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\"\u9f99\u867e\u6700\u5927\u75db\u70b9\u88ab\u5b98\u65b9\u63d2\u4ef6\u5347\u7ea7\uff01\u5bf9\u8bdd\u6c38\u4e0d\u5fd8\u8bb0\uff0cGPT\u548cGemini\u6700\u5f3a\u6a21\u578b\u90fd\u53ef\u63a5\u5165\"\/<\/div><\/figure>\n
\"\u9f99\u867e\u6700\u5927\u75db\u70b9\u88ab\u5b98\u65b9\u63d2\u4ef6\u5347\u7ea7\uff01\u5bf9\u8bdd\u6c38\u4e0d\u5fd8\u8bb0\uff0cGPT\u548cGemini\u6700\u5f3a\u6a21\u578b\u90fd\u53ef\u63a5\u5165\"\/<\/div><\/figure>\n
\"\u9f99\u867e\u6700\u5927\u75db\u70b9\u88ab\u5b98\u65b9\u63d2\u4ef6\u5347\u7ea7\uff01\u5bf9\u8bdd\u6c38\u4e0d\u5fd8\u8bb0\uff0cGPT\u548cGemini\u6700\u5f3a\u6a21\u578b\u90fd\u53ef\u63a5\u5165\"\/<\/div><\/figure>\n
\"\u9f99\u867e\u6700\u5927\u75db\u70b9\u88ab\u5b98\u65b9\u63d2\u4ef6\u5347\u7ea7\uff01\u5bf9\u8bdd\u6c38\u4e0d\u5fd8\u8bb0\uff0cGPT\u548cGemini\u6700\u5f3a\u6a21\u578b\u90fd\u53ef\u63a5\u5165\"\/<\/div><\/figure>\n

henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u62a5\uff01\u9f99\u867e\u66f4\u65b0\u4e86\uff01<\/p>\n

\u521a\u521a\uff0c\u65b0\u7684OpenClaw\u6d4b\u8bd5\u7248\uff082026.3.7\uff09\u5df2\u7ecf\u63a8\u51fa\uff0c\u5e76\u5149\u901f\u4e0a\u7ebfOA\u4e24\u5bb6\u6700\u65b0\u6a21\u578bGPT-5.4\u548cGemini Flash 3.1\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0c\u4e00\u5e76\u66f4\u65b0\u7684\u8fd8\u6709\uff1a<\/p>\n

\u5176\u4e2d\uff0c\u53ef\u63d2\u62d4\u7684\u4e0a\u4e0b\u6587\u5f15\u64ce\uff08pluggable context engine\uff09\u53ef\u8c13\u662f\u8fd9\u6b21\u66f4\u65b0\u7684\u91cd\u70b9\uff0c\u4e0d\u5c11\u7f51\u53cb\u7eb7\u7eb7\u8868\u793a\uff1a<\/p>\n

\u76f8\u6bd4\u4e8e\u8dd1\u90a3\u4e2a\u6a21\u578b\uff0c\u4e0a\u4e0b\u6587\u624d\u662f\u5173\u952e\u3002<\/p>\n

\u7ec6\u5fc3\u7684\u4f60\u751a\u81f3\u8fd8\u53d1\u73b0\u4e86\uff0c\u5728\u5b98\u65b9\u7684changelog\u4e0a\u76f4\u63a5\u70b9\u540d\u4e86\u4e00\u4e2a\u63d2\u4ef6\u4f8b\u5b50lossless-claw\u3002<\/p>\n

\u90a3\u4e48\uff0c\u8fd9\u4e2a\u4e0a\u4e0b\u6587\u63d2\u4ef6\u662f\u600e\u4e48\u4e00\u56de\u4e8b\uff1f\u6709\u5565\u7528\uff1f<\/p>\n

