{"id":62690,"date":"2026-03-23T18:23:37","date_gmt":"2026-03-23T10:23:37","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=62690"},"modified":"2026-03-23T18:23:37","modified_gmt":"2026-03-23T10:23:37","slug":"lossless-claw","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/lossless-claw\/","title":{"rendered":"Lossless Claw\uff1a\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u65e0\u635f\u8bb0\u5fc6\u548c\u957f\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u63d2\u4ef6"},"content":{"rendered":"<p>Lossless Claw\u662f\u7531Martian Engineering\u5f00\u53d1\u7684\u4e00\u6b3e\u4e13\u4e3aOpenClaw\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u65e0\u635f\u4e0a\u4e0b\u6587\u7ba1\u7406\uff08LCM\uff09\u5f00\u6e90\u63d2\u4ef6\u3002\u57fa\u4e8eVoltropy\u7684LCM\u7814\u7a76\u8bba\u6587\uff0c\u5b83\u65e8\u5728\u89e3\u51b3\u667a\u80fd\u4f53\u5728\u957f\u5bf9\u8bdd\u6216\u8fd0\u884c\u8fc7\u591c\u5de5\u4f5c\u6d41\u65f6\u56e0\u201c\u6ed1\u52a8\u7a97\u53e3\u201d\u673a\u5236\u5bfc\u81f4\u7684\u5386\u53f2\u8bb0\u5fc6\u4e22\u5931\u95ee\u9898\u3002\u8be5\u63d2\u4ef6\u901a\u8fc7\u62e6\u622a\u5373\u5c06\u6ea2\u51fa\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6d88\u606f\uff0c\u5c06\u5176\u539f\u5c01\u4e0d\u52a8\u5730\u6c38\u4e45\u5b58\u5165\u672c\u5730SQLite\u6570\u636e\u5e93\u4e2d\uff1b\u540c\u65f6\u8c03\u7528\u5927\u6a21\u578b\u5c06\u5386\u53f2\u8bb0\u5f55\u63d0\u53d6\u4e3a\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u5f62\u5f0f\u7684\u5c42\u7ea7\u6458\u8981\u3002\u5728\u540e\u7eed\u7684\u4f1a\u8bdd\u4e2d\uff0c\u63d2\u4ef6\u4f1a\u5c06\u9ad8\u7ea7\u6458\u8981\u4e0e\u8fd1\u671f\u6d88\u606f\u7ed3\u5408\uff0c\u4f7f\u6574\u4f53Token\u6570\u91cf\u59cb\u7ec8\u4fdd\u6301\u5728\u5b89\u5168\u8303\u56f4\u5185\u3002\u6b64\u5916\uff0c\u5b83\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e13\u5c5e\u68c0\u7d22\u5de5\u5177\uff0c\u5141\u8bb8AI\u968f\u65f6\u7a7f\u900f\u6458\u8981\u5c42\uff0c\u7cbe\u51c6\u56de\u8c03\u548c\u9605\u8bfb\u6700\u521d\u59cb\u7684\u5bf9\u8bdd\u7ec6\u8282\uff0c\u8d4b\u4e88\u667a\u80fd\u4f53\u771f\u6b63\u7684\u957f\u671f\u8bb0\u5fc6\u80fd\u529b\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u5168\u91cf\u6d88\u606f\u672c\u5730\u6301\u4e45\u5316<\/strong>\uff1a\u544a\u522b\u6ed1\u52a8\u7a97\u53e3\u88c1\u526a\uff0c\u5c06\u4f1a\u8bdd\u4e2d\u4ea7\u751f\u7684\u6bcf\u4e00\u6761\u539f\u59cb\u6d88\u606f\u4ee5\u7cbe\u786e\u7684\u539f\u59cb\u6587\u672c\u5b8c\u6574\u3001\u6c38\u4e45\u5730\u4fdd\u5b58\u5728\u672c\u5730SQLite\u6570\u636e\u5e93\u4e2d\uff0c\u786e\u4fdd100%\u96f6\u6570\u636e\u4e22\u5931\u3002<\/li>\n<li><strong>DAG\u5c42\u7ea7\u6458\u8981\u81ea\u52a8\u751f\u6210<\/strong>\uff1a\u5229\u7528\u7528\u6237\u914d\u7f6e\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u81ea\u52a8\u5c06\u8f83\u65e7\u7684\u6d88\u606f\u5206\u5757\u5e76\u63d0\u70bc\u6210\u6458\u8981\u3002\u968f\u7740\u4fe1\u606f\u5806\u79ef\uff0c\u6458\u8981\u4f1a\u8fdb\u4e00\u6b65\u51dd\u7ec3\u6210