{"id":1869,"date":"2026-02-12T21:00:13","date_gmt":"2026-02-12T13:00:13","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/02\/12\/%e5%8d%8e%e4%b8%ba%e5%8d%87%e7%ba%a7%e8%a1%8c%e4%b8%9aagent%e7%ae%97%e6%b3%95%e6%9e%b6%e6%9e%84%ef%bc%81mindscale%e8%87%aa%e5%b7%b1%e5%86%99prompt%e5%92%8c%e5%b7%a5%e4%bd%9c%e6%b5%81%ef%bc%8ckv-cache\/"},"modified":"2026-02-12T21:00:13","modified_gmt":"2026-02-12T13:00:13","slug":"%e5%8d%8e%e4%b8%ba%e5%8d%87%e7%ba%a7%e8%a1%8c%e4%b8%9aagent%e7%ae%97%e6%b3%95%e6%9e%b6%e6%9e%84%ef%bc%81mindscale%e8%87%aa%e5%b7%b1%e5%86%99prompt%e5%92%8c%e5%b7%a5%e4%bd%9c%e6%b5%81%ef%bc%8ckv-cache","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/02\/12\/%e5%8d%8e%e4%b8%ba%e5%8d%87%e7%ba%a7%e8%a1%8c%e4%b8%9aagent%e7%ae%97%e6%b3%95%e6%9e%b6%e6%9e%84%ef%bc%81mindscale%e8%87%aa%e5%b7%b1%e5%86%99prompt%e5%92%8c%e5%b7%a5%e4%bd%9c%e6%b5%81%ef%bc%8ckv-cache\/","title":{"rendered":"\u534e\u4e3a\u5347\u7ea7\u884c\u4e1aAgent\u7b97\u6cd5\u67b6\u6784\uff01MindScale\u81ea\u5df1\u5199prompt\u548c\u5de5\u4f5c\u6d41\uff0cKV Cache\u51cf\u5c115.7\u500dtoken"},"content":{"rendered":"
\"\u534e\u4e3a\u5347\u7ea7\u884c\u4e1aAgent\u7b97\u6cd5\u67b6\u6784\uff01MindScale\u81ea\u5df1\u5199prompt\u548c\u5de5\u4f5c\u6d41\uff0cKV<\/div><\/figure>\n
\"\u534e\u4e3a\u5347\u7ea7\u884c\u4e1aAgent\u7b97\u6cd5\u67b6\u6784\uff01MindScale\u81ea\u5df1\u5199prompt\u548c\u5de5\u4f5c\u6d41\uff0cKV<\/div><\/figure>\n
\"\u534e\u4e3a\u5347\u7ea7\u884c\u4e1aAgent\u7b97\u6cd5\u67b6\u6784\uff01MindScale\u81ea\u5df1\u5199prompt\u548c\u5de5\u4f5c\u6d41\uff0cKV<\/div><\/figure>\n
\"\u534e\u4e3a\u5347\u7ea7\u884c\u4e1aAgent\u7b97\u6cd5\u67b6\u6784\uff01MindScale\u81ea\u5df1\u5199prompt\u548c\u5de5\u4f5c\u6d41\uff0cKV<\/div><\/figure>\n

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u5728\u5927\u6a21\u578b\u7684\u591a\u79cd\u5e94\u7528\u5f62\u6001\u4e2d\uff0c\u6267\u884c\u4e13\u4e1a\u529f\u80fd\u7684\u884c\u4e1aAgent\uff0c\u65e0\u7591\u662f\u63d0\u5347\u751f\u4ea7\u6548\u7387\u3001\u5b9e\u73b0\u4ef7\u503c\u521b\u9020\u7684\u5229\u5668\u3002<\/p>\n

\u7136\u800c\uff0c\u5343\u884c\u767e\u4e1a\u5305\u542b\u7740\u5927\u91cf\u7684\u79c1\u57df\u77e5\u8bc6\u3001\u4e13\u5bb6\u7ecf\u9a8c\u548c\u5de5\u5177\u4f7f\u7528\u903b\u8f91\uff0c\u4f7f\u5f97\u667a\u80fd\u4f53\u7684\u884c\u4e1a\u5e94\u7528\u6784\u5efa\u5b58\u5728\u5404\u7c7b\u95e8\u69db\u3002<\/p>\n