\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u6b21OpenClaw\u66f4\u65b0\u53ef\u4ee5\u5f52\u7eb3\u4e3a\u4e09\u4e2a\u65b9\u9762\uff1a\u4e0a\u4e0b\u6587\u7ba1\u7406\u63d2\u4ef6\u5316\u3001Agent\u8def\u7531\u80fd\u529b\u5347\u7ea7\uff08\u9891\u9053\u3001topic\u3001\u72ec\u7acb session\uff09\u4ee5\u53ca\u90e8\u7f72\u4e0e\u63d2\u4ef6\u5de5\u7a0b\u5316\uff08Docker multi-stage\u3001SecretRef\u3001\u5b89\u5168\u7b56\u7565\uff09\u3002<\/p>\n

\u5176\u4e2d\uff0c\u6700\u503c\u5f97\u5173\u6ce8\u7684\uff0c\u5c31\u662f\u4e0a\u4e0b\u6587\u7ba1\u7406\u63d2\u4ef6\u5316\u3002<\/p>\n

\u6839\u636e\u5b98\u65b9\u7684changelog\uff0c\u8fd9\u6b21\u66f4\u65b0\u65b0\u589e\u4e86ContextEngine\u63d2\u4ef6\u63d2\u69fd\u3002<\/p>\n

\u8be5\u63a5\u53e3\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u751f\u547d\u5468\u671f\u94a9\u5b50\uff0c\u5305\u62ec\uff1abootstrap\u3001ingest\u3001assemble\u3001compact\u3001afterTurn\u3001prepareSubagentSpawn\u3001onSubagentEnded\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\u63d2\u4ef6\u53ef\u4ee5\u5728\u4e0a\u4e0b\u6587\u751f\u6210\u3001\u538b\u7f29\u3001\u62fc\u63a5\u4ee5\u53ca\u5b50Agent\u751f\u547d\u5468\u671f\u7ba1\u7406\u7684\u5404\u4e2a\u9636\u6bb5\u4ecb\u5165\uff0c\u4ece\u800c\u5b9e\u73b0\u5b8c\u5168\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u7b56\u7565\u3002<\/p>\n

\u7528PR\u4f5c\u8005Josh Lehman\u7684\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a<\/p>\n

\u4f60\u5176\u5b9e\u4e0d\u9700\u8981\u4e00\u4e2aAgent\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u4f60\u9700\u8981\u7684\u662f\u4e0d\u4f1a\u88ab\u91cd\u7f6e\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u8fc7\u53bb\u5728OpenClaw\u4e2d\uff0c\u4e0a\u4e0b\u6587\u7ba1\u7406\u903b\u8f91\u662f\u5199\u6b7b\u7684\u3002<\/p>\n

\u4f8b\u5982\u5bf9\u8bdd\u8fc7\u957f\u65f6\u5982\u4f55\u538b\u7f29\u5386\u53f2\u3001\u5982\u4f55\u62fc\u63a5\u4e0a\u4e0b\u6587\u3001\u4f55\u65f6\u4e22\u5f03\u65e7\u4fe1\u606f\uff0c\u8fd9\u4e9b\u90fd\u7531\u7cfb\u7edf\u5185\u90e8\u56fa\u5b9a\u5b9e\u73b0\uff0c\u63d2\u4ef6\u51e0\u4e4e\u65e0\u6cd5\u4ecb\u5165\u3002<\/p>\n

\u800c\u8fd9\u6b21\u66f4\u65b0\u4e4b\u540e\uff0c\u60c5\u51b5\u53d1\u751f\u4e86\u6539\u53d8\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0c\u4e0a\u4e0b\u6587\u63d2\u4ef6\u5316\u610f\u5473\u7740\uff1a<\/p>\n

\u7ffb\u8bd1\u6210\u6700\u76f4\u89c2\u7684\u4f53\u9a8c\u5c31\u662f\uff1a\u5f53\u4f60\u548c\u201c\u9f99\u867e\u201d\u8fdb\u884c\u957f\u65f6\u95f4\u3001\u591a\u8f6e\u5bf9\u8bdd\u65f6\uff0c\u5b83\u7684\u201c\u8bb0\u6027\u201d\u4f1a\u660e\u663e\u53d8\u597d\u3002<\/p>\n

\u4ee5\u5f80\u9f99\u867e\u5bf9\u8bdd\u5e38\u89c1\u7684\u60c5\u51b5\u662f\uff1a<\/p>\n

