{"id":6474,"date":"2026-08-03T15:00:38","date_gmt":"2026-08-03T07:00:38","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/08\/03\/ai%e4%b8%8d%e5%86%8d%e7%94%a8%e5%ae%8c%e5%8d%b3%e5%bf%98%ef%bc%9a%e5%8d%8e%e4%b8%ba%e8%af%ba%e4%ba%9a%e5%bc%80%e6%ba%90mindmemos%ef%bc%8c%e8%ae%b0%e5%bf%86%e5%92%8cskill%e4%b8%80%e8%b5%b7%e8%bf%9b\/"},"modified":"2026-08-03T15:00:38","modified_gmt":"2026-08-03T07:00:38","slug":"ai%e4%b8%8d%e5%86%8d%e7%94%a8%e5%ae%8c%e5%8d%b3%e5%bf%98%ef%bc%9a%e5%8d%8e%e4%b8%ba%e8%af%ba%e4%ba%9a%e5%bc%80%e6%ba%90mindmemos%ef%bc%8c%e8%ae%b0%e5%bf%86%e5%92%8cskill%e4%b8%80%e8%b5%b7%e8%bf%9b","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/08\/03\/ai%e4%b8%8d%e5%86%8d%e7%94%a8%e5%ae%8c%e5%8d%b3%e5%bf%98%ef%bc%9a%e5%8d%8e%e4%b8%ba%e8%af%ba%e4%ba%9a%e5%bc%80%e6%ba%90mindmemos%ef%bc%8c%e8%ae%b0%e5%bf%86%e5%92%8cskill%e4%b8%80%e8%b5%b7%e8%bf%9b\/","title":{"rendered":"AI\u4e0d\u518d\u7528\u5b8c\u5373\u5fd8\uff1a\u534e\u4e3a\u8bfa\u4e9a\u5f00\u6e90MindMemOS\uff0c\u8bb0\u5fc6\u548cSkill\u4e00\u8d77\u8fdb\u5316"},"content":{"rendered":"
\"AI\u4e0d\u518d\u7528\u5b8c\u5373\u5fd8\uff1a\u534e\u4e3a\u8bfa\u4e9a\u5f00\u6e90MindMemOS\uff0c\u8bb0\u5fc6\u548cSkill\u4e00\u8d77\u8fdb\u5316\"\/<\/div><\/figure>\n
\"AI\u4e0d\u518d\u7528\u5b8c\u5373\u5fd8\uff1a\u534e\u4e3a\u8bfa\u4e9a\u5f00\u6e90MindMemOS\uff0c\u8bb0\u5fc6\u548cSkill\u4e00\u8d77\u8fdb\u5316\"\/<\/div><\/figure>\n
\"AI\u4e0d\u518d\u7528\u5b8c\u5373\u5fd8\uff1a\u534e\u4e3a\u8bfa\u4e9a\u5f00\u6e90MindMemOS\uff0c\u8bb0\u5fc6\u548cSkill\u4e00\u8d77\u8fdb\u5316\"\/<\/div><\/figure>\n
\"AI\u4e0d\u518d\u7528\u5b8c\u5373\u5fd8\uff1a\u534e\u4e3a\u8bfa\u4e9a\u5f00\u6e90MindMemOS\uff0c\u8bb0\u5fc6\u548cSkill\u4e00\u8d77\u8fdb\u5316\"\/<\/div><\/figure>\n

Agent\u7684\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u4f46\u4f7f\u7528\u4f53\u9a8c\u4ecd\u6709\u4e00\u4e2a\u5c34\u5c2c\u4e4b\u5904\uff1a<\/p>\n

\u6bcf\u6362\u4e00\u4e2aAgent\u751a\u81f3\u6362\u4e00\u4e2asession\uff0c\u5c31\u50cf\u6362\u4e86\u4e00\u4e2a\u5b8c\u5168\u4e0d\u4e86\u89e3\u4f60\u7684\u65b0\u5458\u5de5\u3002<\/p>\n

\u7528\u6237\u504f\u597d\u3001\u9879\u76ee\u80cc\u666f\u548c\u8e29\u5751\u7ecf\u9a8c\u65e0\u6cd5\u8fc1\u79fb\uff0c\u53ea\u80fd\u4ece\u5934\u89e3\u91ca\uff0c\u518d\u628a\u65b0Agent\u201c\u91cd\u65b0\u517b\u4e00\u904d\u201d\u3002<\/p>\n

\u771f\u6b63\u7684\u6311\u6218\u4e0d\u53ea\u5728\u4e8e\u201c\u6709\u6ca1\u6709\u8bb0\u5fc6\u201d\uff0c\u8fd8\u5728\u4e8e\u56db\u4ef6\u4e8b\uff1a<\/p>\n

\u4e3a\u6b64\uff0c\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u63a8\u51fa\u4e86\u9762\u5411AI Agent\u7684\u53ef\u8fc1\u79fb\u3001\u81ea\u6f14\u8fdb\u8bb0\u5fc6\u64cd\u4f5c\u5c42MindMemOS\uff1a<\/p>\n

\u5b83\u5c06\u8bb0\u5fc6\u4ece\u5355\u4e2aAgent\u4e2d\u89e3\u8026\uff1b<\/p>\n

\u8bb0\u5fc6\u5efa\u6a21\u4ee5\u5b9e\u4f53\u3001\u5c5e\u6027\u3001\u65f6\u95f4\u4e09\u7ef4\u7ed3\u6784\u540c\u65f6\u4fdd\u5b58\u6700\u65b0\u72b6\u6001\u4e0e\u5b8c\u6574\u6f14\u5316\u8f68\u8ff9\uff1b<\/p>\n

\u901a\u8fc7MindSchema\u8bb0\u5fc6\u6a21\u5f0f\u9884\u8bbe\u8bb0\u5fc6\u63d0\u53d6\u89c4\u5219\uff0c\u6216\u56f4\u7ed5\u7ed9\u5b9a\u4efb\u52a1\u4e0e\u6807\u6ce8\u95ee\u7b54\u79bb\u7ebf\u6f14\u5316\u63d0\u53d6\u7b56\u7565\uff1b<\/p>\n