\u4e3a\u4e86\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff0c\u4e1a\u754c\u63d0\u51fa\u4e86\u8bf8\u5982Skills\u3001OpenClaw\u7b49\u4f18\u79c0\u7684\u5de5\u7a0b\u6846\u67b6\uff0c\u4f7f\u5f97\u4e13\u4e1aAgent\u7684\u5f00\u53d1\u95e8\u69db\u65e5\u76ca\u964d\u4f4e\uff0c\u4e5f\u8ba9\u9488\u5bf9Agent\u5e94\u7528\u7684\u591a\u7ef4\u5ea6\u7b97\u6cd5\u4f18\u5316\u9700\u6c42\u6108\u53d1\u51f8\u663e\u3002<\/p>\n

\u5728\u6b64\u80cc\u666f\uff0c\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u8fd1\u671f\u5728\u5b98\u7f51\u66f4\u65b0\u4e86\u9762\u5411\u884c\u4e1a\u5e94\u7528\u7684\u7b97\u6cd5\u5305MindScale\uff0c\u8fd9\u4e00\u9879\u76ee\u878d\u5408\u4e86\u5b9e\u9a8c\u5ba4\u7684\u7b97\u6cd5\u521b\u65b0\u57fa\u56e0\u4e0e\u534e\u4e3a\u884c\u4e1a\u667a\u80fd\u5316\u4e1a\u52a1\u5b9e\u8df5\u7ecf\u9a8c\u3002<\/p>\n

\u5176\u7cfb\u7edf\u6027\u68b3\u7406\u4e86Agent\u65f6\u4ee3\u5c06\u201c\u5927\u6a21\u578b\u201d\u8f6c\u5316\u4e3a\u201c\u751f\u4ea7\u529b\u201d\u7684\u7b97\u6cd5\u6280\u672f\u6311\u6218\uff0c\u5e76\u7ed9\u51fa\u4e86\u5bf9\u5e94\u7684\u6280\u672f\u8bba\u6587\u4e0e\u6607\u817e\u4ee3\u7801\u5b9e\u73b0\uff0c\u4e3a\u884c\u4e1a\u7528\u6237\u4e0e\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u76f4\u63a5\u7684\u201c\u4e0a\u624b\u6307\u5357\u201d\u3002<\/p>\n

\u5728MindScale\u9879\u76ee\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u8bc6\u522b\u4e86\u5728\u884c\u4e1a\u666e\u53caAgent\u5e94\u7528\u7684\u56db\u5927\u6311\u6218\uff1a<\/p>\n

\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u8bfa\u4e9a\u7684\u7814\u7a76\u4eba\u5458\u4e0e\u591a\u6240\u5408\u4f5c\u5355\u4f4d\u4e00\u9053\uff0c\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u4f8b\u5982\uff0c\u9762\u5411\u884c\u4e1aAgent\u5f00\u53d1\u4e2d\u6700\u5e38\u89c1\u7684\u5de5\u4f5c\u6d41\uff08Workflow\uff09\u5f00\u53d1\u573a\u666f\uff0c\u7b97\u6cd5\u5305\u4e2d\u5305\u542b\u4e86\u81ea\u8fdb\u5316\u7684Agent\u7b97\u6cd5EvoFabric\u3002<\/p>\n

\u4e0e\u624b\u52a8\u63d0\u53d6\u5de5\u4f5c\u6d41\u9ad8\u5ea6\u4f9d\u8d56\u4e13\u5bb6\u7ecf\u9a8c\u4e0d\u540c\uff0c\u4f7f\u7528SOP2Workflow\u53ef\u4ee5\u5feb\u901f\u4ece\u81ea\u7136\u8bed\u8a00\u6587\u6863\u4e0e\u5386\u53f2\u5de5\u5177\u5e93\uff0c\u76f4\u63a5\u751f\u6210\u53ef\u6267\u884c\u7684Workflow\u3002<\/p>\n