\u800c\u65b0\u7684\u4e0a\u4e0b\u6587\u63d2\u4ef6\u673a\u5236\uff0c\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n

\u968f\u7740\u5b9a\u5236\u5316\u4e0a\u4e0b\u6587\u7b56\u7565\u7684\u5f00\u653e\uff0c\u672a\u6765\u9488\u5bf9\u4e0d\u540c\u573a\u666f\u7684\u8bb0\u5fc6\u65b9\u6848\u4e5f\u5c06\u4e0d\u65ad\u51fa\u73b0\uff0c\u8ba9\u201c\u9f99\u867e\u201d\u5728\u6267\u884c\u4e0d\u540c\u4efb\u52a1\u65f6\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\uff0c\u4e5f\u66f4\u52a0\u7ecf\u6d4e\u3002<\/p>\n

\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5b98\u65b9\u91cd\u70b9\u63a8\u8350\u7684\u63d2\u4ef6lossless-claw\uff0c\u5c31\u5c55\u793a\u4e86\u4e00\u79cd\u65b0\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u601d\u8def\u3002<\/p>\n

\u5728\u4f20\u7edfAgent\u7cfb\u7edf\u4e2d\uff0c\u4e00\u65e6\u5bf9\u8bdd\u8fc7\u957f\uff0c\u7cfb\u7edf\u901a\u5e38\u4f1a\uff1a\u76f4\u63a5\u4e22\u5f03\u65e7\u5185\u5bb9\u3002<\/p>\n

\u800c\u5728lossless-claw\u4e2d\uff0c\u65e7\u5bf9\u8bdd\u4e0d\u4f1a\u88ab\u5220\u9664\uff0c\u800c\u662f\uff1a<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\uff0c\u539f\u59cb\u6d88\u606f\u4f1a\u88ab\u5b8c\u6574\u4fdd\u7559\uff0c\u7cfb\u7edf\u6839\u636e\u6458\u8981\u4e0e\u539f\u59cb\u6d88\u606f\u4fdd\u6301\u5173\u8054\uff0c\u800cAgent\u968f\u65f6\u53ef\u4ee5\u5c55\u5f00\u6458\u8981\u67e5\u770b\u539f\u6587\u3002<\/p>\n

\u7406\u8bba\u4e0a\uff0c\u4e0a\u4e0b\u6587\u201c\u6c38\u8fdc\u4e0d\u4f1a\u4e22\u5931\u201d\u3002<\/p>\n

\uff08By the way\uff0c\u636e\u4f5c\u8005\u900f\u9732\uff0c\u8fd9\u4e00\u601d\u8def\u6765\u81ea\u300aLCM: Lossless Context Management\u300b\uff0c\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u8fdb\u4e00\u6b65\u9605\u8bfb\u3002\uff09<\/p>\n

\u5728OOLONG benchmark\u7684\u6d4b\u8bd5\u4e2d\uff0c\u4f7f\u7528\u540c\u4e00\u6a21\u578b\u65f6\uff0clossless-claw\u5f97\u520674.8\uff0c\u6253\u8d25Claude Code70.3\u3002<\/p>\n

\u66f4\u5173\u952e\u7684\u662f\uff0c\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u5dee\u8ddd\u8d8a\u5927\u3002\u5728\u6d4b\u8bd5\u7684\u6240\u6709\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\uff0clossless-claw\u7684\u5f97\u5206\u90fd\u9ad8\u4e8eClaude Code\u3002<\/p>\n

PR\u4f5c\u8005Josh Lehman\u8868\u793a\uff0c\u4ed6\u5df2\u7ecf\u5728OpenClaw\u4e0a\u5b9e\u9645\u8fd0\u884c\u4e86\u4e00\u5468\uff1a<\/p>\n

\u8bf4\u5b83\u8868\u73b0\u5f88\u597d\uff0c\u90fd\u7b97\u662f\u4f4e\u4f30\u4e86\u3002<\/p>\n