Feedback\u6316\u6398\u7528\u6237\u9690\u5f0f\u7684\u7ea0\u6b63\u6027\u53cd\u9988\uff0c\u6709\u9009\u62e9\u5730\u5f3a\u5316\u6216\u964d\u7ea7\u5df2\u6709\u8bb0\u5fc6\uff0c\u4ece\u800c\u63d0\u5347\u8bb0\u5fc6\u7684\u53ef\u9760\u6027\u53ca\u5176\u4e0e\u7528\u6237\u610f\u56fe\u7684\u4e00\u81f4\u6027\u3002<\/p>\n

Dreaming\u79bb\u7ebf\u5de9\u56fa\u8bb0\u5fc6\uff0c\u6d88\u89e3\u51b2\u7a81\uff0c\u6301\u7eed\u63d0\u5347\u8bb0\u5fc6\u8d28\u91cf\u3002<\/p>\n

MindMemOS\u60f3\u89e3\u51b3\u7684\u4e0d\u53ea\u662f\u201c\u600e\u6837\u8ba9Agent\u8bb0\u4f4f\u201d\uff0c\u800c\u662f\u8bb0\u5fc6\u600e\u6837\u5e26\u5f97\u8d70\uff0c\u7cfb\u7edf\u600e\u6837\u77e5\u9053\u8be5\u8bb0\u4ec0\u4e48\uff0c\u4ee5\u53ca\u8bb0\u5fc6\u4e0e\u8bb0\u5fc6\u7cfb\u7edf\u600e\u6837\u4e00\u8d77\u8fdb\u5316\u3002<\/p>\n

\u66f4\u76f4\u63a5\u7684\u662f\u7ed3\u679c\uff1a<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/mindscale-noah\/MindMemOS\u9879\u76ee\u5b98\u7f51\uff1ahttps:\/\/mindmemos.cn<\/p>\n

\u25b3MindMemOS\u5c06Agent\u63a5\u5165\u3001\u8bb0\u5fc6\u7b97\u6cd5\u4e0e\u5e95\u5c42\u8bb0\u5fc6\u7ed3\u6784\u89e3\u8026\uff0c\u5e76\u628a\u8d28\u91cf\u4f18\u5316\u548cSkill Evolution\u7eb3\u5165\u540c\u4e00\u7cfb\u7edf\u3002<\/p>\n

MindMemOS\u9996\u5148\u6539\u53d8\u4e86\u8bb0\u5fc6\u7684\u57fa\u672c\u7ec4\u7ec7\u65b9\u5f0f\u3002<\/p>\n

\u4f20\u7edf\u65b9\u6848\u5e38\u628a\u8bb0\u5fc6\u4fdd\u5b58\u4e3a\u4e00\u7ec4\u6587\u672c\u7247\u6bb5\u6216\u5411\u91cf\u5757\u3002MindMemOS\u5219\u7528\u4e00\u4e2a\u4e09\u7ef4\u7ed3\u6784\u63cf\u8ff0\u5f00\u653e\u4e16\u754c\u7684\u4fe1\u606f\u6d41\uff1a<\/p>\n

\u25b3\u6bcf\u6761\u8bb0\u5fc6\u90fd\u53ef\u4ee5\u843d\u5230\u201c\u5b9e\u4f53\u3001\u5c5e\u6027\u3001\u65f6\u95f4\u201d\u7684\u552f\u4e00\u5750\u6807\uff0c\u540c\u65f6\u4fdd\u7559\u5b9e\u4f53\u5173\u7cfb\u548c\u5c5e\u6027\u6f14\u53d8\u8f68\u8ff9\u3002<\/p>\n

\u8fd9\u76f8\u5f53\u4e8e\u4e0d\u518d\u628a\u201c\u7528\u6237\u4ee5\u524d\u559c\u6b22X\u201d\u548c\u201c\u7528\u6237\u73b0\u5728\u6539\u7528Y\u201d\u5f53\u6210\u4e24\u6bb5\u4e92\u4e0d\u76f8\u5e72\u7684\u6587\u672c\uff0c\u800c\u662f\u628a\u5b83\u4eec\u653e\u56de\u540c\u4e00\u5b9e\u4f53\u3001\u540c\u4e00\u5c5e\u6027\u7684\u65f6\u95f4\u8f74\u4e0a\u3002<\/p>\n

\u5b9e\u4f53\u4e4b\u95f4\u53ef\u4ee5\u5efa\u7acb\u8bed\u4e49\u5173\u8054\uff0c\u6bcf\u4e2a\u5c5e\u6027\u7684\u6f14\u53d8\u4e5f\u80fd\u88ab\u8ffd\u8e2a\u3002<\/p>\n

\u5728\u6b64\u4e4b\u4e0a\uff0cMindMemOS\u63d0\u4f9b\u4e24\u6761\u4e92\u8865\u7684\u8bb0\u5fc6\u751f\u6210\u8def\u5f84\u3002<\/p>\n

\u4e00\u6761\u662fMindVanilla\u6a21\u5f0f\u3002<\/p>\n

\u5b83\u4e0d\u4f9d\u8d56\u9884\u5148\u5b9a\u4e49\u7684\u5efa\u6a21\u6a21\u677f\uff0c\u53ef\u4ee5\u63a5\u6536\u5bf9\u8bdd\u3001\u6587\u672c\u548c\u5de5\u5177\u6267\u884c\u8f68\u8ff9\uff0c\u9002\u5408\u5f00\u653e\u57df\u4fe1\u606f\u5feb\u901f\u8fdb\u5165\u7edf\u4e00\u8bb0\u5fc6\u5e93\u3002<\/p>\n

\u53e6\u4e00\u6761\u662fMindSchema\u6a21\u5f0f\u3002<\/p>\n

\u7cfb\u7edf\u5148\u901a\u8fc7\u5b9e\u4f53\u5efa\u6a21\u89c4\u5b9a\u5f53\u524d\u9886\u57df\u5173\u6ce8\u54ea\u4e9b\u5b9e\u4f53\u548c\u5c5e\u6027\uff0c\u518d\u5b8c\u6210\u8bdd\u9898\u7247\u6bb5\u5207\u5206\u3001\u5c5e\u6027\u7ea7\u8bb0\u5fc6\u751f\u6210\u3001\u7b49\u4ef7\u5b9e\u4f53\u878d\u5408\u548c\u56fe\u7ed3\u6784\u5408\u5e76\u3002<\/p>\n