\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u6837\u7075\u6d3b\u7684Workflow\u751f\u6210\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u4e86\u57fa\u4e8e\u72b6\u6001\u56fe\u5f15\u64ce\u5185\u6838\u7684Agent\u5b9e\u73b0\uff0c\u539f\u751f\u652f\u6301\u6df7\u7f16Agent\u3001\u5de5\u5177\u7b49\u591a\u79cd\u56fe\u8282\u70b9\uff0c\u652f\u6301\u72b6\u6001\u7684\u6539\u5199\u548c\u5206\u7ec4\u878d\u5408\u5904\u7406\uff0c\u5b9e\u73b0\u591a\u667a\u80fd\u4f53\u3001\u591a\u5de5\u5177\u3001\u591a\u8bb0\u5fc6\u5f62\u6001\u7684\u6df1\u5ea6\u6df7\u7f16\uff0c\u56fe\u5f15\u64ce\u8fd8\u652f\u6301DSL\u6587\u4ef6\u7684\u5bfc\u5165\u4e0e\u5bfc\u51fa\uff0c\u5b9e\u73b0\u590d\u6742\u667a\u80fd\u6d41\u7a0b\u7684\u5feb\u901f\u590d\u5236\u3001\u8fc1\u79fb\u4e0e\u90e8\u7f72\u3002<\/p>\n

\u540c\u65f6\uff0c\u8be5\u7b97\u6cd5\u6846\u67b6\u8fd8\u53ef\u4ee5\u5b9e\u73b0\u57fa\u4e8e\u8bb0\u5fc6\u7684\u6f14\u8fdb\u2014\u2014\u591a\u8f6e\u6267\u884c\u65f6\uff0c\u8bb0\u5fc6\u6a21\u5757\u5229\u7528\u8f68\u8ff9\u8bb0\u5fc6\uff0c\u4ee5\u53ca\u5f53\u65f6\u7684\u8bc4\u4f30\u7ed3\u679c\u5f62\u6210\u7ecf\u9a8c\u4f18\u5316\u4e0a\u4e0b\u6587\uff0c\u5b9e\u73b0Agent\u8d8a\u7528\u8d8a\u597d\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u529f\u80fd\uff0c\u662f\u8ba9\u6a21\u578b\u5f00\u59cb\u81ea\u5df1\u8fdb\u884c\u201cprompt\u4f18\u5316\u201d\u3002<\/p>\n

\u9996\u5148\uff0c\u57fa\u4e8e\u524d\u671f\u5df2\u7ecf\u5148\u884c\u53d1\u5e03\u7684prompt\u5728\u7ebf\u4f18\u5316\u7b97\u6cd5SCOPE\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5b9e\u73b0\u5728\u6bcf\u6b65\u63a8\u7406\u4e4b\u95f4\u8fdb\u884cprompt\u5728\u7ebf\u4f18\u5316\uff0c\u901a\u8fc7\u6ce8\u5165\u8403\u53d6\u5386\u53f2\u8def\u5f84\u4e2d\u7684\u6709\u6548\u4fe1\u606f\u5b9e\u73b0\u63d0\u793a\u8bcd\u7684\u5feb\u901f\u4f18\u5316\uff0c\u5728HLE\u548cGAIA\u7b49agentic reasoning\u7684\u573a\u666f\u91cc\u53ef\u4ee5\u53d6\u5f9720%\u4ee5\u4e0a\u7684\u7cbe\u5ea6\u63d0\u5347\u3002<\/p>\n