\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u7684\u5c42\u6b21\u7ed3\u6784\u3002<\/li>\n<li><strong>\u52a8\u6001\u4e0a\u4e0b\u6587\u667a\u80fd\u7ec4\u88c5<\/strong>\uff1a\u5728\u6bcf\u8f6e\u5bf9\u8bdd\u751f\u6210\u524d\uff0c\u81ea\u52a8\u5c06\u7ed3\u6784\u5316\u7684\u5386\u53f2\u6458\u8981\u4e0e\u6700\u8fd1\u7684\u539f\u59cb\u6d88\u606f\u8fdb\u884c\u6df7\u5408\u62fc\u63a5\uff0c\u5728\u7ef4\u6301\u957f\u671f\u8bb0\u5fc6\u8109\u7edc\u7684\u540c\u65f6\uff0c\u4e25\u5b88\u5f53\u524d\u5927\u6a21\u578b\u7684Token\u4e0a\u9650\u3002<\/li>\n<li><strong>\u6df1\u5c42\u7ec6\u8282\u7a7f\u900f\u4e0e\u56de\u8c03\u529f\u80fd<\/strong>\uff1a\u5185\u7f6e\u7279\u8272\u68c0\u7d22\u5de5\u5177\u7bb1\uff08<code>lcm_grep<\/code>\u3001<code>lcm_describe<\/code>\u3001<code>lcm_expand<\/code>\uff09\uff0c\u4f7f\u5f97\u667a\u80fd\u4f53\u53ef\u4ee5\u50cf\u67e5\u9605\u6863\u6848\u4e00\u6837\uff0c\u901a\u8fc7\u6458\u8981\u94fe\u63a5\u8ffd\u8e2a\u5e76\u63d0\u53d6\u6700\u539f\u59cb\u7684\u5386\u53f2\u5bf9\u8bdd\u8bb0\u5f55\u3002<\/li>\n<li><strong>\u7075\u6d3b\u7684\u5e95\u5c42\u5927\u6a21\u578b\u914d\u7f6e<\/strong>\uff1a\u652f\u6301\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u6216\u63d2\u4ef6\u914d\u7f6e\u6587\u4ef6\uff0c\u4e3a\u201c\u8bb0\u5fc6\u6458\u8981\u201d\u4efb\u52a1\u72ec\u7acb\u6307\u5b9a\u4e0d\u540c\u4e8e\u4e3b\u5bf9\u8bdd\u7684\u6a21\u578b\u6216\u63d0\u4f9b\u5546\uff0c\u4ece\u800c\u4f18\u5316API\u8c03\u7528\u6210\u672c\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\ud83d\ude80 \u6838\u5fc3\u673a\u5236\u5256\u6790\uff1a\u544a\u522bAI\u201c\u9009\u62e9\u6027\u5931\u5fc6\u201d<\/h3>\n<p>\u5728\u6df1\u5165\u914d\u7f6e\u548c\u4f7f\u7528\u4e4b\u524d\uff0c\u7406\u89e3Lossless Claw\u7684\u5e95\u5c42\u8fd0\u884c\u903b\u8f91\u662f\u5341\u5206\u5fc5\u8981\u7684\u3002\u5728\u4f7f\u7528OpenClaw\u7b49AI\u667a\u80fd\u4f53\u65f6\uff0c\u968f\u7740\u5bf9\u8bdd\u7684\u6df1\u5165\u548c\u4efb\u52a1\u7684\u7d2f\u79ef\uff0c\u4e0a\u4e0b\u6587Token\u6570\u91cf\u4f1a\u8fc5\u901f\u903c\u8fd1\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7269\u7406\u9650\u5236\u3002\u9ed8\u8ba4\u72b6\u6001\u4e0b\uff0c\u7cfb\u7edf\u4f1a\u91c7\u7528\u201c\u6ed1\u52a8\u7a97\u53e3\uff08Sliding Window\uff09\u201d\u7b56\u7565\u2014\u2014\u5f53\u7a97\u53e3\u585e\u6ee1\u65f6\uff0c\u6700\u65e7\u7684\u6d88\u606f\u4f1a\u88ab\u76f4\u63a5\u622a\u65ad\u5e76\u6c38\u4e45\u4e22\u5f03\u3002\u8fd9\u5c31\u5bfc\u81f4\u4e86\u5982\u679c\u60a8\u7684\u667a\u80fd\u4f53\u5f7b\u591c\u8fd0\u884c\uff0c\u5b83\u5728\u7b2c\u4e8c\u5929\u65e9\u6668\u4fbf\u4f1a\u5f7b\u5e95\u5fd8\u8bb0\u524d\u4e00\u5929\u8bbe\u5b9a\u7684\u7cfb\u7edf\u914d\u7f6e\u6216\u8ba8\u8bba\u8fc7\u7684\u6838\u5fc3\u903b\u8f91\u3002<\/p>\n<p>Lossless