63a5\u53e3\u4ee5\u53ca core\/llm\u3001core\/mcp \u6a21\u5757\u7684 API \u7b7e\u540d\u53ef\u80fd\u5728\u540e\u7eed\u7248\u672c\u4e2d\u8c03\u6574\uff0c\u63d2\u4ef6\u5f00\u53d1\u8005\u9700\u7559\u610f\u53d8\u66f4\u65e5\u5fd7\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u683c\u5f0f\u53ef\u80fd\u53d8\u66f4\uff1aconfig\/llm_providers.json\u3001config\/mcp_config.json\u3001config\/plugin_order.json \u7b49\u914d\u7f6e\u6587\u4ef6\u7684\u7ed3\u6784\u5c1a\u672a\u51bb\u7ed3\u3002<\/li>\n\n\n\n<li>LLM Provider \u9002\u914d\u5f85\u5b8c\u5584\uff1a\u90e8\u5206 Provider \u7684\u6d41\u5f0f\u89e3\u6790\u3001\u7f13\u5b58\u9002\u914d\u548c\u4ef7\u683c\u8ba1\u7b97\u4e3a\u521d\u59cb\u5b9e\u73b0\uff0c\u53ef\u80fd\u5b58\u5728\u8fb9\u754c case \u5904\u7406\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li>\u6587\u6863\u6301\u7eed\u8fed\u4ee3\uff1a\u5f00\u53d1\u8005\u6587\u6863\u4e0e\u4ee3\u7801\u5b9e\u73b0\u6b63\u5728\u540c\u6b65\u66f4\u65b0\uff0c\u90e8\u5206\u7ae0\u8282\u53ef\u80fd\u6ede\u540e\u4e8e\u6700\u65b0\u4ee3\u7801\u3002<\/li>\n<\/ol>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Alpha 1.0.3<\/summary>\n<p class=\"wp-block-paragraph\">InstructionX Alpha 1.0.3 (Pre-release)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea&nbsp;<code>alpha-v1.0.2<\/code>&nbsp;\u4ee5\u6765\uff0c\u6846\u67b6\u7ecf\u5386\u4e86\u4e00\u8f6e<strong>\u5168\u6a21\u5757\u6df1\u5ea6\u5ba1\u8ba1\u4e0e\u4fee\u590d<\/strong>\uff08Major_Fix \/ Framework_Fix \u7cfb\u5217\uff09\u3001\u4e00\u6b21&nbsp;<strong>LLM \u6846\u67b6 v2 \u67b6\u6784\u91cd\u6784<\/strong>\uff0c\u4ee5\u53ca&nbsp;<strong>LLM \u8bbe\u7f6e\u5bf9\u8bdd\u6846\u4e0e\u7528\u91cf\u9762\u677f\u7684 UI \u5168\u9762\u91cd\u5199<\/strong>\u3002\u4ee5\u4e0b\u4e3a\u6309\u529f\u80fd\u6a21\u5757\u5206\u7c7b\u7684\u5b8c\u6574\u6539\u52a8\u6c47\u603b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u26a0\ufe0f&nbsp;\u91cd\u8981\u53d8\u66f4\u63d0\u793a\uff08\u63d2\u4ef6\u5f00\u53d1\u8005\u5fc5\u8bfb\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ILLMService \u63d2\u4ef6\u63a5\u53e3\u7834\u574f\u6027\u91cd\u6784<\/strong>\uff1a\u63a5\u53e3\u6539\u4e3a\u5951\u7ea6\u5f0f\u663e\u5f0f\u7ee7\u627f\uff0c<code>ProviderInfo<\/code>&nbsp;\u91cd\u6784\u6d88\u9664\u5bc6\u94a5\u6cc4\u6f0f\u98ce\u9669\uff0c\u5220\u9664\u5e95\u5c42\u6cc4\u6f0f\u65b9\u6cd5\u4e0e&nbsp;<code>provider_extension<\/code>&nbsp;\u6b7b\u4ee3\u7801\u3002\u4f7f\u7528 LLM \u63d2\u4ef6\u670d\u52a1\u7684\u7b2c\u4e09\u65b9\u63d2\u4ef6\u9700\u6309\u65b0\u63a5\u53e3\u9002\u914d\u3002<\/li>\n\n\n\n<li><strong>LLM \u914d\u7f6e schema v1 \u2192 v2 \u81ea\u52a8\u8fc1\u79fb<\/strong>\uff1a<code>config\/llm_providers.json<\/code>&nbsp;\u9996\u6b21\u542f\u52a8\u81ea\u52a8\u8fc1\u79fb\u5e76\u751f\u6210&nbsp;<code>.bak<\/code>&nbsp;\u5907\u4efd\uff0c\u65e0\u9700\u624b\u52a8\u5e72\u9884\u3002<\/li>\n\n\n\n<li><strong>\u5b9a\u4ef7\u5b57\u6bb5\u8fc1\u79fb<\/strong>\uff1a\u5b9a\u4ef7\u5355\u4f4d\u7edf\u4e00\u4e3a\u300c\u5143\/\u767e\u4e07 tokens\u300d\uff0c\u65e7&nbsp;<code>per_1k<\/code>&nbsp;\u952e\u52a0\u8f7d\u65f6\u81ea\u52a8 \u00d71000 \u517c\u5bb9\uff0c\u53ea\u5199\u65b0\u952e&nbsp;<code>per_1m<\/code>\u3002<\/li>\n\n\n\n<li><strong>API \u5bc6\u94a5\u5b58\u50a8\u683c\u5f0f\u5347\u7ea7<\/strong>\uff1a\u7edf\u4e00\u4e3a\u8de8\u5e73\u53f0 Base64 \u7f16\u7801\u5b58\u50a8\uff08<code>b64:<\/code>&nbsp;\u524d\u7f00\uff0c\u7f16\u7801\u975e\u52a0\u5bc6\uff09\uff0c\u65e7\u660e\u6587\u914d\u7f6e\u81ea\u52a8\u5347\u7ea7\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">LLM \u6846\u67b6\uff08v2 \u67b6\u6784\u91cd\u6784\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b0\u589e<strong>\u7edf\u4e00\u6a21\u578b schema<\/strong>\uff1a\u80fd\u529b\u95ed\u96c6\u4e0e\u4e92\u65a5\u89c4\u5219\u3001normalize \u517c\u5bb9\u4e24\u79cd\u5386\u53f2 schema\u3001\u4e09\u8def\u5408\u5e76\u63a5\u53e3<\/li>\n\n\n\n<li>\u65b0\u589e&nbsp;<strong>Provider \u9884\u8bbe\u76ee\u5f55<\/strong>\uff08catalog\uff09\uff1a5 \u5bb6\u9884\u8bbe\u5143\u6570\u636e\u4e0e\u9884\u8bbe\u6a21\u578b\u76ee\u5f55\uff0c\u968f\u7a0b\u5e8f\u53d1\u5e03\u53ea\u8bfb<\/li>\n\n\n\n<li>\u914d\u7f6e\u5c42&nbsp;<strong>schema v2<\/strong>&nbsp;\u8fc1\u79fb\u4e0e&nbsp;<strong>LLMConfig \u5355\u4f8b\u5316<\/strong>\uff1aProviderConfig \u65b0\u589e preset_id\/adapter\/order\uff0c\u914d\u7f6e\u53d8\u66f4\u8ba2\u9605\/\u7248\u672c\u53f7\u901a\u77e5<\/li>\n\n\n\n<li><strong>\u9002\u914d\u5668\u6ce8\u518c\u8868<\/strong>\u6539\u9020\uff1a\u6ce8\u518c\u8868\u8bed\u4e49\u6539\u4e3a adapter \u5206\u53d1\uff0c\u65b0\u589e&nbsp;<strong>openai-compatible \u515c\u5e95\u9002\u914d\u5668<\/strong>\uff0c\u81ea\u5b9a\u4e49 OpenAI \u517c\u5bb9\u5b9e\u4f8b\u96f6\u4ee3\u7801\u63a5\u5165<\/li>\n\n\n\n<li><strong>\u6d88\u606f\u4e0e\u5de5\u5177\u8c03\u7528\u7c7b\u578b\u4f53\u7cfb\u91cd\u6784<\/strong>\uff1aToolCall \u7c7b\u578b\u5316\u3001StreamChunk \u5b57\u6bb5\u5b9e\u586b\u3001chat_with_tools \u8fd4\u56de ToolChatResult\u3001\u65b0\u589e ToolDefinition\/register_typed<\/li>\n\n\n\n<li><strong>LLMProvider \u8fd0\u884c\u65f6\u589e\u5f3a<\/strong>\uff1a\u6309 adapter \u5206\u53d1\u5b9e\u4f8b\u652f\u6301\u540c\u5382\u5546\u591a\u5b9e\u4f8b\uff0c\u65b0\u589e check_provider\/check_model\/get_default_provider_id \u4e0e\u914d\u7f6e\u7248\u672c\u60f0\u6027\u5237\u65b0\uff0c\u7a7a\u914d\u7f6e\u4f18\u96c5\u964d\u7ea7<\/li>\n\n\n\n<li>\u7528\u91cf\u8bb0\u5f55\u67e5\u8be2\u65b0\u589e\u6309\u65f6\u95f4\u5012\u5e8f\u8fd4\u56de\u53c2\u6570\uff08descending\uff09\uff0c\u5012\u5e8f\u5728\u5206\u9875\u4e4b\u524d\u751f\u6548<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">LLM \u7a33\u5b9a\u6027\u4fee\u590d\uff08\u5168\u9762\u5ba1\u8ba1\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LLMProvider \u6838\u5fc3\u91cd\u5199<\/strong>\uff1astream_chat \u771f\u5b9e\u8fed\u4ee3\u751f\u6210\u5668\u3001None \u53c2\u6570\u53cc\u5c42\u8fc7\u6ee4\u9632 API 400\u3001default \u81ea\u52a8\u9009\u62e9+\u7c98\u6027\u7f13\u5b58\u3001\u5065\u5eb7\u8ddf\u8e2a\u4e0e\u9519\u8bef\u7559\u75d5<\/li>\n\n\n\n<li><strong>\u5bf9\u8bdd\u7ba1\u7406<\/strong>\uff1a\u4e0a\u4e0b\u6587 token \u4f30\u7b97\u4e0e\u622a\u65ad\u3001\u5b64\u513f\u6d88\u606f\u4fee\u590d\u3001\u4f1a\u8bdd\u6301\u4e45\u5316\u539f\u5b50\u5199\u3001\u7ebf\u7a0b\u5b89\u5168<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u8c03\u7528<\/strong>\uff1a\u5e76\u884c\u5de5\u5177\u8c03\u7528\u5408\u6cd5\u5e8f\u5217\u5316\u3001\u975e\u6cd5 arguments JSON \u4e0d\u518d\u9759\u9ed8\u6267\u884c\u3001\u6d41\u5f0f tool_calls \u5206\u7247\u805a\u5408\u3001max_turns \u7528\u5c3d\u6e05\u7406<\/li>\n\n\n\n<li><strong>providers \u57fa\u5ea7\u52a0\u56fa<\/strong>\uff1a429\/5xx\/\u8fde\u63a5\/\u8d85\u65f6\u6307\u6570\u9000\u907f\u91cd\u8bd5\uff08Retry-After \u4f18\u5148\uff09\u3001\u8d85\u65f6\u5206\u7ea7\u3001Session \u7ebf\u7a0b\u5b89\u5168\u3001last_error \u9519\u8bef\u7559\u75d5<\/li>\n\n\n\n<li><strong>\u5404\u5382\u5546\u9002\u914d\u8865\u9f50<\/strong>\uff1aGLM\/MiniMax\/Ollama \u8865\u9f50 tool_calls \u89e3\u6790\u3001Vision \u7edf\u4e00 OpenAI \u517c\u5bb9 content \u6570\u7ec4\u3001generate_image\/TTS \u7aef\u70b9\u5b9e\u73b0<\/li>\n\n\n\n<li><strong>\u7528\u91cf\u5b58\u50a8\u4f18\u5316<\/strong>\uff1a\u5355\u540e\u53f0\u5199\u7ebf\u7a0b+\u9632\u6296\u5408\u5e76\uff0c\u6d88\u9664\u6bcf\u8bb0\u5f55\u5168\u91cf\u91cd\u5199\u7684\u5e73\u65b9\u7ea7 IO\uff0c\u8d85\u4e07\u6761\u81ea\u52a8 prune<\/li>\n\n\n\n<li>\u5b9a\u4ef7\u5408\u5e76\u5c42\u652f\u6301 input\/output \u7b80\u5199\u4e0e per_1m \u6807\u51c6\u952e\u53cc\u901a\u9053\uff0c\u6d88\u9664\u4e09\u65b9\u53e3\u5f84\u5dee<\/li>\n\n\n\n<li>LLMProvider \u542f\u52a8\u52a0\u8f7d\u6a21\u578b\u7f13\u5b58\u65f6\u517c\u5bb9 TTL \u65f6\u95f4\u6233\u4fe1\u5c01\u683c\u5f0f<\/li>\n\n\n\n<li>AuthenticationError \u8865\u5145\u6784\u9020\u53c2\u6570\uff0c\u6d88\u9664 401 \u5904\u7406\u5668\u81ea\u8eab TypeError<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">UI \u754c\u9762<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LLM \u8bbe\u7f6e\u5bf9\u8bdd\u6846\u5168\u65b0 UI \u5305<\/strong>\uff08<code>ui\/dialog\/llm_settings\/<\/code>\uff09\uff1a\u4e3b\u9898 token \u89c6\u89c9\u8fc1\u79fb\u3001\u54c1\u724c SVG \u56fe\u6807\u3001\u81ea\u52a8\u4fdd\u5b58\u8bed\u4e49\u3001\u8fde\u63a5\u68c0\u6d4b\u3001\u6a21\u578b\u5206\u7ec4\u7ba1\u7406\u4e0e\u6279\u91cf\u5220\u9664\u3001\u5065\u5eb7\u68c0\u67e5\u4e0e\u6a21\u578b\u540c\u6b65\u5bf9\u8bdd\u6846\uff0c\u5220\u9664\u65e7 1800 \u884c\u5355\u6587\u4ef6\u5b9e\u73b0<\/li>\n\n\n\n<li>LLM \u8bbe\u7f6e\u9875\u9762\u50cf\u7d20\u7ea7\u91cd\u6784\uff1a\u641c\u7d22\u680f\u3001ON\/OFF \u5f00\u5173\u3001\u6a21\u578b\u5206\u7ec4\u3001\u6a21\u578b\u7f16\u8f91\u5bf9\u8bdd\u6846\u7d27\u51d1\u5e03\u5c40\u4e0e\u6837\u5f0f\u6e32\u67d3\u4e00\u81f4\u6027<\/li>\n\n\n\n<li><strong>\u7528\u91cf\u67e5\u8be2\u9762\u677f\u8fc1\u79fb\u81f3\u65b0\u7248\u8bbe\u8ba1<\/strong>\uff1a\u62c6\u5206\u4e3a&nbsp;<code>ui\/usage_panel<\/code>&nbsp;\u5305\uff0cKPI \u5361\u7247\u65b0\u589e\u540c\u6bd4\uff0c\u8d8b\u52bf\u56fe\u6539\u7528 QtCharts \u5e73\u6ed1\u6298\u7ebf\uff0c\u4f7f\u7528\u5386\u53f2\u6309\u65f6\u95f4\u5012\u5e8f\u5c55\u793a<\/li>\n\n\n\n<li>\u4fee\u590d\u6a21\u578b\u670d\u52a1\u7a97\u53e3\u505c\u7528\u6a21\u578b\u540e\u8df3\u56de\u9996\u4e2a\u4f9b\u5e94\u5546\u4e14\u6a21\u578b\u5217\u8868\u4e22\u5931\u3001\u4e8c\u6b21\u6253\u5f00\u62a5\u60ac\u6302\u56de\u8c03\u9519\u8bef\u7684\u95ee\u9898<\/li>\n\n\n\n<li>\u4fee\u590d\u7f16\u8f91\u6a21\u578b\u7c7b\u578b\u540e Model List \u4e0d\u540c\u6b65\u663e\u793a\u3001\u5207\u6362 Provider \u540e\u6a21\u578b\u5217\u8868\u8fb9\u6846\u7ea7\u8054\u548c\u6b8b\u5f71\u95ee\u9898<\/li>\n\n\n\n<li>\u4e3b\u7a97\u53e3\u4e0e\u6807\u9898\u680f\uff1a\u5220\u9664 15 \u4e2a\u672a\u4f7f\u7528\u5bfc\u5165\uff08\u542f\u52a8\u63d0\u901f\uff09\u3001\u8fb9\u7f18\u7f29\u653e\u7a97\u53e3\u6f02\u79fb\u4fee\u590d\u3001\u63d2\u4ef6\u52a0\u8f7d\u5931\u8d25\u53ef\u91cd\u8bd5\u3001\u5b89\u88c5\u6210\u529f\u53cc\u5f39\u7a97\u53bb\u91cd<\/li>\n\n\n\n<li>\u7528\u91cf\u9762\u677f\uff1aQThread \u6cc4\u6f0f\u4fee\u590d\u3001matplotlib dpi \u9002\u914d\u9ad8\u5206\u5c4f\u3001\u56fe\u8868\u6807\u7b7e\u4e2d\u6587\u5316\u3001UTC \u65f6\u95f4\u6233\u672c\u5730\u8f6c\u6362\u3001\u5206\u9875\u4f18\u5316<\/li>\n\n\n\n<li>\u5404\u5bf9\u8bdd\u6846\u4e3b\u9898\u8272\u7edf\u4e00\u4e0e\u786c\u7f16\u7801\u8272\u6e05\u7406\u3001\u6280\u80fd\u9762\u677f\u82f1\u6587\u8ba1\u6570\u4e2d\u6587\u5316\u4e0e\u952e\u76d8\u7126\u70b9\u6062\u590d<\/li>\n\n\n\n<li>\u5220\u9664 882 \u884c\u6b7b\u4ee3\u7801 llm_model_service_dialog.py \u4e0e ui\/style \u7a7a\u58f3\u76ee\u5f55<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">MCP \u534f\u8bae<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Server \u5bf9\u9f50 mcp 1.27.0 SDK\uff0c\u5de5\u5177\u6ce8\u518c\u6539\u771f\u5b9e API\uff08\u5931\u8d25\u663e\u5f0f\u8bb0 error\uff09<\/li>\n\n\n\n<li>Client \u4e8b\u4ef6\u5faa\u73af\u5728\u4e13\u7528 daemon \u7ebf\u7a0b\u5e38\u9a7b\u8fd0\u884c\uff0c\u4fee\u590d\u8fde\u63a5\u8d85\u65f6\u4e0e\u4f1a\u8bdd\u5373\u5efa\u5373\u5173\u95ee\u9898<\/li>\n\n\n\n<li>\u5de5\u5177\u540d\u51c0\u5316\u5bf9\u9f50 OpenAI \u89c4\u8303\uff0c\u91cd\u540d\u5148\u6ce8\u9500\u518d\u6ce8\u518c<\/li>\n\n\n\n<li>\u65b0\u589e auth_token\/exposed_plugins \u914d\u7f6e\uff0cHTTP \u52a0 Bearer \u4e2d\u95f4\u4ef6\u8ba4\u8bc1\uff0cbridge \u6309\u767d\u540d\u5355\u8fc7\u6ee4\u66b4\u9732<\/li>\n\n\n\n<li>stdio \u6a21\u5f0f bridge sync \u65f6\u5e8f\u4fee\u590d\u3001stop() \u771f\u5b9e\u5173\u505c\u4f20\u8f93\u5c42\u3001is_running \u72b6\u6001\u673a\u53ef\u4fe1<\/li>\n\n\n\n<li>\u4ee4\u724c\u6df7\u6dc6\u5b58\u50a8\u3001\u6052\u5b9a\u65f6\u95f4\u6bd4\u8f83\u4e0e\u66b4\u9732\u9762\u5931\u8d25\u5173\u95ed<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u63d2\u4ef6\u7cfb\u7edf<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PluginManager\uff1a\u91cd\u590d\u6ce8\u518c\u68c0\u67e5\u3001reload \u901a\u77e5 MCP \u6ce8\u9500\u3001\u65b0\u589e sanitize_tool_name \u5de5\u5177\u540d\u51c0\u5316\u3001Service \u5b9e\u4f8b\u5316\u6539\u7b7e\u540d\u5206\u6790<\/li>\n\n\n\n<li>PluginIdentity\uff1a\u589e\u52a0 data\/plugin_identity \u56de\u9000\u6301\u4e45\u5316\uff0c\u53ea\u8bfb\u63d2\u4ef6\u76ee\u5f55\u4e0b UUID \u4fdd\u6301\u7a33\u5b9a<\/li>\n\n\n\n<li>PluginVersion \u6539 frozen \u53ef\u54c8\u5e0c\u3001total_ordering \u91cd\u6784\u6bd4\u8f83\u534f\u8bae<\/li>\n\n\n\n<li>GitHub \u5b89\u88c5\u5668\u5b89\u5168\u52a0\u56fa\uff1a\u8def\u5f84\u7a7f\u8d8a\u9632\u62a4\u3001zip-slip \u6821\u9a8c+\u5927\u5c0f\u6570\u91cf\u4e0a\u9650\u3001\u6d41\u5f0f\u4e0b\u8f7d\u3001\u5347\u7ea7\u524d .bak \u5907\u4efd\u53ef\u56de\u6eda<\/li>\n\n\n\n<li>\u63d2\u4ef6\u4f9d\u8d56\u5b89\u88c5\u589e\u52a0\u767d\u540d\u5355\u6821\u9a8c\uff0c\u7248\u672c\u7ea6\u675f\u6539 packaging.SpecifierSet \u652f\u6301\u590d\u5408\u7ea6\u675f<\/li>\n\n\n\n<li>\u63d2\u4ef6\u987a\u5e8f\u4fdd\u5b58\u6539\u539f\u5b50\u5199<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u5c42\u4e0e\u540e\u53f0\u4efb\u52a1<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DataProvider\uff1a\u4fee\u590d\u8ba2\u9605\u56de\u8c03\u6301\u9501\u6b7b\u9501\u3001load_data \u7ade\u6001\u3001save_asset \u8def\u5f84\u7a7f\u8d8a\u6d88\u6bd2\u3001JSON \u6df1\u62f7\u8d1d\u4e00\u81f4\u6027<\/li>\n\n\n\n<li>SQLite \u540e\u7aef\uff1a\u8fc1\u79fb\u6539\u663e\u5f0f BEGIN IMMEDIATE \u771f\u4e8b\u52a1\u3001schema \u7248\u672c\u5bb9\u9519\u3001\u4e13\u7528 SQL \u6d88\u9664\u5168\u8868\u626b\u63cf<\/li>\n\n\n\n<li>sql_map DDL \u5355\u4e00\u6765\u6e90\u62fc\u63a5\u3001PRAGMA table_info \u8868\u767d\u540d\u5355\u52a0\u56fa<\/li>\n\n\n\n<li>\u540e\u53f0\u4efb\u52a1\uff1ashutdown \u9650\u65f6\u7b49\u5f85\u4e0d\u518d\u65e0\u9650\u963b\u585e\u3001\u957f\u671f\u4efb\u52a1\u8bb0\u5f55\u4e0d\u518d\u8bef\u5220\u3001\u53d6\u6d88\u7ade\u6001\u4fee\u590d\u3001\u81ea\u52a8\u91cd\u542f\u6307\u6570\u9000\u907f+\u4e0a\u9650 