\u6b64\u5916\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u63d0\u51fa\u4e86\u201c\u5927\u6a21\u578bprompt\u4f18\u5316\u5668\u201dC-MOP\uff0c\u901a\u8fc7\u521b\u65b0\u7684\u6837\u672c\u9009\u53d6\u4e0e\u68af\u5ea6\u66f4\u65b0\u7b56\u7565\uff0c\u89e3\u51b3\u4e86\u201c\u6587\u672c\u68af\u5ea6\u201d\u7684\u51b2\u7a81\u95ee\u9898\uff0c\u5b9e\u73b0\u4e86\u57fa\u4e8e\u6b63\u8d1f\u4f8b\u53cd\u9988\u7684prompt\u81ea\u52a8\u4f18\u5316\uff0c\u771f\u6b63\u505a\u5230\u4e86\u201c\u53cd\u9988->\u6f14\u8fdb\u201d\u7684prompt\u4f18\u5316\u95ed\u73af\u3002<\/p>\n

\u9664\u4e86\u7cbe\u5ea6\u63d0\u5347\uff0cMindScale\u4e5f\u6ce8\u91cd\u9762\u5411\u884c\u4e1a\u573a\u666f\u6a21\u578b\u7684\u8bad\u63a8\u6548\u7387\u4f18\u5316\uff0c\u4f8b\u5982\uff1a<\/p>\n

\u5728MATH\u3001AIME\u3001GPQA\u7b49\u57fa\u51c6\u4e0e\u591a\u6b3eLRM\u4e0a\uff0cTrimR\u5728\u51e0\u4e4e\u4e0d\u5f71\u54cd\u51c6\u786e\u7387\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u63a8\u7406\u65f6\u5ef6\u663e\u8457\u964d\u4f4e\uff0c\u5927\u5e76\u53d1\u573a\u666f\u6700\u9ad8\u53ef\u8fbe\u7ea670%\u63d0\u901f\uff0c\u5b9e\u73b0\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\u7684Test Time Scaling\u3002<\/p>\n

\u6b64\u5916\uff0c\u4e3a\u4e86\u9002\u914d\u884c\u4e1a\u573a\u666f\u9ad8\u5e76\u53d1\u7684\u63a8\u7406\u538b\u529b\uff0cMindScale\u8fd8\u63d0\u4f9b\u4e86\u65b0\u7684\u57fa\u4e8eKV Cache\u7684\u63a8\u7406\u65b9\u6848\u3002<\/p>\n

\u4e0e\u901a\u7528\u65b9\u6848\u4e2dKV Cache\u53ea\u662f\u7528\u6765\u52a0\u901f\u89e3\u7801\u7684\u201c\u5e55\u540e\u5de5\u5177\u201d\u4e0d\u540c\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51faKV-Embeddings\uff0c\u628aKV Cache\u89c6\u4f5c\u4e00\u79cd\u201c\u514d\u8d39\u9644\u8d60\u201d\u7684\u8f7b\u91cf\u8868\u793a\uff0c\u65e0\u9700\u989d\u5916\u8ba1\u7b97\u6216\u5b58\u50a8\u5b8c\u6574\u9690\u72b6\u6001\uff0c\u53ef\u4ee5\u5728\u94fe\u5f0f\u8868\u793a\u63a8\u7406\uff08Chain-of-Embedding\uff09\u548c\u5feb\u6162\u601d\u8003\u5207\u6362\u7b49\u5173\u952e\u573a\u666f\u4e2d\uff0c\u57fa\u4e8e\u591a\u6b3e\u4e3b\u6d41\u6a21\u578b\u4e0a\u5b9e\u73b0\u6027\u80fd\u6301\u5e73\u6216\u53cd\u8d85\u4e13\u7528embedding\u6a21\u578b\uff0c\u540c\u65f6\u5c06\u751f\u6210token\u6570\u6700\u9ad8\u51cf\u5c115.7\u00d7\u3002<\/p>\n

\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\u2014\u2014KV Cache\u4e0d\u53ea\u662f\u52a0\u901f\u5668\uff0c\u66f4\u662f\u4e00\u5757\u5c1a\u672a\u88ab\u5145\u5206\u5229\u7528\u7684\u201c\u601d\u8003\u7f13\u5b58\u201d\uff0c\u4e3a\u5927\u6a21\u578b\u63a8\u7406\u9636\u6bb5\u7684\u8868\u793a\u590d\u7528\u6253\u5f00\u4e86\u65b0\u7684\u60f3\u8c61\u7a7a\u95f4\u3002<\/p>\n