Claw\u901a\u8fc7\u5f15\u5165**\u65e0\u635f\u4e0a\u4e0b\u6587\u7ba1\u7406\uff08LCM\uff09**\u67b6\u6784\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u4e86\u8fd9\u4e00\u75db\u70b9\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u62e6\u622a\u4e0e\u843d\u76d8<\/strong>\uff1a\u5b83\u5728\u65e7\u6d88\u606f\u88ab\u4e22\u5f03\u524d\u8fdb\u884c\u62e6\u622a\uff0c\u5c06\u5176100%\u5b8c\u6574\u5730\u5199\u5165\u672c\u5730\u8ba1\u7b97\u673a\u7684SQLite\u6570\u636e\u5e93\u4e2d\u3002<\/li>\n<li><strong>\u8bb0\u5fc6\u56fe\u8c31\u6784\u5efa<\/strong>\uff1a\u5728\u540e\u53f0\u6084\u6084\u547c\u53eb\u6307\u5b9a\u7684\u6a21\u578b\uff0c\u5c06\u65e7\u6d88\u606f\u6253\u5305\u63d0\u70bc\u4e3a\u6458\u8981\uff0c\u5e76\u628a\u6458\u8981\u5806\u53e0\u6210\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u7ed3\u6784\u3002<\/li>\n<li><strong>\u8bb0\u5fc6\u7a7f\u900f<\/strong>\uff1a\u7531\u4e8e\u6458\u8981\u4e0e\u6570\u636e\u5e93\u4e2d\u7684\u539f\u59cb\u6d88\u606f\u5b58\u5728\u6620\u5c04\u5173\u7cfb\uff0c\u5f53AI\u9700\u8981\u56de\u5fc6\u67d0\u4e2a\u7ec6\u8282\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7\u5185\u7f6e\u5de5\u5177\u987a\u85e4\u6478\u74dc\uff0c\u5c06\u539f\u59cb\u6570\u636e\u201c\u62c9\u53d6\u201d\u56de\u5f53\u524d\u7684\u6fc0\u6d3b\u7a97\u53e3\u4e2d\u3002<\/li>\n<\/ol>\n<h3>\ud83d\udee0\ufe0f \u5b89\u88c5\u6d41\u7a0b\uff1a\u4ece\u96f6\u5f00\u59cb\u63a5\u5165\u65e0\u635f\u8bb0\u5fc6<\/h3>\n<p><strong>1. \u786e\u8ba4\u524d\u7f6e\u8fd0\u884c\u73af\u5883<\/strong><br \/>\n\u5728\u5b89\u88c5\u63d2\u4ef6\u524d\uff0c\u8bf7\u52a1\u5fc5\u68c0\u67e5\u60a8\u7684\u672c\u5730\u5de5\u4f5c\u7ad9\u6216\u4e91\u670d\u52a1\u5668\u662f\u5426\u6ee1\u8db3\u4ee5\u4e0b\u57fa\u7840\u73af\u5883\u8981\u6c42\uff1a<\/p>\n<ul>\n<li>\u5df2\u5b89\u88c5\u5e76\u53ef\u7a33\u5b9a\u8fd0\u884c\u7684\u00a0<strong>OpenClaw<\/strong>\uff0c\u5e76\u4e14\u5f53\u524d\u7248\u672c\u5fc5\u987b\u652f\u6301\u63d2\u4ef6\u4e0a\u4e0b\u6587\u5f15\u64ce\uff08Plugin Context Engine Support\uff09\u3002<\/li>\n<li>\u7cfb\u7edf\u5df2\u5b89\u88c5 Node.js\uff0c\u4e14\u7248\u672c\u9700\u8fbe\u5230\u00a0<strong>22 \u6216\u4ee5\u4e0a<\/strong>\u3002<\/li>\n<li><a href=\"https:\/\/www.kdjingpai.com\/openclaw-ai\/\">OpenClaw<\/a> \u7cfb\u7edf\u5185\u5df2\u7ecf\u6210\u529f\u914d\u7f6e\u4e86\u81f3\u5c11\u4e00\u4e2a\u53ef\u7528\u7684\u5e95\u5c42\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM Provider\uff09\uff0c\u8be5\u6a21\u578b\u540e\u7eed\u5c06\u4f5c\u4e3a\u6458\u8981\u751f\u6210\u7684\u7b97\u529b\u5f15\u64ce\u3002<\/li>\n<\/ul>\n<p><strong>2. \u751f\u4ea7\u73af\u5883\u5e38\u89c4\u5b89\u88c5<\/strong><br \/>\n\u6211\u4eec\u63a8\u8350\u4f7f\u7528 OpenClaw \u5b98\u65b9\u81ea\u5e26\u7684\u63d2\u4ef6\u5b89\u88c5\u5668\u8fdb\u884c\u4e00\u952e\u96c6\u6210\u3002\u6253\u5f00\u60a8\u7684\u7ec8\u7aef\u7ec8\u7aef\u6216\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>openclaw plugins install @martian-engineering\/lossless-claw\r\n<\/code><\/pre>\n<p><em>\u6ce8\uff1a\u5982\u679c\u60a8\u76ee\u524d\u662f\u901a\u8fc7\u514b\u9686 OpenClaw \u6e90\u7801\u5728\u672c\u5730\u6267\u884c\uff08Local Checkout\uff09\uff0c\u8bf7\u4f7f\u7528 pnpm \u5305\u7ba1\u7406\u5668\u6267\u884c\u5bf9\u5e94\u547d\u4ee4\uff1a<\/em><\/p>\n<pre><code>pnpm