10 \u6b21<\/li>\n\n\n\n<li>\u4efb\u52a1\u5b58\u50a8\uff1a\u8bfb\u76d8\u5931\u8d25\u5907\u4efd .corrupt.bak \u9632\u8986\u76d6\u3001\u5199\u5931\u8d25\u7f6e\u810f\u91cd\u8bd5\u3001\u65b0\u589e cleanup_old_tasks\uff0830 \u5929\uff09\u81ea\u52a8\u6e05\u7406<\/li>\n\n\n\n<li>\u4fee\u590d\u8d44\u4ea7\u8def\u5f84\u9003\u9038\u3001\u4efb\u52a1\u5b58\u50a8\u5e76\u53d1\u7ade\u6001\u4e0e\u5173\u95ed\u540e\u5e7d\u7075\u6ce8\u518c<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5de5\u5177\u6a21\u5757\u4e0e\u63a5\u53e3\u5c42<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b0\u589e thread_utils \u7ebf\u7a0b\u7f16\u7ec4\u5de5\u5177\uff08is_ui_thread\/run_in_ui_thread\/run_in_ui_thread_sync\uff0c\u65e0 QApp \u5b89\u5168\u964d\u7ea7\uff09<\/li>\n\n\n\n<li>\u65e5\u5fd7\u7cfb\u7edf\u52a0\u56fa\uff1amodule_name \u7f3a\u5931\u5bb9\u9519\u3001get_name \u6309\u6587\u4ef6\u540d\u7f13\u5b58\u3001\u65b0\u589e INSTRUCTIONX_LOG_LEVEL\/INSTRUCTIONX_LOG_DIR \u73af\u5883\u53d8\u91cf\u3001main.py \u589e\u52a0 sys.excepthook \u515c\u5e95<\/li>\n\n\n\n<li>style_qss \u4fee\u590d\uff1aurl \u622a\u65ad\u3001\u7bad\u5934 PNG \u5199\u7528\u6237\u7f13\u5b58\u76ee\u5f55\u3001\u952e\u76d8\u7126\u70b9\u53ef\u89c1\u6027\u3001\u6837\u5f0f\u4f18\u5148\u7ea7\u5355\u4e00\u6765\u6e90<\/li>\n\n\n\n<li>font_map \u65e5\u6587\u5b57\u91cd weight=0 \u6539\u663e\u5f0f\u54e8\u5175\u5bf9\u8c61\uff0c\u6d88\u9664\u4e0e None \u7684\u8bed\u4e49\u51b2\u7a81<\/li>\n\n\n\n<li>\u63a5\u53e3\u5c42\u81ea\u5305\u542b\u5316\uff1aimport core.interfaces \u4e0d\u518d\u7275\u5165 PySide6\/core.plugin\uff0cDataNamespace \u4e0e TaskType\/TaskStatus \u679a\u4e3e\u5355\u4e00\u6765\u6e90\u5316<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6784\u5efa \/ CI \/ \u6742\u9879<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7248\u672c\u53f7\u66f4\u65b0\u4e3a Alpha 1.0.3<\/strong>\uff08core\/version.py \u5355\u4e00\u6765\u6e90\uff09<\/li>\n\n\n\n<li>\u7248\u672c\u53f7\u5355\u4e00\u6765\u6e90\u5316\uff1acore.version.VERSION \u4e3a\u552f\u4e00\u4e8b\u5b9e\u6765\u6e90\uff0cpyproject \u52a8\u6001\u8bfb\u53d6<\/li>\n\n\n\n<li>pyproject \u8865\u5168\u5168\u90e8\u8fd0\u884c\u4f9d\u8d56\uff0c\u6536\u655b requirements.txt \u4e0e\u5176\u540c\u6b65\uff0c\u4fee\u590d pytest \u7248\u672c\u53cc\u8f68\u77db\u76fe<\/li>\n\n\n\n<li>\u65b0\u589e GitHub Actions pytest \u5de5\u4f5c\u6d41\uff08windows + Python 3.14\uff09<\/li>\n\n\n\n<li>\u4fee\u590d .gitignore \u65e0\u6548\u89c4\u5219\uff0c\u53d6\u6d88\u8ddf\u8e2a\u7528\u6237\u8fd0\u884c\u6001\u6587\u4ef6<\/li>\n\n\n\n<li>README \u4e2d\u82f1\u6587\u7248\u8bb8\u53ef\u8bc1\u8868\u8ff0\u4e0e LICENSE\uff08InstructionX Commercial Source License\uff09\u7edf\u4e00<\/li>\n\n\n\n<li>\u65b0\u589e LLM\/task\/MCP\/utils \u4fee\u590d\u5192\u70df\u9a8c\u8bc1\u811a\u672c\uff08scripts\/\uff09<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6587\u6863<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u540c\u6b65 LLM Provider v2 \u67b6\u6784\u6587\u6863\u4e0e AGENTS.md\uff08\u9884\u8bbe\u76ee\u5f55\/\u5b9e\u4f8b\u5316\/\u9002\u914d\u5668\u6ce8\u518c\u8868\/\u914d\u7f6e schema v2\/ILLMService \u63a5\u53e3\/UI \u65b0\u5305\u7ed3\u6784\uff09<\/li>\n\n\n\n<li>\u4e8c\u6b21\u5ba1\u8ba1\u6587\u6863\u6536\u5c3e\uff1a\u63a5\u53e3\u8fd4\u56de\u503c\u3001\u7ec4\u4ef6\u8868\u4e0e\u8fc7\u671f\u793a\u4f8b\u540c\u6b65<\/li>\n\n\n\n<li>\u540c\u6b65\u4f9d\u8d56\u6e05\u5355\u4e0e\u76ee\u5f55\u6811\u6587\u6863\uff0c\u8bb8\u53ef\u6e05\u5355\u8865\u9f50<\/li>\n\n\n\n<li>\u6062\u590d\u63d2\u4ef6\u5f00\u53d1\u6587\u6863\u4e2d service.py\/information.py\/config \u4e3a\u5fc5\u9700\u6587\u4ef6\u7684\u8bf4\u660e<\/li>\n\n\n\n<li>\u540c\u6b65 README \u4e0e\u6838\u5fc3\u6a21\u5757\u6587\u6863\uff08LLM\/task\/MCP \u63a5\u53e3\u4e0e docstring \u5bf9\u9f50\u5b9e\u73b0\uff09<\/li>\n\n\n\n<li>\u660e\u786e Commit \u4fe1\u606f\u683c\u5f0f\u89c4\u8303<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u258e&nbsp;\u26a0\ufe0f&nbsp;\u6d4b\u8bd5\u7248\u672c\u58f0\u660e<br>\u258e \u5f53\u524d\u7248\u672c\u4e3a\u9884\u53d1\u5e03\u6d4b\u8bd5\u7248\uff08Pre-release\uff09\uff0c\u4ec5\u4f9b\u5f00\u53d1\u8005\u548c\u65e9\u671f\u4f53\u9a8c\u8005\u4f7f\u7528\u3002\u6838\u5fc3\u529f\u80fd\u5df2\u5b8c\u6210\u5b9e\u73b0\uff0c\u4f46\u5c1a\u672a\u7ecf\u8fc7\u5168\u9762\u751f\u4ea7\u73af\u5883\u9a8c\u8bc1\u3002\u90e8\u5206\u5185\u90e8 API \u7b7e\u540d\u3001\u914d\u7f6e\u683c\u5f0f\u53ca\u63d2\u4ef6\u63a5\u53e3\u53ef\u80fd\u5728\u672a\u6765\u7248\u672c\u4e2d\u53d1\u751f\u7834\u574f\u6027\u53d8\u66f4\uff08Breaking