\u4e0d\u540c\u573a\u666f\u53ef\u4ee5\u8c03\u6574\u8bb0\u5fc6\u63d0\u53d6\u89c4\u5219\u79cd\u5b50\uff0c\u8ba9\u540c\u4e00\u5957\u7cfb\u7edf\u9002\u914d\u4e0d\u540c\u4efb\u52a1\uff0c\u800c\u4e0d\u5fc5\u91cd\u5199\u6574\u4e2a\u8bb0\u5fc6\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n

\u68c0\u7d22\u65f6\uff0cMindMemOS\u4e5f\u4e0d\u662f\u53ea\u505a\u4e00\u6b21\u5411\u91cf\u76f8\u4f3c\u5ea6\u5339\u914d\u3002<\/p>\n

\u5b83\u8bbe\u8ba1\u4e86\u4e00\u5957Compact Search\uff1a<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0c\u7cfb\u7edf\u4e0d\u53ea\u662f\u5bfb\u627e\u201c\u6700\u50cf\u95ee\u9898\u7684\u4e00\u6bb5\u8bdd\u201d\uff0c\u800c\u662f\u5728\u8bb0\u5fc6\u56fe\u4e2d\u5bfb\u627e\u62b5\u8fbe\u7b54\u6848\u6700\u77ed\u3001\u540c\u65f6\u8986\u76d6\u4fe1\u606f\u6700\u5145\u5206\u7684\u8def\u5f84\u3002<\/p>\n

\u4eba\u7c7b\u4e0d\u4f1a\u6c38\u4e45\u4fdd\u7559\u6bcf\u4e2a\u7ec6\u8282\u3002\u6211\u4eec\u4f1a\u5728\u56de\u987e\u4e2d\u5408\u5e76\u91cd\u590d\u4fe1\u606f\u3001\u6dd8\u6c70\u8fc7\u65f6\u5224\u65ad\uff0c\u5e76\u4ece\u591a\u6b21\u7ecf\u5386\u4e2d\u5f62\u6210\u66f4\u62bd\u8c61\u7684\u8ba4\u8bc6\u3002<\/p>\n

\u4e1a\u754c\u628a\u7c7b\u4f3c\u8fc7\u7a0b\u79f0\u4e3aDreaming\u3002<\/p>\n

Dreaming\u5728\u79bb\u7ebf\u9636\u6bb5\u4ece\u5c1a\u672a\u6574\u7406\u7684\u8bb0\u5fc6\u51fa\u53d1\uff0c\u56f4\u7ed5\u76f8\u5173\u5b9e\u4f53\u6269\u5c55\u5c40\u90e8\u8303\u56f4\uff0c\u8bc6\u522b\u91cd\u590d\u3001\u51b2\u7a81\u548c\u6f14\u5316\u5173\u7cfb\uff0c\u518d\u751f\u6210\u5177\u4f53\u64cd\u4f5c\uff1a\u5408\u5e76\u5197\u4f59\u5185\u5bb9\u3001\u5f52\u6863\u88ab\u65b0\u4e8b\u5b9e\u53d6\u4ee3\u7684\u65e7\u8bb0\u5fc6\u3001\u8865\u5145\u5173\u7cfb\uff0c\u6216\u53d1\u73b0\u66f4\u9ad8\u9636\u7684\u6a21\u5f0f\u3002<\/p>\n

\u5173\u952e\u5728\u4e8e\uff0c\u8fd9\u79cd\u6574\u7406\u7ed3\u679c\u4f1a\u53d8\u6210\u6301\u4e45\u7684\u8bb0\u5fc6\u72b6\u6001\uff0c\u800c\u4e0d\u662f\u628a\u5224\u65ad\u538b\u529b\u7559\u7ed9\u6bcf\u4e00\u6b21\u56de\u7b54\u65f6\u7684\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n

\u4f8b\u5982\uff0c\u5f53\u540c\u4e00\u4e2a\u5b9e\u4f53\u5bf9\u5e94\u4e24\u6761\u76f8\u4e92\u51b2\u7a81\u7684\u4e8b\u5b9e\u65f6\uff0c\u666e\u901a\u68c0\u7d22\u53ef\u80fd\u628a\u4e24\u6761\u5185\u5bb9\u4e00\u8d77\u8fd4\u56de\uff0c\u518d\u671f\u5f85\u56de\u7b54\u6a21\u578b\u4e34\u573a\u5224\u65ad\u3002<\/p>\n

MindMemOS\u4f1a\u5728Dreaming\u9636\u6bb5\u8bc6\u522b\u5176\u4e2d\u7684\u66ff\u4ee3\u5173\u7cfb\uff0c\u5f52\u6863\u5df2\u7ecf\u5931\u6548\u7684\u7248\u672c\uff0c\u5e76\u4fdd\u7559supersedes\u5173\u7cfb\u3002\u4e4b\u540e\u7684\u666e\u901a\u68c0\u7d22\u62ff\u5230\u7684\u662f\u66f4\u5e72\u51c0\u3001\u6ca1\u6709\u6b67\u4e49\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u8fd9\u91cc\u6709\u4e00\u4e2a\u66f4\u76f4\u89c2\u7684Case Study\u3002<\/p>\n

MemoryAgentBench\u5148\u540e\u5199\u5165\u4e24\u6761\u4e92\u76f8\u51b2\u7a81\u7684\u4e8b\u5b9e\uff0c\u5e76\u89c4\u5b9a\u540e\u5199\u5165\u7684\u4e8b\u5b9e\u5e94\u5f53\u8986\u76d6\u65e7\u7248\u672c\u3002<\/p>\n

Dreaming\u4e4b\u524d\uff0c\u4e24\u6761\u8bb0\u5fc6\u90fd\u4f1a\u8fdb\u5165\u68c0\u7d22\u4e0a\u4e0b\u6587\uff0c\u56de\u7b54\u6a21\u578b\u53d7\u5230\u73b0\u5b9e\u4e16\u754c\u77e5\u8bc6\u5e72\u6270\u800c\u9009\u62e9\u4e86\u65e7\u7b54\u6848\uff1b<\/p>\n

Dreaming\u4e4b\u540e\uff0c\u7cfb\u7edf\u628a\u8f83\u65e9\u7248\u672c\u5f52\u6863\u3001\u5efa\u7acbsupersedes\u5173\u7cfb\uff0c\u540c\u4e00\u67e5\u8be2\u4fbf\u53ea\u4f1a\u5f97\u5230\u5f53\u524d\u6709\u6548\u7684\u4e8b\u5b9e\u3002<\/p>\n