openclaw plugins install @martian-engineering\/lossless-claw\r\n<\/code><\/pre>\n<p><strong>3. \u5f00\u53d1\u8005\u672c\u5730\u8c03\u8bd5\u5b89\u88c5\uff08\u53ef\u9009\uff09<\/strong><br \/>\n\u5982\u679c\u60a8\u6253\u7b97\u5bf9 Lossless Claw \u7684\u6e90\u7801\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\uff0c\u6216\u8005\u8fdb\u884c\u7279\u5b9a\u73af\u5883\u7684\u9002\u914d\uff0c\u53ef\u4ee5\u5c06\u60a8\u7684\u672c\u5730\u4ee3\u7801\u526f\u672c\u4ee5\u8f6f\u94fe\u63a5\u7684\u5f62\u5f0f\u63a5\u5165\u5230 OpenClaw \u4e2d\uff0c\u8fd9\u6709\u5229\u4e8e\u5b9e\u65f6\u70ed\u66f4\u65b0\u4ee3\u7801\uff1a<\/p>\n<pre><code>openclaw plugins install --link \/path\/to\/lossless-claw\r\n<\/code><\/pre>\n<h3>\u2699\ufe0f \u73af\u5883\u914d\u7f6e\uff1a\u5b9a\u5236\u60a8\u7684\u8bb0\u5fc6\u538b\u7f29\u5f15\u64ce<\/h3>\n<p>Lossless Claw \u7684\u7075\u6d3b\u4e4b\u5904\u5728\u4e8e\uff0c\u60a8\u53ef\u4ee5\u5355\u72ec\u4e3a\u201c\u6458\u8981\u751f\u6210\u201d\u4efb\u52a1\u6307\u5b9a\u6a21\u578b\u3002\u7531\u4e8e\u540e\u53f0\u538b\u7f29\u8bb0\u5fc6\u9700\u8981\u6d88\u8017\u5927\u91cfToken\uff0c\u60a8\u53ef\u4ee5\u4e3a\u4e3b\u4efb\u52a1\u4f7f\u7528\u6027\u80fd\u6700\u5f3a\u3001\u4ef7\u683c\u6602\u8d35\u7684\u6a21\u578b\uff08\u5982GPT-4o\u6216Claude 3.5 Sonnet\uff09\uff0c\u800c\u4e3a\u538b\u7f29\u4efb\u52a1\u914d\u7f6e\u6027\u4ef7\u6bd4\u66f4\u9ad8\u7684\u6a21\u578b\uff08\u5982Gemini 1.5 Flash\uff09\u3002<\/p>\n<p><strong>\u6a21\u578b\u56de\u9000\u4e0e\u5339\u914d\u4f18\u5148\u7ea7<\/strong><br \/>\n\u5bf9\u4e8e\u538b\u5b9e\u8bb0\u5fc6\uff08Compaction\uff09\u4efb\u52a1\uff0c\u63d2\u4ef6\u4f1a\u6309\u7167\u4ee5\u4e0b\u4e25\u683c\u7684\u4f18\u5148\u7ea7\u6b21\u5e8f\u5bfb\u627e\u6a21\u578b\u914d\u7f6e\u53c2\u6570\uff1a<\/p>\n<ol>\n<li><strong>\u73af\u5883\u53d8\u91cf<\/strong>\uff08\u6700\u9ad8\u4f18\u5148\u7ea7\uff0c\u63a8\u8350\u914d\u7f6e\uff09\uff1a<code>LCM_SUMMARY_MODEL<\/code>\u00a0\/\u00a0<code>LCM_SUMMARY_PROVIDER<\/code>\u3002<\/li>\n<li><strong>\u63d2\u4ef6\u914d\u7f6e\u6587\u4ef6<\/strong>\uff1aOpenClaw \u63d2\u4ef6 JSON \u914d\u7f6e\u9879\u4e2d\u7684\u00a0<code>summaryModel<\/code>\u00a0\/\u00a0<code>summaryProvider<\/code>\u00a0\u5b57\u6bb5\u3002<\/li>\n<li><strong>OpenClaw \u5168\u5c40\u9ed8\u8ba4\u6a21\u578b<\/strong>\uff1a\u5982\u679c\u6ca1\u6709\u8fdb\u884c\u7279\u6b8a\u6307\u5b9a\uff0c\u63d2\u4ef6\u5c06\u81ea\u52a8\u56de\u9000\u8c03\u7528 OpenClaw \u7cfb\u7edf\u914d\u7f6e\u7684\u9ed8\u8ba4\u8bb0\u5fc6\u538b\u7f29\u6a21\u578b\u3002<\/li>\n<li><strong>\u9057\u7559\u7684\u5355\u6b21\u8c03\u7528\u53c2\u6570\uff08Legacy hints\uff09<\/strong>\u3002<\/li>\n<\/ol>\n<p><strong>\u914d\u7f6e\u793a\u4f8b\uff1a\u6ce8\u5165\u73af\u5883\u53d8\u91cf<\/strong><br \/>\n\u4ee5 Linux\/macOS \u73af\u5883\u4e3a\u4f8b\uff0c\u60a8\u53ef\u4ee5\u5728\u542f\u52a8 OpenClaw \u524d\u7aef\u6216\u540e\u53f0\u670d\u52a1\u4e4b\u524d\uff0c\u5728\u7ec8\u7aef\u6ce8\u5165\u4ee5\u4e0b\u73af\u5883\u53d8\u91cf\uff0c\u8ba9\u6458\u8981\u4efb\u52a1\u6302\u8f7d\u5230\u6307\u5b9a\u7684\u9ad8\u6548\u6a21\u578b\u4e0a\uff1a<\/p>\n<pre><code>export