Changes\uff09\uff0c\u8bf7\u52ff\u5c06\u5176\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5173\u952e\u4e1a\u52a1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f&nbsp;\u5df2\u77e5\u9650\u5236\u4e0e\u6ce8\u610f\u4e8b\u9879<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>API \u4e0d\u7a33\u5b9a\uff1aIPlugin\u3001IPluginInfo\u3001PluginServices \u7b49\u6838\u5fc3\u63a5\u53e3\u4ee5\u53ca core\/llm\u3001core\/mcp \u6a21\u5757\u7684 API \u7b7e\u540d\u53ef\u80fd\u5728\u540e\u7eed\u7248\u672c\u4e2d\u8c03\u6574\uff0c\u63d2\u4ef6\u5f00\u53d1\u8005\u9700\u7559\u610f\u53d8\u66f4\u65e5\u5fd7\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u683c\u5f0f\u53ef\u80fd\u53d8\u66f4\uff1aconfig\/llm_providers.json\u3001config\/mcp_config.json\u3001config\/plugin_order.json \u7b49\u914d\u7f6e\u6587\u4ef6\u7684\u7ed3\u6784\u5c1a\u672a\u51bb\u7ed3\u3002<\/li>\n\n\n\n<li>LLM Provider \u9002\u914d\u5f85\u5b8c\u5584\uff1a\u90e8\u5206 Provider \u7684\u6d41\u5f0f\u89e3\u6790\u3001\u7f13\u5b58\u9002\u914d\u548c\u4ef7\u683c\u8ba1\u7b97\u4e3a\u521d\u59cb\u5b9e\u73b0\uff0c\u53ef\u80fd\u5b58\u5728\u8fb9\u754c case \u5904\u7406\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li>\u6587\u6863\u6301\u7eed\u8fed\u4ee3\uff1a\u5f00\u53d1\u8005\u6587\u6863\u4e0e\u4ee3\u7801\u5b9e\u73b0\u6b63\u5728\u540c\u6b65\u66f4\u65b0\uff0c\u90e8\u5206\u7ae0\u8282\u53ef\u80fd\u6ede\u540e\u4e8e\u6700\u65b0\u4ee3\u7801\u3002<\/li>\n<\/ol>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Alpha 1.0.2<\/summary>\n<p class=\"wp-block-paragraph\">InstructionX Alpha 1.0.2 (Pre-release)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6b21\u66f4\u65b0\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6570\u636e\u540e\u7aef\u4ece\u539f\u5b50\u5316 Json \u6587\u4ef6\u8bfb\u5199\u6539\u4e3a SQLite \u6570\u636e\u5e93\u8bfb\u5199\uff0c\u914d\u5408LRU\u7f13\u5b58\uff0c\u5927\u5e45\u589e\u52a0\u8bfb\u5199\u6570\u636e\u6027\u80fd\uff1b<\/li>\n\n\n\n<li>Json \u81ea\u52a8\u8fc1\u79fb\uff0c\u65e0\u9700\u624b\u52a8\u4ece Json \u6570\u636e\u6587\u4ef6\u8fc1\u79fb\u81f3 SQLite \u6570\u636e\u5e93\uff1b<\/li>\n\n\n\n<li>DataProvider \u4fee\u590d\u7f13\u5b58\u6c61\u67d3\u3001\u8de8\u6a21\u5757\u679a\u4e3e\u6bd4\u8f83\u3001\u9501\u987a\u5e8f\u7b49\u5e76\u53d1\u95ee\u9898\uff1b<\/li>\n\n\n\n<li>DataProvider \u65b0\u589e\u63d2\u4ef6\u6ce8\u9500\u65f6\u7ed3\u6784\u5316\u6570\u636e\u7ea7\u8054\u6e05\u7406\uff0c\u8ba2\u9605\u5173\u7cfb\u540c\u6b65\u79fb\u9664\uff1b<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u258e&nbsp;\u26a0\ufe0f&nbsp;\u6d4b\u8bd5\u7248\u672c\u58f0\u660e<br>\u258e \u5f53\u524d\u7248\u672c\u4e3a\u9884\u53d1\u5e03\u6d4b\u8bd5\u7248\uff08Pre-release\uff09\uff0c\u4ec5\u4f9b\u5f00\u53d1\u8005\u548c\u65e9\u671f\u4f53\u9a8c\u8005\u4f7f\u7528\u3002\u6838\u5fc3\u529f\u80fd\u5df2\u5b8c\u6210\u5b9e\u73b0\uff0c\u4f46\u5c1a\u672a\u7ecf\u8fc7\u5168\u9762\u751f\u4ea7\u73af\u5883\u9a8c\u8bc1\u3002\u90e8\u5206\u5185\u90e8 API \u7b7e\u540d\u3001\u914d\u7f6e\u683c\u5f0f\u53ca\u63d2\u4ef6\u63a5\u53e3\u53ef\u80fd\u5728\u672a\u6765\u7248\u672c\u4e2d\u53d1\u751f\u7834\u574f\u6027\u53d8\u66f4\uff08Breaking Changes\uff09\uff0c\u8bf7\u52ff\u5c06\u5176\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5173\u952e\u4e1a\u52a1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f&nbsp;\u5df2\u77e5\u9650\u5236\u4e0e\u6ce8\u610f\u4e8b\u9879<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>API \u4e0d\u7a33\u5b9a\uff1aIPlugin\u3001IPluginInfo\u3001PluginServices \u7b49\u6838\u5fc3\u63a5\u53e3\u4ee5\u53ca core\/llm\u3001core\/mcp \u6a21\u5757\u7684 API \u7b7e\u540d\u53ef\u80fd\u5728\u540e\u7eed\u7248\u672c\u4e2d\u8c03\u6574\uff0c\u63d2\u4ef6\u5f00\u53d1\u8005\u9700\u7559\u610f\u53d8\u66f4\u65e5\u5fd7\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u683c\u5f0f\u53ef\u80fd\u53d8\u66f4\uff1aconfig\/llm_providers.json\u3001config\/mcp_config.json\u3001config\/plugin_order.json \u7b49\u914d\u7f6e\u6587\u4ef6\u7684\u7ed3\u6784\u5c1a\u672a\u51bb\u7ed3\u3002<\/li>\n\n\n\n<li>LLM Provider \u9002\u914d\u5f85\u5b8c\u5584\uff1a\u90e8\u5206 Provider \u7684\u6d41\u5f0f\u89e3\u6790\u3001\u7f13\u5b58\u9002\u914d\u548c\u4ef7\u683c\u8ba1\u7b97\u4e3a\u521d\u59cb\u5b9e\u73b0\uff0c\u53ef\u80fd\u5b58\u5728\u8fb9\u754c case \u5904\u7406\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li>\u6587\u6863\u6301\u7eed\u8fed\u4ee3\uff1a\u5f00\u53d1\u8005\u6587\u6863\u4e0e\u4ee3\u7801\u5b9e\u73b0\u6b63\u5728\u540c\u6b65\u66f4\u65b0\uff0c\u90e8\u5206\u7ae0\u8282\u53ef\u80fd\u6ede\u540e\u4e8e\u6700\u65b0\u4ee3\u7801\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88c5<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u514b\u9686\u4ed3\u5e93<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">git