\u9664\u4e0a\u4e0b\u6587\u63d2\u4ef6\u4ee5\u5916\uff0c\u8fd9\u6b21\u9f99\u867e\u7684\u66f4\u65b0\u8fd8\u6709\u4e24\u5927\u91cd\u70b9\uff1a<\/p>\n

\u9996\u5148\u662f\u5f3a\u5316\u4e86Agent\u7684\u8def\u7531\u7cfb\u7edf\u3002<\/p>\n

\u9488\u5bf9Discord\u3001Telegram\u3001Slack\u3001Mattermost\u7b49\u5e73\u53f0\uff0cOpenClaw\u5f15\u5165\u4e86\u6301\u4e45\u5316\u7ebf\u7a0b\u7ed1\u5b9a\u673a\u5236\uff0c\u5373\u4f7f\u7cfb\u7edf\u91cd\u542f\uff0cAgent\u4e0e\u9891\u9053\u6216\u8bdd\u9898\u7684\u7ed1\u5b9a\u5173\u7cfb\u4f9d\u7136\u80fd\u591f\u4fdd\u6301\u3002<\/p>\n

\u540c\u65f6\u8fd8\u652f\u6301\u6309\u4e3b\u9898\u8def\u7531 Agent\uff1a\u4f8b\u5982\u5728Telegram\u4e2d\uff0c\u6bcf\u4e2atopic\u90fd\u53ef\u4ee5\u8fd0\u884c\u4e00\u4e2a\u72ec\u7acb\u7684Agent\uff0c\u56e0\u6b64\u5728\u540c\u4e00\u4e2a\u8bba\u575b\u7fa4\u91cc\uff0c\u4e5f\u53ef\u4ee5\u540c\u65f6\u5b58\u5728\u591a\u4e2a\u5404\u81ea\u6267\u884c\u4e0d\u540c\u4efb\u52a1\u7684Agent\u3002<\/p>\n

\u5176\u6b21\u662f\u5728\u90e8\u7f72\u4e0e\u5de5\u7a0b\u5316\u5c42\u9762\u7684\u4f18\u5316\u3002<\/p>\n

\u4f8b\u5982\u5b98\u65b9\u5df2\u7ecf\u5f00\u59cb\u4e3aiOS App Store\u53d1\u5e03\u505a\u51c6\u5907\uff0c\u79fb\u52a8\u7aef\u7248\u672c\u4e5f\u6b63\u5728\u7b79\u5907\u4e2d\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0cDocker\u6784\u5efa\u4e5f\u8fdb\u884c\u4e86\u7cbe\u7b80\uff0c\u65b0\u589ebookworm-slim\u7248\u672c\uff0c\u901a\u8fc7Slim\u955c\u50cf\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u4f9d\u8d56\uff0c\u4f7f\u5bb9\u5668\u4f53\u79ef\u66f4\u5c0f\u3001\u542f\u52a8\u901f\u5ea6\u66f4\u5feb\uff0c\u4e5f\u66f4\u9002\u5408\u5728\u670d\u52a1\u5668\u73af\u5883\u4e2d\u5927\u89c4\u6a21\u90e8\u7f72\u3002<\/p>\n

\u53c2\u8003\u94fe\u63a5<\/p>\n

[1]https:\/\/github.com\/openclaw\/openclaw\/releases\/tag\/v2026.3.7<\/p>\n

[2]https:\/\/x.com\/steipete\/status\/2030508141419372667<\/p>\n

[3]https:\/\/x.com\/jlehman_<\/p>\n

[4]https:\/\/github.com\/Martian-Engineering\/lossless-claw<\/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":"

henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u62a5\uff01\u9f99\u867e\u66f4\u65b0\u4e86\uff01<\/p>\n

\u521a\u521a\uff0c\u65b0\u7684OpenClaw\u6d4b\u8bd5\u7248\uff082026.3.7\uff09\u5df2\u7ecf\u63a8\u51fa\uff0c\u5e76\u5149\u901f\u4e0a\u7ebfOA\u4e24\u5bb6\u6700\u65b0\u6a21\u578bGPT-5.4\u548cGemini Flash 3.1\u3002<\/p>\n

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