LCM_SUMMARY_PROVIDER=\"google\"\r\nexport LCM_SUMMARY_MODEL=\"gemini-1.5-flash\"\r\nopenclaw start\r\n<\/code><\/pre>\n<h3>\ud83e\udde0 \u667a\u80fd\u4f53\u4e13\u6709\u68c0\u7d22\u5de5\u5177\uff1a\u5982\u4f55\u5b9e\u73b0\u8de8\u5468\u671f\u56de\u5fc6\uff1f<\/h3>\n<p>\u63d2\u4ef6\u4e00\u65e6\u5b89\u88c5\u5e76\u542f\u7528\uff0c\u4f5c\u4e3a\u4eba\u7c7b\u7528\u6237\uff0c\u60a8\u65e0\u9700\u5728\u754c\u9762\u4e0a\u8fdb\u884c\u7e41\u7410\u7684\u6309\u94ae\u64cd\u4f5c\u3002Lossless Claw \u9075\u5faa\u201c\u65e0\u611f\u8fd0\u884c\u201d\u539f\u5219\uff0c\u81ea\u52a8\u7ba1\u7406\u5e95\u5c42\u6570\u636e\u3002\u4f46\u6700\u6838\u5fc3\u7684\u53d8\u5316\u5728\u4e8e\uff0cOpenClaw \u667a\u80fd\u4f53\u7684\u51fd\u6570\u5e93\u4e2d\u4f1a\u81ea\u52a8\u6ce8\u5165\u4ee5\u4e0b\u4e09\u4e2a\u6781\u5176\u5f3a\u5927\u7684\u8bb0\u5fc6\u68c0\u7d22\u5de5\u5177\u3002\u4e3a\u4e86\u8ba9\u667a\u80fd\u4f53\u8868\u73b0\u66f4\u4f73\uff0c\u60a8\u53ef\u4ee5\u5728\u9879\u76ee\u521d\u59cb\u7684 Prompt \u4e2d\u63d0\u793a\u5b83\u9047\u5230\u4e0d\u786e\u5b9a\u7684\u5386\u53f2\u4fe1\u606f\u65f6\u4e3b\u52a8\u8c03\u7528\u8fd9\u4e9b\u5de5\u5177\uff1a<\/p>\n<ul>\n<li><strong>\u5168\u5c40\u6a21\u7cca\u641c\u7d22\uff08<code>lcm_grep<\/code>\uff09<\/strong>\uff1a<br \/>\n\u5f53\u667a\u80fd\u4f53\u9700\u8981\u56de\u5fc6\u67d0\u4e2a\u7279\u5b9a\u7684\u914d\u7f6e\u53c2\u6570\u3001\u66fe\u7ecf\u8ba8\u8bba\u8fc7\u7684\u62a5\u9519\u65e5\u5fd7\u6216\u67d0\u4e2a\u4ee3\u7801\u7247\u6bb5\u65f6\uff0c\u5b83\u53ef\u4ee5\u8c03\u7528\u6b64\u5de5\u5177\uff0c\u5728 SQLite \u6570\u636e\u5e93\u5185\u6240\u6709\u7684\u5386\u53f2\u539f\u59cb\u6d88\u606f\u4e2d\u8fdb\u884c\u7cbe\u51c6\u6216\u6b63\u5219\u641c\u7d22\u3002<\/li>\n<li><strong>\u6458\u8981\u5927\u7eb2\u901f\u89c8\uff08<code>lcm_describe<\/code>\uff09<\/strong>\uff1a<br \/>\n\u82e5\u667a\u80fd\u4f53\u9700\u8981\u4e86\u89e3\u8fc7\u53bb\u51e0\u5929\u9879\u76ee\u7684\u5b8f\u89c2\u8fdb\u5ea6\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7\u6b64\u5de5\u5177\u8c03\u9605\u5f53\u524d\u4f1a\u8bdd\u7684 DAG \u6458\u8981\u62d3\u6251\u7ed3\u6784\u3002\u8fd9\u8ba9AI\u80fd\u591f\u5feb\u901f\u9605\u8bfb\u9ad8\u7ef4\u5ea6\u7684\u6838\u5fc3\u8109\u7edc\uff0c\u800c\u65e0\u9700\u6d88\u8017\u6d77\u91cfToken\u53bb\u8bfb\u53d6\u6240\u6709\u7684\u5e9f\u8bdd\u3002<\/li>\n<li><strong>\u7ec6\u8282\u7a7f\u900f\u5c55\u5f00\uff08<code>lcm_expand<\/code>\uff09<\/strong>\uff1a<br \/>\n\u8fd9\u662f\u65e0\u635f\u8fd8\u539f\u529f\u80fd\u7684\u6740\u624b\u950f\u3002\u5f53\u667a\u80fd\u4f53\u5728\u00a0<code>lcm_describe<\/code>\u00a0\u7684\u5927\u7eb2\u4e2d\u770b\u5230\u4e00\u6761\u201c\u5468\u4e09\uff1a\u51b3\u5b9a\u4e86\u7f51\u7edc\u67b6\u6784\u7684\u5b89\u5168\u7ec4\u7b56\u7565\u201d\u7684\u8282\u70b9\uff0c\u4e14\u5f53\u524d\u6070\u597d\u9700\u8981\u8fd9\u4e9b\u7b56\u7565\u4ee3\u7801\u65f6\uff0c\u667a\u80fd\u4f53\u53ea\u9700\u8c03\u7528\u00a0<code>lcm_expand<\/code>\u00a0\u5e76\u4f20\u5165\u8be5\u6458\u8981\u8282\u70b9\u7684\u7cfb\u7edfID\u3002Lossless