\u25b3Dreaming\u5c06\u51b2\u7a81\u5224\u65ad\u4ece\u6bcf\u6b21\u67e5\u8be2\u65f6\u7684\u4e34\u573a\u63a8\u7406\uff0c\u524d\u79fb\u4e3a\u53ef\u6301\u7eed\u4fdd\u5b58\u7684\u79bb\u7ebf\u8bb0\u5fc6\u72b6\u6001\u3002<\/p>\n

MindMemOS\u5728MemoryAgentBench\u7684FactConsolidation\u5b50\u96c6\u4e0a\uff0c\u6d4b\u8bd5\u4e86\u8fd9\u4e00\u673a\u5236\uff1a<\/p>\n

\u7ed3\u679c\u663e\u793a\uff0cDreaming\u5e76\u4e0d\u662f\u901a\u8fc7\u201c\u8bb0\u5f97\u66f4\u591a\u201d\u6362\u53d6\u63d0\u5347\u3002<\/p>\n

\u76f8\u53cd\uff0c\u5b83\u5728\u63d0\u9ad8Single-hop\u548cMulti-hop\u5f97\u5206\u7684\u540c\u65f6\uff0c\u5c06\u5927\u7ea6\u4e94\u5206\u4e4b\u4e00\u7684\u6d3b\u8dc3\u8bb0\u5fc6\u8f6c\u5165\u5f52\u6863\uff08\u5f52\u6863\u5219\u4e0d\u4f1a\u88ab\u4e3b\u52a8\u53ec\u56de\uff09\u3002<\/p>\n

\u8fd9\u662f\u4e00\u79cd\u5178\u578b\u7684\u201c\u5c11\u5373\u662f\u591a\u201d\uff1a\u51cf\u5c11\u5e72\u6270\uff0c\u672c\u8eab\u5c31\u662f\u63d0\u5347\u8bb0\u5fc6\u8d28\u91cf\u7684\u4e00\u90e8\u5206\u3002<\/p>\n

Dreaming\u8d1f\u8d23\u7cfb\u7edf\u4e3b\u52a8\u6574\u7406\uff0cFeedback\u5219\u8ba9\u7528\u6237\u4ea4\u4e92\u4e2d\u7684\u7ea0\u9519\u4fe1\u53f7\u56de\u5230\u8bb0\u5fc6\u7cfb\u7edf\u3002<\/p>\n

MindMemOS\u540c\u65f6\u652f\u6301\u663e\u5f0f\u4e0e\u9690\u5f0f\u53cd\u9988\u3002<\/p>\n

\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u7528\u81ea\u7136\u8bed\u8a00\u6307\u51fa\u67d0\u6761\u8bb0\u5fc6\u9519\u8bef\uff0c\u4e5f\u53ef\u4ee5\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d\u8868\u8fbe\u4e0d\u6ee1\u3001\u4fee\u6b63\u6216\u65b0\u7684\u504f\u597d\u3002<\/p>\n

\u7cfb\u7edf\u4f1a\u5224\u65ad\u8fd9\u6761\u4fe1\u53f7\u662f\u5f53\u524d\u4efb\u52a1\u4e34\u65f6\u4fe1\u606f\u3001\u7279\u5b9a\u573a\u666f\u504f\u597d\uff0c\u8fd8\u662f\u9002\u5408\u957f\u671f\u4fdd\u7559\u7684\u89c4\u5f8b\uff0c\u518d\u51b3\u5b9a\u65b0\u589e\u3001\u66f4\u65b0\u3001\u5f52\u6863\u3001\u5220\u9664\u6216\u5f3a\u5316\u76f8\u5173\u8bb0\u5fc6\u3002<\/p>\n

\u8fd9\u4e00\u6b65\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u7528\u6237\u504f\u597d\u5f80\u5f80\u4e0d\u53ea\u662f\u4e00\u4e2a\u201c\u662f\u4ec0\u4e48\u201d\u7684\u4e8b\u5b9e\u3002<\/p>\n

\u4e00\u4e2a\u7528\u6237\u8bf4\u81ea\u5df1\u504f\u597d\u4e34\u65f6\u7ea6\u89c1\uff0c\u771f\u6b63\u5f71\u54cd\u63a8\u8350\u7684\u53ef\u80fd\u662f\u80cc\u540e\u7684\u539f\u56e0\uff1a\u4f4e\u538b\u529b\u5b89\u6392\u53cd\u800c\u80fd\u8ba9\u5176\u66f4\u53ef\u9760\u5730\u8d74\u7ea6\u3002<\/p>\n

\u968f\u7740\u66f4\u591a\u4ea4\u4e92\u51fa\u73b0\uff0c\u7cfb\u7edf\u9700\u8981\u9010\u6e10\u8865\u5168\u201c\u4e3a\u4ec0\u4e48\u201d\u548c\u201c\u5728\u4ec0\u4e48\u573a\u666f\u4e0b\u6210\u7acb\u201d\uff0c\u800c\u4e0d\u662f\u65e0\u9650\u65b0\u589e\u76f8\u4f3c\u7684\u788e\u7247\u3002<\/p>\n

\u8bba\u6587\u4e2d\u7684PersonaMem-Evo\u6848\u4f8b\u5c55\u793a\u4e86\u8fd9\u79cd\u53d8\u5316\u3002<\/p>\n

Feedback\u4e4b\u524d\uff0c\u7cfb\u7edf\u53ea\u7559\u4e0b\u201c\u504f\u597d\u4e34\u65f6\u5b89\u6392\u201d\u8fd9\u6761\u8868\u5c42\u4fe1\u606f\uff0c\u5728Top-10\u4e2d\u4ec5\u53ec\u56de\u4e00\u6761\u6a21\u7cca\u76f8\u5173\u8bb0\u5fc6\uff0c\u6700\u7ec8\u7ed9\u51fa\u4e86\u7ed3\u6784\u5316\u7fa4\u4f53\u6d3b\u52a8\u8fd9\u4e00\u9519\u8bef\u9009\u9879\u3002<\/p>\n

