{"id":785670,"date":"2026-05-24T11:44:00","date_gmt":"2026-05-24T03:44:00","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=785670"},"modified":"2026-05-24T11:44:00","modified_gmt":"2026-05-24T03:44:00","slug":"ai%e6%88%90%e5%8a%9f%e7%8e%87%e4%bb%8e20%e9%a3%99%e5%88%b0100%ef%bc%81%e5%8f%aa%e9%9c%80%e4%b8%80%e4%b8%aaharness%e6%96%87%e4%bb%b6","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=785670","title":{"rendered":"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/9056BF7AD76707AD2249FD7EF827E46BB3B2CFF4_size100_w1080_h459.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>\u65b0\u667a\u5143\u62a5\u9053<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/F4EF3A6AF61CC3CCB6F360EB882138BE8EDB9BF1_size7_w1080_h75.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>\u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011<\/strong>Anthropic\u5b9e\u9524\uff1aClaude\u88f8\u8dd1\u6a21\u578b\uff0c9\u7f8e\u5143\u5168\u5e9f\uff1b\u4f46\u662f\u5957\u4e0aHarness\u82b1200\u7f8e\u5143\u6548\u679c\u76f4\u63a5\u8d77\u98de\u3002AI\u6548\u679c\u4e0d\u597d\uff1f\u522b\u518d\u7ea0\u7ed3\u6362\u6a21\u578b\u4e86\uff01<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a>\u548cAnthropic\u90fd\u5728\u7528\u7684Harness\u5de5\u7a0b\uff0c\u4e00\u6587\u8bb2\u900f\u3002<\/p>\n<p>\u6700\u8fd1\uff0cAI\u5708\u5b50\u91cc\u4e00\u4e2a\u9003\u4e0d\u5f00\u7684\u8bdd\u9898\u5c31\u662f<strong>Harness<\/strong>\u3002<\/p>\n<p>\u751a\u81f3\uff0c\u8fdeDeepSeek\u6700\u8fd1\u4e5f\u5728\u5f00\u59cb\u62db\u8058Harness\u5de5\u7a0b\u5e08\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/0470967F766C335642FE4B894253A6362244DC24_size140_w1080_h518.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p>\u90a3\u4e48\uff0c\u5230\u5e95\u4ec0\u4e48\u662fHarness\uff1f<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/8C459F6158C1C59A805A5B53A53C5148975E0DE7_size544_w1080_h548.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>Harness\uff0c<\/strong>\u56f4\u7ed5AI\u7f16\u7a0b\u667a\u80fd\u4f53\u642d\u5efa\u7684\u4e00\u6574\u5957\u5de5\u7a0b\u57fa\u7840\u8bbe\u65bd\uff0c\u7531\u4e94\u4e2a\u5b50\u7cfb\u7edf\u7ec4\u6210\uff1a\u6307\u4ee4\u3001\u5de5\u5177\u3001\u73af\u5883\u3001\u72b6\u6001\u3001\u53cd\u9988\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/22CE7C685C98E0AC81209494C485ED33E46DD354_size90_w966_h1536.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p>\u4e3a\u4ec0\u4e48\u503c\u5f97\u4e13\u95e8\u8bb2\u5b83\uff1f<\/p>\n<p>\u56e0\u4e3a2026\u5e74\u524d\u540e\uff0cAnthropic\u548cOpenAI\u51e0\u4e4e\u540c\u65f6\u5728\u5404\u81ea\u7684\u5de5\u7a0b\u5b9e\u9a8c\u91cc\u7ed9\u51fa\u4e86\u540c\u4e00\u4e2a\u7ed3\u8bba\u2014\u2014<strong>AI\u7f16\u7a0b\u667a\u80fd\u4f53\u9891\u9891\u5931\u8d25\uff0c\u95ee\u9898\u4e0d\u5728\u6a21\u578b\uff0c\u5728\u6a21\u578b\u4e4b\u5916\u7684Harness<\/strong>\u3002<\/p>\n<p>\u4e24\u5bb6\u5206\u522b\u7528\u4e00\u7ec4\u5bf9\u7167\u5b9e\u9a8c\u5f53\u8bc1\u636e\u3002\u5148\u770b\u6570\u636e\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/ECE39149CFF0F8E9AC3F1173BC5554567DC41A9F_size2_w112_h59.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>\u4e24\u7ec4\u6570\u636e\u5bf9\u7167<\/strong><\/p>\n<p><strong>Anthropic\u5bf9\u7167\u5b9e\u9a8c<\/strong>\u2014\u2014\u540c\u4e00\u4e2aOpus 4.5\u6a21\u578b\uff0c\u540c\u4e00\u9053\u7f16\u7a0b\u9898\uff1a<\/p>\n<p>\u591a\u82b1\u7684191\u7f8e\u5143\uff0c\u5168\u82b1\u5728\u9a8c\u8bc1\u5faa\u73af\u4e0a\u2014\u2014\u6bcf\u5199\u4e00\u6bb5\u4ee3\u7801\u5c31\u8dd1\u6d4b\u8bd5\uff0c\u4e0d\u901a\u8fc7\u5c31\u6539\uff0c\u76f4\u5230\u771f\u6b63\u901a\u8fc7\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/A81D7CA158B34B3B76A8F8626DAAA523B0755934_size80_w1080_h332.