Claw \u4f1a\u77ac\u95f4\u4ece\u6570\u636e\u5e93\u63d0\u53d6\u5468\u4e09\u5f53\u5929\u7684\u539f\u7248\u5bf9\u8bdd\u8bb0\u5f55\uff0c\u4e00\u5b57\u4e0d\u5dee\u5730\u65e0\u7f1d\u63d2\u5165\u5230\u667a\u80fd\u4f53\u5f53\u524d\u7684\u5de5\u4f5c\u8bb0\u5fc6\u4e2d\u3002<\/li>\n<\/ul>\n<h3>\u26a0\ufe0f \u9ad8\u7ea7\u9632\u5751\u6307\u5357\uff1a\u4f1a\u8bdd\u4fdd\u6d3b\u4e0e\u751f\u547d\u5468\u671f\u7ba1\u7406<\/h3>\n<p>\u5927\u91cf\u65b0\u624b\u7528\u6237\u5728\u5b89\u88c5\u63d2\u4ef6\u540e\uff0c\u4ecd\u7136\u4f1a\u62b1\u6028\u201c\u6211\u7684\u667a\u80fd\u4f53\u600e\u4e48\u8fd8\u662f\u5931\u5fc6\u4e86\uff1f\u201d\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u5f80\u5f80\u4e0d\u662f\u63d2\u4ef6\u53d1\u751f\u4e86\u6545\u969c\uff0c\u800c\u662f\u89e6\u53d1\u4e86 OpenClaw \u672c\u8eab\u7684\u00a0<strong>\u4f1a\u8bdd\u91cd\u7f6e\u7b56\u7565\uff08Session Reset Policy\uff09<\/strong>\u3002<\/p>\n<p>Lossless Claw \u8d1f\u8d23\u5728\u5355\u6b21\u5197\u957f\u7684\u4f1a\u8bdd\u4e2d\u201c\u65e0\u635f\u538b\u7f29\u5e76\u4fdd\u7559\u201d\u4e0a\u4e0b\u6587\uff0c\u4f46\u5b83\u672c\u8eab<strong>\u4e0d\u5177\u5907\u6743\u9650<\/strong>\u53bb\u5e72\u6d89\u548c\u963b\u65ad OpenClaw \u5168\u5c40\u7684\u8d85\u65f6\u4e2d\u65ad\u89c4\u5219\u3002\u5982\u679c\u60a8\u7684\u7cfb\u7edf\u8bbe\u7f6e\u4e86\u8f83\u77ed\u7684\u7a7a\u95f2\u65f6\u95f4\u540e\u81ea\u52a8\u6e05\u7a7a\u4f1a\u8bdd\u91cd\u542f\uff0c\u90a3\u4e48\u9644\u7740\u4e8e\u8be5\u4f1a\u8bdd\u4e0a\u7684\u8bb0\u5fc6\u56fe\u8c31\u4e5f\u4f1a\u88ab\u968f\u4e4b\u5c01\u5b58\uff0c\u65b0\u4f1a\u8bdd\u4f9d\u7136\u662f\u4ece\u96f6\u5f00\u59cb\u3002<\/p>\n<p><strong>\u7ec8\u6781\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<br \/>\n\u8bf7\u52a1\u5fc5\u4fee\u6539 OpenClaw \u7684\u6838\u5fc3\u914d\u7f6e\u6587\u4ef6\uff0c\u8c03\u6574\u4f1a\u8bdd\u751f\u547d\u5468\u671f\u53c2\u6570\uff1a<\/p>\n<ol>\n<li>\u627e\u5230\u91cd\u7f6e\u6a21\u5f0f\u8bbe\u7f6e\uff0c\u5c06\u00a0<code>session.reset.mode<\/code>\u00a0\u7684\u503c\u4fee\u6539\u4e3a\u00a0<code>\"idle\"<\/code>\uff08\u5373\u57fa\u4e8e\u7a7a\u95f2\u65f6\u95f4\u8ba1\u7b97\uff0c\u53ea\u8981\u4fdd\u6301\u8fd0\u8f6c\uff0c\u4f1a\u8bdd\u5c31\u6c38\u4e0d\u4e2d\u65ad\uff09\u3002<\/li>\n<li>\u5927\u5e45\u4e0a\u8c03\u00a0<code>session.reset.idleMinutes<\/code>\u00a0\u7684\u6570\u503c\u3002\u8fd9\u662f\u4e00\u4e2a\u4ee5\u5206\u949f\u4e3a\u5355\u4f4d\u7684\u6574\u6570\u578b\u53c2\u6570\u3002\u5982\u679c\u60a8\u5e0c\u671b\u667a\u80fd\u4f53\u6267\u884c\u8de8\u65e5\u751a\u81f3\u8de8\u5468\u671f\u7684\u6301\u7eed\u8ddf\u8fdb\u4efb\u52a1\uff0c\u8bf7\u5c06\u5176\u8bbe\u5b9a\u4e3a\u4e00\u4e2a\u8db3\u591f\u5e9e\u5927\u7684\u6570\u5b57\uff08\u4f8b\u5982\u5c06\u5176\u8bbe\u7f6e\u4e3a\u00a0<code>10080<\/code>\uff0c\u4ee3\u8868\u7cfb\u7edf\u5141\u8bb8\u957f\u8fbe\u4e00\u6574\u5468\u7684\u9759\u9ed8\u7a7a\u95f2\u671f\u800c\u4e0d\u5207\u65ad\u4f1a\u8bdd\uff09\u3002<\/li>\n<\/ol>\n<p>\u53ea\u8981\u6309\u7167\u4e0a\u8ff0\u6307\u5357\u5b8c\u6210\u73af\u5883\u4e0e\u914d\u7f6e\u7684\u642d\u5efa\uff0c\u60a8\u7684 