Feedback\u4ece\u591a\u8f6e\u4ea4\u4e92\u4e2d\u8bc6\u522b\u51fa\u771f\u6b63\u7a33\u5b9a\u7684\u5173\u7cfb\u662f\u201c\u559c\u6b22\u4e34\u65f6\u6216\u5f53\u5929\u8ba1\u5212\uff0c\u62c5\u5fc3\u957f\u671f\u8ba1\u5212\u6709\u53d8\u201d\uff0c\u5e76\u4e3a\u5176\u8865\u4e0a\u793e\u4ea4\u573a\u666f\u8fb9\u754c\u3002<\/p>\n

\u66f4\u65b0\u540e\uff0c\u4e09\u6761\u4e00\u81f4\u7684\u793e\u4ea4\u89c4\u5212\u8bb0\u5fc6\u5171\u540c\u8fdb\u5165Top-10\uff0c\u7b54\u6848\u4e5f\u8f6c\u5411\u6b63\u786e\u7684\u201c\u81ea\u53d1\u4e00\u5bf9\u4e00\u6d3b\u52a8\u201d\u3002<\/p>\n

\u25b3Feedback\u4e0d\u53ea\u662f\u589e\u52a0\u4e00\u6761\u8bb0\u5fc6\uff0c\u800c\u662f\u66f4\u65b0\u539f\u8bb0\u5fc6\u7684\u8bed\u4e49\u7ed3\u6784\u3001\u5f52\u6863\u65e7\u7248\u672c\uff0c\u5e76\u6539\u53d8\u540e\u7eed\u68c0\u7d22\u7ed3\u679c\u3002<\/p>\n

\u56e0\u6b64\uff0cFeedback\u7684\u76ee\u6807\u4e0d\u53ea\u662f\u4fee\u6539\u5355\u6761\u8bb0\u5fc6\u3002<\/p>\n

\u671f\u671b\u662f\u8ba9\u53cd\u9988\u7ee7\u7eed\u4f5c\u7528\u4e8e\u8bb0\u5fc6\u63d0\u53d6\u3001\u68c0\u7d22\u548c\u7ec4\u7ec7\u7b56\u7565\uff0c\u5b9e\u73b0\u8bb0\u5fc6\u5185\u5bb9\u4e0e\u8bb0\u5fc6\u7cfb\u7edf\u7684\u5171\u540c\u6f14\u8fdb\u3002<\/p>\n

\u5982\u679c\u8bf4\u4e8b\u5b9e\u548c\u504f\u597d\u8ba9Agent\u66f4\u61c2\u7528\u6237\uff0c\u90a3\u4e48Skill\u51b3\u5b9a\u4e86\u5b83\u80fd\u5426\u628a\u7ecf\u9a8c\u771f\u6b63\u53d8\u6210\u80fd\u529b\u3002<\/p>\n

MindMemOS\u5c06Skill\u89c6\u4e3a\u8bb0\u5fc6\u7cfb\u7edf\u7684\u4e00\u4e2a\u5173\u952e\u5e94\u7528\u3002<\/p>\n

\u7cfb\u7edf\u63d0\u4f9b\u4e91\u7aefSkill\u6ce8\u518c\u3001\u7248\u672c\u94fe\u3001\u540c\u6b65\u548c\u56de\u6eda\u80fd\u529b\uff0c\u5e76\u901a\u8fc7\u7edf\u4e00\u7684Memory Add\u63a5\u53e3\u6536\u96c6\u771f\u5b9e\u4efb\u52a1\u8f68\u8ff9\u3002<\/p>\n

\u4e0d\u540cAgent\u6846\u67b6\u53ea\u9700\u5728\u8f68\u8ff9\u4e2d\u9644\u5e26\u672c\u6b21\u4f7f\u7528\u7684Skill\u4e0a\u4e0b\u6587\uff0c\u7cfb\u7edf\u4fbf\u80fd\u628a\u6267\u884c\u7ed3\u679c\u7ed1\u5b9a\u5230\u5bf9\u5e94\u7248\u672c\u3002<\/p>\n

\u5f53\u8f68\u8ff9\u79ef\u7d2f\u5230\u4e00\u5b9a\u6570\u91cf\u540e\uff0cMindMemOS\u4f1a\u4f9d\u6b21\u5b8c\u6210\uff1a<\/p>\n

\u5982\u679c\u8f68\u8ff9\u6ca1\u6709\u4efb\u52a1\u5f97\u5206\uff0c\u7cfb\u7edf\u53ef\u4ee5\u4ece\u53cd\u590d\u51fa\u73b0\u7684\u6210\u529f\u8def\u5f84\u548c\u5931\u8d25\u6a21\u5f0f\u4e2d\u505a\u65e0\u76d1\u7763\u6f14\u8fdb\uff08MindEvolve-Unsup\uff09\uff1b<\/p>\n

\u5982\u679c\u6709\u8bc4\u5206\uff0c\u5219\u4f1a\u5f3a\u5316\u9ad8\u5206\u8f68\u8ff9\u4e2d\u7684\u6709\u6548\u884c\u4e3a\uff0c\u5e76\u6291\u5236\u4f4e\u5206\u8f68\u8ff9\u91cc\u7684\u5e38\u89c1\u9519\u8bef\uff08MindEvolve-Sup\uff09\u3002<\/p>\n

\u8bba\u6587\u5728\u5305\u542b400\u4e2a\u771f\u5b9e\u8868\u683c\u64cd\u4f5c\u4efb\u52a1\u7684SpreadsheetBench-Verified\u4e0a\u3002\u8fdb\u884c\u4e86\u4e09\u6b21\u91cd\u590d\u5b9e\u9a8c\uff1a<\/p>\n

\u25b3SpreadsheetBench-Verified\u4efb\u52a1\u6210\u529f\u7387\u3002\u7ed3\u679c\u4e3a\u4e09\u6b21\u91cd\u590d\u5b9e\u9a8c\u7684\u5747\u503c\u4e0e\u6807\u51c6\u5dee\uff1b\u4eae\u84dd\u548c\u6df1\u84dd\u5206\u522b\u4ee3\u8868MindEvolve\u7684\u65e0\u76d1\u7763\u4e0e\u76d1\u7763\u6f14\u8fdb\u914d\u7f6e\u3002<\/p>\n