\u6b64\u5916\uff0c\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u4e0e\u76f8\u5173\u5408\u4f5c\u56e2\u961f\u8fd8\u5728\u4efb\u52a1\u8bb0\u5fc6\u3001Agentic RAG\u3001\u901a\u7528\u7b97\u6cd5\u53d1\u73b0\u6846\u67b6\u7b49\u591a\u4e2a\u65b9\u5411\u4e0a\uff0c\u6c89\u6dc0\u4e86\u5927\u91cf\u7ecf\u8fc7\u5b9e\u6218\u68c0\u9a8c\u7684\u3001\u56f4\u7ed5\u884c\u4e1a\u667a\u80fd\u4f18\u5316\u7684\u521b\u65b0\u7b97\u6cd5\u6280\u672f\u67b6\u6784\u3002<\/p>\n

\u540c\u65f6\uff0cMindScale\u8fd8\u4e5f\u5305\u542b\u4e86\u9002\u914d\u6607\u817e\u786c\u4ef6\u7684\u4ee3\u7801\u5b9e\u73b0\uff0c\u53ef\u4ee5\u8ba9\u884c\u4e1a\u5f00\u53d1\u7684\u5c0f\u4f19\u4f34\u4eec\uff0c\u57fa\u4e8e\u56fd\u4ea7\u7b97\u529b\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u3001\u9ad8\u6548\u7684Agent\u6784\u5efa\u3002<\/p>\n

MindScale\u4e3b\u9875\uff08\u6216\u70b9\u51fb\u6587\u672b\u201c\u9605\u8bfb\u539f\u6587\u201d\uff09\uff1ahttps:\/\/noah-mindscale.github.io\/\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u4e3b\u9875\uff1ahttps:\/\/www.noahlab.com.hk\/#\/home<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u5728\u5927\u6a21\u578b\u7684\u591a\u79cd\u5e94\u7528\u5f62\u6001\u4e2d\uff0c\u6267\u884c\u4e13\u4e1a\u529f\u80fd\u7684\u884c\u4e1aAgent\uff0c\u65e0\u7591\u662f\u63d0\u5347\u751f\u4ea7\u6548\u7387\u3001\u5b9e\u73b0\u4ef7\u503c\u521b\u9020\u7684\u5229\u5668\u3002<\/p>\n

\u7136\u800c\uff0c\u5343\u884c\u767e\u4e1a\u5305\u542b\u7740\u5927\u91cf\u7684\u79c1\u57df\u77e5\u8bc6\u3001\u4e13\u5bb6\u7ecf\u9a8c\u548c\u5de5\u5177\u4f7f\u7528\u903b\u8f91\uff0c\u4f7f\u5f97\u667a\u80fd\u4f53\u7684\u884c\u4e1a\u5e94\u7528\u6784\u5efa\u5b58\u5728\u5404\u7c7b\u95e8\u69db\u3002<\/p>\n

\u4e3a\u4e86\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff0c\u4e1a\u754c\u63d0\u51fa\u4e86\u8bf8\u5982Skills\u3001OpenClaw\u7b49\u4f18\u79c0\u7684\u5de5\u7a0b\u6846\u67b6\uff0c\u4f7f\u5f97\u4e13\u4e1aAgent\u7684\u5f00\u53d1\u95e8\u69db\u65e5\u76ca\u964d\u4f4e\uff0c\u4e5f\u8ba9\u9488\u5bf9Agent\u5e94\u7528\u7684\u591a\u7ef4\u5ea6\u7b97\u6cd5\u4f18\u5316\u9700\u6c42\u6108\u53d1\u51f8\u663e\u3002<\/p>\n

\u5728<\/p>\n","protected":false},"author":1,"featured_media":1865,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[15,131],"class_list":["post-1869","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-agent","tag-131"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/1869","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=1869"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/1869\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/1865"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=1869"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=1869"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=1869"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}