OpenClaw \u5c06\u5f7b\u5e95\u5b8c\u6210\u8715\u53d8\uff0c\u6210\u4e3a\u4e00\u4e2a\u65e0\u60e7Token\u4e0a\u9650\u3001\u771f\u6b63\u610f\u4e49\u4e0a\u201c\u8fc7\u76ee\u4e0d\u5fd8\u201d\u7684\u8d85\u5f3a\u6570\u5b57\u5316\u4e2a\u4eba\u52a9\u7406\u3002<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u81ea\u52a8\u5316\u8fc7\u591c\u5de5\u4f5c\u6d41\u8fd0\u884c<\/strong><br \/>\n\u5f53\u667a\u80fd\u4f53\u88ab\u5b89\u6392\u5728\u591c\u95f4\u72ec\u7acb\u5904\u7406\u6d77\u91cf\u65e5\u5fd7\u5206\u6790\u3001\u4efb\u52a1\u5206\u53d1\u4e0e\u8fdb\u5ea6\u8ddf\u8e2a\u65f6\uff0c\u5bf9\u8bdd\u8f6e\u6b21\u6781\u591a\u3002\u8be5\u63d2\u4ef6\u9632\u6b62\u667a\u80fd\u4f53\u5728\u6b21\u65e5\u65e9\u6668\u56e0\u7a97\u53e3\u5360\u6ee1\u800c\u4e22\u5931\u524d\u671f\u6307\u4ee4\uff0c\u786e\u4fdd\u4efb\u52a1\u903b\u8f91\u8fde\u8d2f\u4e0d\u5d29\u584c\u3002<\/li>\n<li><strong>\u957f\u671f\u590d\u6742\u9879\u76ee\u4e0e\u4ee3\u7801\u7ba1\u7406<\/strong><br \/>\n\u5728\u8fdb\u884c\u8de8\u5ea6\u6570\u5468\u7684\u8f6f\u4ef6\u7814\u53d1\u4e2d\uff0c\u667a\u80fd\u4f53\u9700\u8981\u8bb0\u4f4f\u65e9\u671f\u51b3\u5b9a\u7684\u67b6\u6784\u8bbe\u8ba1\u3001\u6570\u636e\u5e93\u8868\u7ed3\u6784\u548cAPI\u89c4\u8303\u3002\u63d2\u4ef6\u901a\u8fc7\u5c06\u5386\u53f2\u8bbe\u8ba1\u5b8c\u6574\u843d\u76d8\u5e76\u6784\u5efa\u6458\u8981\uff0c\u8ba9AI\u5728\u540e\u7eed\u7f16\u7801\u65f6\u968f\u65f6\u7cbe\u51c6\u56de\u8c03\u67b6\u6784\u89c4\u8303\u3002<\/li>\n<li><strong>\u6301\u7eed\u6027\u5ba2\u6237\u652f\u6301\u4e0e\u5bf9\u63a5<\/strong><br \/>\n\u5229\u7528OpenClaw\u5904\u7406\u5ba2\u6237\u8ddf\u8fdb\u670d\u52a1\u65f6\uff0c\u5386\u53f2\u7684\u6c9f\u901a\u7ec6\u8282\u3001\u5ba2\u6237\u7684\u7279\u6b8a\u8bc9\u6c42\u4ee5\u53ca\u66fe\u7ecf\u4f5c\u51fa\u7684\u627f\u8bfa\u6781\u5176\u91cd\u8981\u3002\u8be5\u63d2\u4ef6\u8ba9AI\u80fd\u591f\u8de8\u8d8a\u6570\u5343\u6761\u5bf9\u8bdd\u8bb0\u5f55\uff0c\u51c6\u786e\u8ffd\u6eaf\u4e0e\u7279\u5b9a\u5ba2\u6237\u7684\u539f\u59cb\u6c9f\u901a\u7ec6\u8282\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>Q: \u4f7f\u7528Lossless Claw\u540e\uff0c\u5386\u53f2\u8bb0\u5f55\u7684\u4fdd\u5b58\u4f1a\u6cc4\u9732\u7ed9\u5916\u90e8\u670d\u52a1\u5668\u5417\uff1f<\/strong><br \/>\nA: \u5b8c\u5168\u4e0d\u4f1a\u3002\u6240\u6709\u7684\u5386\u53f2\u804a\u5929\u8bb0\u5f55\u90fd\u4ee5\u660e\u6587\u539f\u59cb\u6570\u636e\u7684\u5f62\u5f0f\uff0c\u6c38\u4e45\u3001\u5f3a\u5236\u6027\u5730\u4fdd\u5b58\u5728\u8fd0\u884c\u8be5\u63d2\u4ef6\u7684\u672c\u5730\u8ba1\u7b97\u673a\uff08\u6216\u670d\u52a1\u5668\uff09\u4e0a\u7684SQLite\u6570\u636e\u5e93\u4e2d\u3002\u9664\u4e86\u60a8\u914d\u7f6e\u7684\u6458\u8981\u751f\u6210\u8bf7\u6c42\u4f1a\u53d1\u9001\u7ed9LLM\u5916\uff0c\u4e0d\u4f1a\u5411\u4efb\u4f55\u7b2c\u4e09\u65b9\u4e91\u7aef\u4f20\u8f93\u5168\u91cf\u5bf9\u8bdd\u6570\u636e\uff0c\u6781\u5927\u5730\u4fdd\u8bc1\u4e86\u9690\u79c1\u4e0e\u5b89\u5168\u3002<\/li>\n<li><strong>Q: \u4e3a\u4ec0\u4e48\u6211\u5b89\u88c5\u4e86\u8be5\u63d2\u4ef6\uff0c\u7b2c\u4e8c\u5929\u6211\u7684\u667a\u80fd\u4f53\u8fd8\u662f\u4e22\u5931\u4e86\u8bb0\u5fc6\uff1f<\/strong><br \/>\nA: \u8fd9\u901a\u5e38\u662f\u56e0\u4e3aOpenClaw\u9ed8\u8ba4\u7684\u4f1a\u8bdd\u95f2\u7f6e\u91cd\u7f6e\u673a\u5236\u88ab\u89e6\u53d1\u3002Lossless Claw\u8d1f\u8d23\u8bb0\u5fc6\u538b\u5b9e\uff0c\u4f46\u4e0d\u6539\u53d8\u539f\u751f\u4f1a\u8bdd\u65f6\u957f\u9650\u5236\u3002\u60a8\u9700\u8981\u8fdb\u5165OpenClaw\u914d\u7f6e\uff0c\u5c06<code>session.reset.mode<\/code>\u8bbe\u5b9a\u4e3a<code>\"idle\"<\/code>\uff0c\u5e76\u5927\u5e45\u589e\u52a0<code>session.reset.idleMinutes<\/code>\u7684\u65f6\u95f4\u503c\uff08\u4ee5\u5206\u949f\u4e3a\u5355\u4f4d\uff09\u3002<\/li>\n<li><strong>Q: \u8fd0\u884c\u6458\u8981\u751f\u6210\u673a\u5236\u4f1a\u4ea7\u751f\u989d\u5916\u7684API\u6d88\u8017\u5417\uff1f<\/strong><br \/>\nA: \u4f1a\u7684\u3002\u7531\u4e8e\u63d2\u4ef6\u9700\u8981\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5c06\u7d2f\u79ef\u7684\u65e7\u6d88\u606f\u8f6c\u5316\u5e76\u63d0\u70bc\u4e3a\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u8282\u70b9\u6458\u8981\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u53ef\u907f\u514d\u5730\u4f1a\u4ea7\u751fToken\u8d39\u7528\u3002\u5efa\u8bae\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u4e3a\u6458\u8981\u4efb\u52a1\u5355\u72ec\u914d\u7f6e\u6781\u5177\u6027\u4ef7\u6bd4\u7684\u6a21\u578b\uff08\u5982Gemini 1.5 Flash\u6216Claude 3 Haiku\uff09\u4ee5\u964d\u4f4e\u8fd0\u4f5c\u6210\u672c\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Lossless Claw\u662f\u7531Martian Engineering\u5f00\u53d1\u7684\u4e00\u6b3e\u4e13\u4e3aOpenClaw\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u65e0\u635f\u4e0a\u4e0b\u6587\u7ba1\u7406\uff08LCM\uff09\u5f00\u6e90\u63d2\u4ef6\u3002\u57fa\u4e8eVoltropy\u7684LCM\u7814\u7a76\u8bba\u6587\uff0c\u5b83\u65e8\u5728\u89e3\u51b3\u667a\u80fd\u4f53\u5728\u957f\u5bf9\u8bdd\u6216\u8fd0\u884c\u8fc7\u591c\u5de5\u4f5c\u6d41\u65f6\u56e0\u201c\u6ed1\u52a8\u7a97\u53e3\u201d\u673a&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,459],"tags":[230,243],"class_list":["post-62690","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-rag-project","tag-aikaiyuanxiangmu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/62690","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=62690"}],"version-history":[{"count":1,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/62690\/revisions"}],"predecessor-version":[{"id":62691,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/62690\/revisions\/62691"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=62690"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=62690"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=62690"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}