\u8fd9\u91cc\u6709\u4e00\u4e2a\u9887\u6709\u610f\u601d\u7684\u7ed3\u679c\uff1a\u672a\u7ecf\u4f18\u5316\u7684\u521d\u59cbSkill\u751a\u81f3\u4f4e\u4e8eNo-skill\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u7ed9Agent\u4e00\u4efd\u64cd\u4f5c\u6307\u5357\u5e76\u4e0d\u5fc5\u7136\u5e26\u6765\u63d0\u5347\uff0c\u8fc7\u65f6\u3001\u5197\u4f59\u6216\u4e0d\u9002\u914d\u4efb\u52a1\u5206\u5e03\u7684\u89c4\u5219\u53cd\u800c\u53ef\u80fd\u5236\u9020\u5e72\u6270\u3002<\/p>\n

\u800cMindMemOS\u7684\u65e0\u76d1\u7763\u6f14\u8fdb\u4ec5\u4f9d\u9760\u6267\u884c\u8f68\u8ff9\uff0c\u5c31\u5c06\u6210\u529f\u7387\u4ece51.3%\u63d0\u5347\u523055.3%\uff1b\u52a0\u5165\u4efb\u52a1\u8bc4\u5206\u540e\u8fdb\u4e00\u6b65\u8fbe\u523057.2%\uff0c\u76f8\u6bd4No-skill\u63d0\u53475.9\u4e2a\u767e\u5206\u70b9\uff0c\u76f8\u6bd4\u672a\u7ecf\u6f14\u8fdb\u7684Init-skill\u63d0\u53479.2\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n

\u8fd9\u8fdb\u4e00\u6b65\u89e3\u91ca\u4e86\u8fd9\u4e9b\u6570\u5b57\u4ece\u4f55\u800c\u6765\uff1a<\/p>\n

\u6700\u521d\u7684\u8868\u683cSkill\u4e3b\u8981\u662f\u4e00\u4efdopenpyxl\u3001pandas\u4f7f\u7528\u8bf4\u660e\uff0c\u53ea\u544a\u8bc9Agent\u600e\u6837\u6253\u5f00\u3001\u7f16\u8f91\u548c\u4fdd\u5b58\u5de5\u4f5c\u7c3f\uff0c\u5374\u6ca1\u6709\u8986\u76d6\u771f\u5b9e\u4efb\u52a1\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u5931\u8d25\uff1a\u516c\u5f0f\u4e0d\u4f1a\u88abopenpyxl\u81ea\u52a8\u91cd\u7b97\u3001\u683c\u5f0f\u5316\u7a7a\u884c\u4f1a\u8ba9ws.max_row\u865a\u9ad8\u3001\u5728\u6d3b\u52a8\u5de5\u4f5c\u8868\u4e0a\u4e00\u8fb9\u8bfb\u53d6\u4e00\u8fb9\u5199\u5165\u53ef\u80fd\u79fb\u52a8\u884c\u6216\u8986\u76d6\u6e90\u6570\u636e\uff0c\u4fdd\u5b58\u6210\u529f\u4e5f\u4e0d\u4ee3\u8868\u7ed3\u679c\u5df2\u7ecf\u901a\u8fc7\u9a8c\u8bc1\u3002<\/p>\n

\u65e0\u76d1\u7763\u6f14\u8fdb\u4ece\u5931\u8d25\u8f68\u8ff9\u4e2d\u628a\u8fd9\u4e9b\u7ecf\u9a8c\u6539\u5199\u6210\u53ef\u6267\u884c\u7ea6\u675f\uff0c\u4f8b\u5982\uff1a\u4e0d\u8981\u628a\u516c\u5f0f\u6587\u672c\u5f53\u4f5c\u6570\u503c\uff1b\u7b5b\u9009\u3001\u6392\u5e8f\u548c\u5220\u9664\u65f6\u5148\u4ece\u6e90\u8868\u6784\u9020\u7a33\u5b9a\u5feb\u7167\uff1b\u4fdd\u5b58\u540e\u5fc5\u987b\u91cd\u65b0\u6253\u5f00\u6587\u4ef6\u5e76\u6309\u8bc4\u6d4b\u8bfb\u53d6\u65b9\u5f0f\u590d\u6838\u3002<\/p>\n

\u5b83\u5b8c\u6210\u7684\u4e0d\u662f\u201c\u589e\u52a0\u66f4\u591aAPI\u6559\u7a0b\u201d\uff0c\u800c\u662f\u628a\u53cd\u590d\u8e29\u5751\u7684\u5386\u53f2\u538b\u7f29\u6210\u901a\u7528\u907f\u9519\u89c4\u5219\u3002<\/p>\n

\u52a0\u5165\u4efb\u52a1\u5206\u6570\u540e\uff0c\u76d1\u7763\u5f0f\u6f14\u8fdb\u53c8\u5b66\u4f1a\u4e86\u89c4\u5219\u7684\u9002\u7528\u8fb9\u754c\u3002<\/p>\n

\u4f8b\u5982\uff0c\u5b83\u4e0d\u4f1a\u4e3a\u4e86\u901a\u8fc7\u7f13\u5b58\u503c\u68c0\u67e5\u800c\u628a\u6240\u6709\u516c\u5f0f\u7c97\u66b4\u66ff\u6362\u6210\u786c\u7f16\u7801\u6570\u503c\uff1b\u5199\u5165\u590d\u6742\u5de5\u4f5c\u7c3f\u524d\uff0c\u8fd8\u8981\u5148\u786e\u8ba4\u6e90\u5217\u3001\u76ee\u6807\u5217\u548c\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u76d1\u7763\u4fe1\u53f7\u5e26\u6765\u7684\u4e0d\u53ea\u662f\u66f4\u591a\u89c4\u5219\uff0c\u800c\u662f\u8ba9Skill\u9010\u6e10\u77e5\u9053\u4e00\u6761\u89c4\u5219\u4f55\u65f6\u5e94\u8be5\u4f7f\u7528\u3001\u4f55\u65f6\u5e94\u8be5\u505c\u6b62\u3002<\/p>\n

Skill\u4e0d\u518d\u662f\u4e00\u4efd\u5199\u5b8c\u5c31\u4e0d\u52a8\u7684\u63d0\u793a\u8bcd\u6587\u4ef6\uff0c\u800c\u53ef\u4ee5\u6210\u4e3a\u4e00\u9879\u5e26\u7248\u672c\u3001\u5e26\u8bc1\u636e\u3001\u53ef\u6301\u7eed\u66f4\u65b0\u7684\u957f\u671f\u80fd\u529b\u8d44\u4ea7\u3002<\/p>\n