clone https:\/\/github.com\/KKPIP-Tech\/InstructionX.git\ncd InstructionX<\/pre>\n\n\n\n<h5 class=\"wp-block-heading\">\u5b89\u88c5\u4f9d\u8d56\uff08\u63a8\u8350 uv\uff09<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">uv pip install -r requirements.txt<\/pre>\n\n\n\n<h5 class=\"wp-block-heading\">\u542f\u52a8<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">uv run main.py<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u6b21\u8fd0\u884c\u81ea\u52a8\u521b\u5efa config\/ \u548c data\/ \u76ee\u5f55\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">InstructionX Team<br>2026-06-27<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Alpha 1.0.1<\/summary>\n<p class=\"wp-block-paragraph\">InstructionX Alpha 1.0.1 (Pre-release)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6b21\u66f4\u65b0\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6dfb\u52a0\u4e86 OpenAI \u517c\u5bb9 API \u7684\u652f\u6301\uff1b<\/li>\n\n\n\n<li>\u63d0\u4f9b\u4e86\u5355\u72ec\u7684 OpenAI Provider\uff1b<\/li>\n\n\n\n<li>\u4e3a MiniMax \u6dfb\u52a0\u4e86 M2.7 \u53ca M2.7 Highspeed \u7248\u672c\u652f\u6301\uff1b<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u258e&nbsp;\u26a0\ufe0f&nbsp;\u6d4b\u8bd5\u7248\u672c\u58f0\u660e<br>\u258e \u5f53\u524d\u7248\u672c\u4e3a\u9884\u53d1\u5e03\u6d4b\u8bd5\u7248\uff08Pre-release\uff09\uff0c\u4ec5\u4f9b\u5f00\u53d1\u8005\u548c\u65e9\u671f\u4f53\u9a8c\u8005\u4f7f\u7528\u3002\u6838\u5fc3\u529f\u80fd\u5df2\u5b8c\u6210\u5b9e\u73b0\uff0c\u4f46\u5c1a\u672a\u7ecf\u8fc7\u5168\u9762\u751f\u4ea7\u73af\u5883\u9a8c\u8bc1\u3002\u90e8\u5206\u5185\u90e8 API \u7b7e\u540d\u3001\u914d\u7f6e\u683c\u5f0f\u53ca\u63d2\u4ef6\u63a5\u53e3\u53ef\u80fd\u5728\u672a\u6765\u7248\u672c\u4e2d\u53d1\u751f\u7834\u574f\u6027\u53d8\u66f4\uff08Breaking Changes\uff09\uff0c\u8bf7\u52ff\u5c06\u5176\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5173\u952e\u4e1a\u52a1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u8981\u529f\u80fd<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d2\u4ef6\u5f0f\u684c\u9762\u5e94\u7528\u6846\u67b6<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b98\u65b9\u63d2\u4ef6\uff08plugin\/\uff09\u4e0e\u7b2c\u4e09\u65b9\u63d2\u4ef6\uff08custom_plugin\/\uff09\u53cc\u8f68\u7ba1\u7406<\/li>\n\n\n\n<li>\u57fa\u4e8e entrance.py + service.py + information.py \u7684\u6807\u51c6\u5316\u63d2\u4ef6\u7ed3\u6784<\/li>\n\n\n\n<li>GitHub URL \u4e00\u952e\u5b89\u88c5\u4e0e\u4f9d\u8d56\u81ea\u52a8\u89e3\u6790<\/li>\n\n\n\n<li>\u63d2\u4ef6 Widget \u61d2\u52a0\u8f7d\u7f13\u5b58\uff0c\u5207\u6362\u65f6\u72b6\u6001\u5b8c\u6574\u4fdd\u6301<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u6301\u4e45\u5316\u4e0e\u901a\u4fe1<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DataProvider \u5355\u4f8b\uff1a\u539f\u5b50\u5199\u5165\u3001PRIVATE\/PUBLIC \u53cc\u547d\u540d\u7a7a\u95f4\u3001Pub\/Sub \u53d1\u5e03\u8ba2\u9605<\/li>\n\n\n\n<li>\u8de8\u63d2\u4ef6\u540c\u6b65 API \u8c03\u7528\uff08call_plugin_method\uff09\u4e0e\u6570\u636e\u5171\u4eab<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u53f0\u4efb\u52a1\u7cfb\u7edf<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56db\u79cd\u4efb\u52a1\u7c7b\u578b\uff1aSync \/ Async \/ Scheduled \/ Long Running<\/li>\n\n\n\n<li>\u7ebf\u7a0b\u6c60\u6267\u884c\uff0c\u652f\u6301\u53d6\u6d88\u3001\u6301\u4e45\u5316\u4e0e\u5de5\u5382\u6062\u590d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">LLM \u96c6\u6210<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u5382\u5546\u7edf\u4e00\u9002\u914d\uff1aMiniMax\u3001SiliconFlow\u3001GLM\u3001Ollama<\/li>\n\n\n\n<li>\u5bf9\u8bdd\u7ba1\u7406\u3001\u6d41\u5f0f\u8f93\u51fa\u3001\u5de5\u5177\u8c03\u7528\u81ea\u52a8\u5faa\u73af\u3001\u5411\u91cf\u5d4c\u5165<\/li>\n\n\n\n<li>\u7528\u91cf\u8bb0\u5f55\u6301\u4e45\u5316\u4e0e\u7edf\u8ba1\u9762\u677f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">MCP \u534f\u8bae\u652f\u6301\uff08\u5b9e\u9a8c\u529f\u80fd\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u7f6e MCP Host Server\uff08stdio \/ streamable-http\uff09<\/li>\n\n\n\n<li>\u5916\u90e8 MCP Client \u8fde\u63a5\uff0c\u5de5\u5177\u547d\u540d\u7a7a\u95f4\u9694\u79bb<\/li>\n\n\n\n<li>\u63d2\u4ef6 service_api \u81ea\u52a8\u66b4\u9732\u4e3a MCP \u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">UI \u4e0e\u4e3b\u9898<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e0\u8fb9\u6846\u4e3b\u7a97\u53e3 + \u81ea\u5b9a\u4e49\u6807\u9898\u680f\uff0c8 \u65b9\u5411\u8fb9\u7f18\u7f29\u653e<\/li>\n\n\n\n<li>SkillsPanel \u5b98\u65b9\/\u7b2c\u4e09\u65b9\u63d2\u4ef6\u5207\u6362\uff0cWorkArea \u52a8\u6001\u627f\u8f7d<\/li>\n\n\n\n<li>StyleQSS \u52a8\u6001\u4e3b\u9898\u7cfb\u7edf\uff0c\u652f\u6301 Light \/ Dark \/ Auto<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f&nbsp;\u5df2\u77e5\u9650\u5236\u4e0e\u6ce8\u610f\u4e8b\u9879<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>API \u4e0d\u7a33\u5b9a\uff1aIPlugin\u3001IPluginInfo\u3001PluginServices \u7b49\u6838\u5fc3\u63a5\u53e3\u4ee5\u53ca core\/llm\u3001core\/mcp \u6a21\u5757\u7684 API \u7b7e\u540d\u53ef\u80fd\u5728\u540e\u7eed\u7248\u672c\u4e2d\u8c03\u6574\uff0c\u63d2\u4ef6\u5f00\u53d1\u8005\u9700\u7559\u610f\u53d8\u66f4\u65e5\u5fd7\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u683c\u5f0f\u53ef\u80fd\u53d8\u66f4\uff1aconfig\/llm_providers.json\u3001config\/mcp_config.json\u3001config\/plugin_order.json \u7b49\u914d\u7f6e\u6587\u4ef6\u7684\u7ed3\u6784\u5c1a\u672a\u51bb\u7ed3\u3002<\/li>\n\n\n\n<li>LLM Provider \u9002\u914d\u5f85\u5b8c\u5584\uff1a\u90e8\u5206 Provider \u7684\u6d41\u5f0f\u89e3\u6790\u3001\u7f13\u5b58\u9002\u914d\u548c\u4ef7\u683c\u8ba1\u7b97\u4e3a\u521d\u59cb\u5b9e\u73b0\uff0c\u53ef\u80fd\u5b58\u5728\u8fb9\u754c case \u5904\u7406\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li>\u6587\u6863\u6301\u7eed\u8fed\u4ee3\uff1a\u5f00\u53d1\u8005\u6587\u6863\u4e0e\u4ee3\u7801\u5b9e\u73b0\u6b63\u5728\u540c\u6b65\u66f4\u65b0\uff0c\u90e8\u5206\u7ae0\u8282\u53ef\u80fd\u6ede\u540e\u4e8e\u6700\u65b0\u4ee3\u7801\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88c5<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u514b\u9686\u4ed3\u5e93<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">git clone https:\/\/github.com\/KKPIP-Tech\/InstructionX.git\ncd InstructionX<\/pre>\n\n\n\n<h5 class=\"wp-block-heading\">\u5b89\u88c5\u4f9d\u8d56\uff08\u63a8\u8350 uv\uff09<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">uv pip install -r requirements.txt<\/pre>\n\n\n\n<h5 class=\"wp-block-heading\">\u542f\u52a8<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">uv run main.py<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u6b21\u8fd0\u884c\u81ea\u52a8\u521b\u5efa config\/ \u548c data\/ \u76ee\u5f55\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">InstructionX Team<br>2026-05-07<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Alpha 1.0.0<\/summary>\n<p class=\"wp-block-paragraph\">InstructionX Alpha 1.0.0 (Pre-release)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u258e&nbsp;\u26a0\ufe0f&nbsp;\u6d4b\u8bd5\u7248\u672c\u58f0\u660e<br>\u258e \u5f53\u524d\u7248\u672c\u4e3a\u9884\u53d1\u5e03\u6d4b\u8bd5\u7248\uff08Pre-release\uff09\uff0c\u4ec5\u4f9b\u5f00\u53d1\u8005\u548c\u65e9\u671f\u4f53\u9a8c\u8005\u4f7f\u7528\u3002\u6838\u5fc3\u529f\u80fd\u5df2\u5b8c\u6210\u5b9e\u73b0\uff0c\u4f46\u5c1a\u672a\u7ecf\u8fc7\u5168\u9762\u751f\u4ea7\u73af\u5883\u9a8c\u8bc1\u3002\u90e8\u5206\u5185\u90e8 API \u7b7e\u540d\u3001\u914d\u7f6e\u683c\u5f0f\u53ca\u63d2\u4ef6\u63a5\u53e3\u53ef\u80fd\u5728\u672a\u6765\u7248\u672c\u4e2d\u53d1\u751f\u7834\u574f\u6027\u53d8\u66f4\uff08Breaking Changes\uff09\uff0c\u8bf7\u52ff\u5c06\u5176\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5173\u952e\u4e1a\u52a1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u8981\u529f\u80fd<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d2\u4ef6\u5f0f\u684c\u9762\u5e94\u7528\u6846\u67b6<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b98\u65b9\u63d2\u4ef6\uff08plugin\/\uff09\u4e0e\u7b2c\u4e09\u65b9\u63d2\u4ef6\uff08custom_plugin\/\uff09\u53cc\u8f68\u7ba1\u7406<\/li>\n\n\n\n<li>\u57fa\u4e8e entrance.py + service.py + information.py \u7684\u6807\u51c6\u5316\u63d2\u4ef6\u7ed3\u6784<\/li>\n\n\n\n<li>GitHub URL \u4e00\u952e\u5b89\u88c5\u4e0e\u4f9d\u8d56\u81ea\u52a8\u89e3\u6790<\/li>\n\n\n\n<li>\u63d2\u4ef6 Widget \u61d2\u52a0\u8f7d\u7f13\u5b58\uff0c\u5207\u6362\u65f6\u72b6\u6001\u5b8c\u6574\u4fdd\u6301<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u6301\u4e45\u5316\u4e0e\u901a\u4fe1<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DataProvider \u5355\u4f8b\uff1a\u539f\u5b50\u5199\u5165\u3001PRIVATE\/PUBLIC \u53cc\u547d\u540d\u7a7a\u95f4\u3001Pub\/Sub \u53d1\u5e03\u8ba2\u9605<\/li>\n\n\n\n<li>\u8de8\u63d2\u4ef6\u540c\u6b65 API \u8c03\u7528\uff08call_plugin_method\uff09\u4e0e\u6570\u636e\u5171\u4eab<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u53f0\u4efb\u52a1\u7cfb\u7edf<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56db\u79cd\u4efb\u52a1\u7c7b\u578b\uff1aSync \/ Async \/ Scheduled \/ Long Running<\/li>\n\n\n\n<li>\u7ebf\u7a0b\u6c60\u6267\u884c\uff0c\u652f\u6301\u53d6\u6d88\u3001\u6301\u4e45\u5316\u4e0e\u5de5\u5382\u6062\u590d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">LLM \u96c6\u6210<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u5382\u5546\u7edf\u4e00\u9002\u914d\uff1aMiniMax\u3001SiliconFlow\u3001GLM\u3001Ollama<\/li>\n\n\n\n<li>\u5bf9\u8bdd\u7ba1\u7406\u3001\u6d41\u5f0f\u8f93\u51fa\u3001\u5de5\u5177\u8c03\u7528\u81ea\u52a8\u5faa\u73af\u3001\u5411\u91cf\u5d4c\u5165<\/li>\n\n\n\n<li>\u7528\u91cf\u8bb0\u5f55\u6301\u4e45\u5316\u4e0e\u7edf\u8ba1\u9762\u677f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">MCP \u534f\u8bae\u652f\u6301\uff08\u5b9e\u9a8c\u529f\u80fd\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u7f6e MCP Host Server\uff08stdio \/ streamable-http\uff09<\/li>\n\n\n\n<li>\u5916\u90e8 MCP Client \u8fde\u63a5\uff0c\u5de5\u5177\u547d\u540d\u7a7a\u95f4\u9694\u79bb<\/li>\n\n\n\n<li>\u63d2\u4ef6 service_api \u81ea\u52a8\u66b4\u9732\u4e3a MCP \u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">UI \u4e0e\u4e3b\u9898<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e0\u8fb9\u6846\u4e3b\u7a97\u53e3 + \u81ea\u5b9a\u4e49\u6807\u9898\u680f\uff0c8 \u65b9\u5411\u8fb9\u7f18\u7f29\u653e<\/li>\n\n\n\n<li>SkillsPanel \u5b98\u65b9\/\u7b2c\u4e09\u65b9\u63d2\u4ef6\u5207\u6362\uff0cWorkArea \u52a8\u6001\u627f\u8f7d<\/li>\n\n\n\n<li>StyleQSS \u52a8\u6001\u4e3b\u9898\u7cfb\u7edf\uff0c\u652f\u6301 Light \/ Dark \/ Auto<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f&nbsp;\u5df2\u77e5\u9650\u5236\u4e0e\u6ce8\u610f\u4e8b\u9879<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>API \u4e0d\u7a33\u5b9a\uff1aIPlugin\u3001IPluginInfo\u3001PluginServices \u7b49\u6838\u5fc3\u63a5\u53e3\u4ee5\u53ca core\/llm\u3001core\/mcp \u6a21\u5757\u7684 API \u7b7e\u540d\u53ef\u80fd\u5728\u540e\u7eed\u7248\u672c\u4e2d\u8c03\u6574\uff0c\u63d2\u4ef6\u5f00\u53d1\u8005\u9700\u7559\u610f\u53d8\u66f4\u65e5\u5fd7\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u683c\u5f0f\u53ef\u80fd\u53d8\u66f4\uff1aconfig\/llm_providers.json\u3001config\/mcp_config.json\u3001config\/plugin_order.json \u7b49\u914d\u7f6e\u6587\u4ef6\u7684\u7ed3\u6784\u5c1a\u672a\u51bb\u7ed3\u3002<\/li>\n\n\n\n<li>LLM Provider \u9002\u914d\u5f85\u5b8c\u5584\uff1a\u90e8\u5206 Provider \u7684\u6d41\u5f0f\u89e3\u6790\u3001\u7f13\u5b58\u9002\u914d\u548c\u4ef7\u683c\u8ba1\u7b97\u4e3a\u521d\u59cb\u5b9e\u73b0\uff0c\u53ef\u80fd\u5b58\u5728\u8fb9\u754c case \u5904\u7406\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li>\u6587\u6863\u6301\u7eed\u8fed\u4ee3\uff1a\u5f00\u53d1\u8005\u6587\u6863\u4e0e\u4ee3\u7801\u5b9e\u73b0\u6b63\u5728\u540c\u6b65\u66f4\u65b0\uff0c\u90e8\u5206\u7ae0\u8282\u53ef\u80fd\u6ede\u540e\u4e8e\u6700\u65b0\u4ee3\u7801\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88c5<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u514b\u9686\u4ed3\u5e93<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">git clone https:\/\/github.com\/KKPIP-Tech\/InstructionX.git\ncd InstructionX<\/pre>\n\n\n\n<h5 class=\"wp-block-heading\">\u5b89\u88c5\u4f9d\u8d56\uff08\u63a8\u8350 uv\uff09<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">uv pip install -r requirements.txt<\/pre>\n\n\n\n<h5 class=\"wp-block-heading\">\u542f\u52a8<\/h5>\n\n\n\n<pre class=\"wp-block-preformatted\">uv run main.py<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u6b21\u8fd0\u884c\u81ea\u52a8\u521b\u5efa config\/ \u548c data\/ \u76ee\u5f55\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">InstructionX Team<br>2026-05-02<\/p>\n<\/details>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-57","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/instructionx.kkpip.com\/index.php?rest_route=\/wp\/v2\/pages\/57","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/instructionx.kkpip.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/instructionx.kkpip.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/instructionx.kkpip.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/instructionx.kkpip.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=57"}],"version-history":[{"count":6,"href":"https:\/\/instructionx.kkpip.com\/index.php?rest_route=\/wp\/v2\/pages\/57\/revisions"}],"predecessor-version":[{"id":67,"href":"https:\/\/instructionx.kkpip.com\/index.php?rest_route=\/wp\/v2\/pages\/57\/revisions\/67"}],"wp:attachment":[{"href":"https:\/\/instructionx.kkpip.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=57"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}