\u9664\u4e86Dreaming\u4e0eSkill\u6f14\u8fdb\uff0cMindMemOS\u8fd8\u5728\u4e24\u9879\u4e3b\u6d41\u957f\u671f\u8bb0\u5fc6\u57fa\u51c6\u4e0a\u8bc4\u4f30\u4e86\u57fa\u7840\u8bb0\u5fc6\u80fd\u529b\u3002<\/p>\n

LoCoMo\u5305\u542b10\u7ec4\u8d85\u957f\u591a\u4f1a\u8bdd\u5bf9\u8bdd\u3002\u4f7f\u7528gpt-4.1-mini\u4f5c\u4e3a\u56de\u7b54\u6a21\u578b\uff0c\u5e76\u5c06\u7cfb\u7edf\u3001\u68c0\u7d22\u3001\u56de\u7b54\u548c\u8bc4\u5224\u914d\u7f6e\u4e0eEverOS\u9ed8\u8ba4\u5b9e\u73b0\u5bf9\u9f50\u3002<\/p>\n

MindMemOS-Modeling\u7684Overall Accuracy\u8fbe\u523094.03\uff0c\u6210\u4e3a\u6240\u6709\u5bf9\u6bd4\u65b9\u6cd5\u4e2d\u7684\u6700\u9ad8\u7ed3\u679c\u3002<\/p>\n

\u25b3LoCoMo Overall Accuracy\u3002\u7070\u8272\u4e3a\u5bf9\u6bd4\u65b9\u6cd5\uff0c\u84dd\u8272\u4e3aMindMemOS\u4e24\u79cd\u914d\u7f6e\u3002<\/p>\n

\u5728\u9762\u5411\u957f\u671f\u4e2a\u6027\u5316\u7684PersonaMem\u4e0a\uff0cMindMemOS-MindSchema\u7684Overall Accuracy\u4e3a70.63%\uff1bMindMemOS-MindVanilla\u4e5f\u4ee567.74%\u7565\u9ad8\u4e8eBaseline\u3002<\/p>\n

\u25b3PersonaMem Overall Accuracy\u3002\u7070\u8272\u4e3a\u5bf9\u6bd4\u65b9\u6cd5\uff0c\u84dd\u8272\u4e3aMindMemOS\u4e24\u79cd\u914d\u7f6e<\/p>\n

\u8fd9\u4e9b\u7ed3\u679c\u5171\u540c\u6307\u5411\u4e00\u4e2a\u7ed3\u8bba\uff1a\u7ed3\u6784\u5316\u5efa\u6a21\u7684\u4ef7\u503c\uff0c\u4e0d\u53ea\u662f\u8ba9\u8bb0\u5fc6\u201c\u770b\u8d77\u6765\u66f4\u6574\u9f50\u201d\uff0c\u800c\u662f\u8ba9\u7cfb\u7edf\u5728\u957f\u671f\u4e8b\u5b9e\u53ec\u56de\u3001\u7528\u6237\u753b\u50cf\u548c\u4e2a\u6027\u5316\u63a8\u65ad\u4e2d\u83b7\u5f97\u53ef\u6d4b\u91cf\u7684\u63d0\u5347\u3002<\/p>\n

MindMemOS\u5728\u67b6\u6784\u4e0a\u5c06Agent\u63a5\u5165\u5c42\u3001\u8bb0\u5fc6\u7b97\u6cd5\u5c42\u4e0e\u8bb0\u5fc6\u7ed3\u6784\u5c42\u89e3\u8026\u3002<\/p>\n

\u5f53\u524d\u5f00\u6e90\u4ee3\u7801\u63d0\u4f9bFastAPI HTTP\u63a5\u53e3\u3001Python SDK\u3001CLI\u3001Skills\u4ee5\u53caOpenClaw\u63d2\u4ef6\u7b49\u63a5\u5165\u65b9\u5f0f\uff0c\u8986\u76d6add\u3001search\u3001update\u3001delete\u3001feedback\u548cdreaming\u7b49\u5b8c\u6574\u8bb0\u5fc6\u751f\u547d\u5468\u671f\u64cd\u4f5c\u3002<\/p>\n

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\u5f00\u53d1\u8005\u65e2\u53ef\u4ee5\u672c\u5730\u90e8\u7f72\u5b8c\u6574\u670d\u52a1\uff0c\u4e5f\u53ef\u4ee5\u4ece\u4e91\u7aefAPI\u3001SDK\u6216CLI\u5f00\u59cb\u63a5\u5165\u3002<\/p>\n

\u9879\u76ee\u91c7\u7528MIT License\uff0c\u8be6\u7ec6\u90e8\u7f72\u914d\u7f6e\u4e0e\u8bc4\u6d4b\u6d41\u7a0b\u5747\u5df2\u968f\u4ee3\u7801\u516c\u5f00\u3002<\/p>\n

Tips\uff1aMindMemOS\u4e91\u670d\u52a1\u73b0\u5df2\u5f00\u653e\u6ce8\u518c\u8bd5\u7528\uff1b<\/p>\n

\u5728GitHub\u4e3a\u9879\u76ee\u70b9\u4eaeStar\u540e\uff0c\u8fd8\u53ef\u83b7\u5f97\u66f4\u591a\u4f7f\u7528\u989d\u5ea6\u3002<\/p>\n

\u9879\u76ee\u5b98\u7f51\uff1ahttps:\/\/mindmemos.cn<\/p>\n

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\u82e5\u7f3a\u5c11\u957f\u671f\u8bb0\u5fc6\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u53cd\u590d\u5c1d\u8bd5\u5df2\u7ecf\u88ab\u8bc1\u660e\u65e0\u6548\u7684\u65b9\u6848\uff1b\u5207\u6362\u4efb\u52a1\u540e\uff0c\u4e0a\u4e00\u8f6e\u63a2\u7d22\u79ef\u7d2f\u7684\u8bbe\u8ba1\u7ecf\u9a8c\u4e5f\u53ef\u80fd\u968f\u4e0a\u4e0b\u6587\u4e00\u8d77\u6d88\u5931\u3002<\/p>\n

\u4e3a\u6b64\uff0cMindMemOS\u5df2\u63a5\u5165\u81ea\u52a8\u7b97\u6cd5\u8bbe\u8ba1\u5e73\u53f0LLM4AD_Next\uff0c\u5c06\u7b97\u6cd5\u641c\u7d22\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u53cd\u9988\u8f6c\u5316\u4e3a\u53ef\u5b58\u50a8\u3001\u53ef\u68c0\u7d22\u3001\u53ef\u590d\u7528\u7684\u7ecf\u9a8c\u8d44\u4ea7\u3002<\/p>\n

\u9488\u5bf9\u7b97\u6cd5\u8bbe\u8ba1\u4efb\u52a1\u5c42\u6b21\u591a\u3001\u5468\u671f\u957f\u7684\u7279\u70b9\uff0c\u5e73\u53f0\u6784\u5efa\u4e86\u4e09\u5c42\u8bb0\u5fc6\uff1a<\/p>\n

\u57fa\u4e8e\u8be5\u67b6\u6784\uff0c\u5e73\u53f0\u80fd\u591f\u5c06\u4ece\u9ad8\u5206\u7ed3\u679c\u4e2d\u63d0\u70bc\u7684\u201c\u6709\u6548\u7ecf\u9a8c\u201d\u4e0e\u4ece\u4f4e\u5206\u8bd5\u9519\u4e2d\u603b\u7ed3\u7684\u201c\u907f\u5751\u6307\u5357\u201d\u8fdb\u884c\u7cfb\u7edf\u5316\u5b58\u50a8\u3002<\/p>\n

\u4e3a\u4e86\u7cbe\u51c6\u9002\u914d\u590d\u6742\u591a\u53d8\u7684\u79d1\u7814\u573a\u666f\uff0c\u7cfb\u7edf\u652f\u6301\u4e24\u79cd\u7075\u6d3b\u7684\u8bb0\u5fc6\u8c03\u5ea6\u673a\u5236\uff1a<\/p>\n

LLM4AD_Next\u63d0\u4f9b\u4e24\u79cd\u8bb0\u5fc6\u8c03\u5ea6\u65b9\u5f0f\uff1aAuto Mode\u6839\u636e\u5f53\u524d\u4efb\u52a1\u548c\u4e0a\u4e0b\u6587\u81ea\u52a8\u5339\u914d\u5386\u53f2\u7ecf\u9a8c\uff0cManual Mode\u5219\u5141\u8bb8\u7814\u7a76\u4eba\u5458\u7cbe\u786e\u9009\u62e9\u9700\u8981\u6ce8\u5165\u7684\u8bb0\u5fc6\u3002<\/p>\n

\u8bb0\u5fc6\u7684\u8c03\u7528\u3001\u6ce8\u5165\u4e0e\u6d41\u8f6c\u8fc7\u7a0b\u5168\u7a0b\u53ef\u89c6\u5316\uff0c\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u89c2\u5bdf\u67d0\u6761\u7ecf\u9a8c\u5982\u4f55\u5f71\u54cd\u7b97\u6cd5\u751f\u6210\uff0c\u4e5f\u66f4\u65b9\u4fbf\u5f00\u5c55\u6d88\u878d\u5b9e\u9a8c\u4e0e\u5bf9\u7167\u5206\u6790\u3002<\/p>\n

MindMemOS\u7684\u6838\u5fc3\u613f\u666f\uff0c\u662f\u786e\u4fdd\u5927\u6a21\u578b\u7684\u6bcf\u4e00\u4efd\u53cd\u9988\u90fd\u80fd\u8f6c\u5316\u4e3a\u9ad8\u4ef7\u503c\u3001\u53ef\u590d\u7528\u7684\u6570\u5b57\u8d44\u4ea7\u3002<\/p>\n

\u5728MindMemOS\u7684\u8d4b\u80fd\u4e0b\uff0cLLM4AD_Next\u6240\u6267\u884c\u7684\u6bcf\u4e00\u6b21\u7b97\u6cd5\u641c\u7d22\uff0c\u90fd\u4e0d\u518d\u662f\u5b64\u7acb\u7684\u5c1d\u8bd5\uff0c\u800c\u662f\u901a\u5f80\u4e0b\u4e00\u6b21\u201c\u8fdb\u5316\u201d\u7684\u575a\u5b9e\u8d77\u70b9\u3002<\/p>\n

\u7531MindMemOS\u8d4b\u80fd\u7684\u5168\u65b0\u81ea\u52a8\u7b97\u6cd5\u53d1\u73b0\u5e73\u53f0LLM4AD_Next\u5df2\u5f00\u653e\u4f53\u9a8c\uff0c\u6b22\u8fce\u5e7f\u5927\u7814\u7a76\u8005\u524d\u5f80\u63a2\u7d22\uff1a<\/p>\n

GitHub\u5f00\u6e90\u9879\u76ee\uff1ahttps:\/\/github.com\/Optima-CityU\/LLM4AD_Next\u5728\u7ebf\u4f53\u9a8c\u5730\u5740\uff1ahttps:\/\/llm4ad-next.cn\/<\/p>\n

Coming Features<\/p>\n

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MindMemOS\u7684\u7b54\u6848\uff0c\u662f\u628a\u8bb0\u5fc6\u4eceAgent\u7684\u9644\u5c5e\u7f13\u5b58\u63d0\u5347\u4e3a\u72ec\u7acb\u7684\u64cd\u4f5c\u5c42\uff1a\u4fe1\u606f\u53ef\u4ee5\u8de8\u573a\u666f\u5efa\u6a21\uff0c\u51b2\u7a81\u53ef\u4ee5\u5728\u79bb\u7ebf\u9636\u6bb5\u88ab\u6d88\u89e3\uff0c\u53cd\u9988\u53ef\u4ee5\u53cd\u5411\u4fee\u6539\u8bb0\u5fc6\uff0c\u4efb\u52a1\u8f68\u8ff9\u8fd8\u80fd\u7ee7\u7eed\u63a8\u52a8Skill\u6f14\u8fdb\u3002<\/p>\n

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\n

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

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Agent\u7684\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u4f46\u4f7f\u7528\u4f53\u9a8c\u4ecd\u6709\u4e00\u4e2a\u5c34\u5c2c\u4e4b\u5904\uff1a<\/p>\n

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\u5b83\u5c06\u8bb0\u5fc6\u4ece\u5355\u4e2aAge<\/p>\n","protected":false},"author":1,"featured_media":6470,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[131],"class_list":["post-6474","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-131"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/6474","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=6474"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/6474\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/6470"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=6474"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=6474"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=6474"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}