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>OpenAI\u767e\u4e07\u884c\u5b9e\u9a8c\uff0c<\/strong>Codex\u56e2\u961f\u5728\u771f\u5b9e\u4ed3\u5e93\u4e0a\u9a8c\u8bc1\uff1a<\/p>\n<p>\u5b9e\u9a8c\u53ea\u6539\u4e86\u4e00\u4ef6\u4e8b\u2014\u2014\u4ed3\u5e93\u6839\u76ee\u5f55\u52a0\u4e86\u4e00\u4e2aAGENTS.md\u6587\u4ef6\uff0c\u4e0d\u5230100\u884cmarkdown\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/93F5DA614E47611EB1DEE53E7BC66AB934F84EB4_size101_w1080_h824.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/ECE39149CFF0F8E9AC3F1173BC5554567DC41A9F_size2_w112_h59.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>Harness\u662f\u4ec0\u4e48<\/strong><\/p>\n<p>Harness\u4e0d\u662f\u5de5\u5177\uff0c\u4e5f\u4e0d\u662f\u63d0\u793a\u8bcd\u6280\u5de7\uff0c\u662f\u56f4\u7ed5\u667a\u80fd\u4f53\u7684\u4e00\u6574\u5957\u5de5\u7a0b\u57fa\u7840\u8bbe\u65bd\uff0c\u7531\u4e94\u4e2a\u5b50\u7cfb\u7edf\u7ec4\u6210\uff0c\u6bcf\u4e00\u4e2a\u5bf9\u5e94\u4e00\u79cd\u5177\u4f53\u5931\u8d25\u6a21\u5f0f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/59E3C9517B6EE317D05DD0AB2743C42AE8423824_size601_w1080_h720.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/EA67F8318234F4BA42DD687A2695DE1D0AA7B3C8_size3_w292_h73.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/strong><\/p>\n<p><strong>\u6307\u4ee4\u5b50\u7cfb\u7edf\uff08Instructions\uff09<\/strong><\/p>\n<p>\u4ed3\u5e93\u6839\u76ee\u5f55\u7684\u4e00\u4e2amarkdown\u6587\u4ef6\u2014\u2014OpenAI\u9635\u8425\u53ebAGENTS.md\uff0cAnthropic\u9635\u8425\u53ebCLAUDE.md\u3002<\/p>\n<p>Codex\u3001Claude Code\u3001Cursor\u542f\u52a8\u65f6\u81ea\u52a8\u8bfb\u53d6\u5e76\u6ce8\u5165\u300c\u7cfb\u7edf\u63d0\u793a\u8bcd\u300d\u3002<\/p>\n<p><strong>\u89e3\u51b3\uff1a<\/strong>\u667a\u80fd\u4f53\u4e0d\u77e5\u9053\u9879\u76ee\u7ea6\u5b9a\uff0c\u778e\u5199\u4ee3\u7801\uff08\u98ce\u683c\u4e0d\u4e00\u81f4\u3001\u7528\u9519\u5305\u7ba1\u7406\u5668\u3001\u968f\u624b\u6267\u884c\u7834\u574f\u6027\u547d\u4ee4\uff09\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/A8775708703B7B6D72E48169D9797FA69A5C9EF6_size83_w1080_h509.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p>\u4e0d\u523015\u884c\uff0c\u628a\u9879\u76ee\u7ea6\u5b9a\u4ece\u53cd\u590d\u91cd\u7533\u53d8\u6210\u542f\u52a8\u65f6\u81ea\u52a8\u6ce8\u5165\u3002<\/p>\n<p><strong><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/EA67F8318234F4BA42DD687A2695DE1D0AA7B3C8_size3_w292_h73.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/strong><\/p>\n<p><strong>\u5de5\u5177\u5b50\u7cfb\u7edf\uff08Tools\uff09<\/strong><\/p>\n<p>\u9650\u5b9a\u667a\u80fd\u4f53\u80fd\u8c03\u7528\u54ea\u4e9b\u547d\u4ee4\u3002<\/p>\n<p>Claude Code\u7528.claude\/settings.json\uff0cCodex\u7528~\/.codex\/config.toml\u3002<\/p>\n<p><strong>\u89e3\u51b3\uff1a<\/strong>\u8d8a\u6743\u64cd\u4f5c\uff08rm-rf\u8bef\u5220\u3001gitpush--force\u8986\u76d6\u8fdc\u7aef\u3001\u4e0d\u8be5\u8054\u7f51\u65f6\u8c03\u5916\u90e8API\uff09\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/8158F26EEFCD30BFD28CAB7DD274C4173BEB878B_size62_w1080_h619.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p>\u5141\u8bb8\u7684\u76f4\u63a5\u8dd1\uff0c\u7981\u6b62\u7684\u76f4\u63a5\u62d2\uff0c\u7070\u8272\u5730\u5e26\u7684\u5f39\u786e\u8ba4\u3002<\/p>\n<p><strong><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/EA67F8318234F4BA42DD687A2695DE1D0AA7B3C8_size3_w292_h73.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/strong><\/p>\n<p><strong>\u73af\u5883\u5b50\u7cfb\u7edf\uff08Environment\uff09<\/strong><\/p>\n<p>\u9501\u5b9a\u4f9d\u8d56\u7248\u672c\u3001\u8fd0\u884c\u65f6\u914d\u7f6e\u3001\u6570\u636e\u5e93\u72b6\u6001\u3002<\/p>\n<p>\u5b9e\u73b0\uff1asetup.sh\/Dockerfile\/devcontainer.json\u3002<\/p>\n<p><strong>\u89e3\u51b3\uff1a<\/strong>\u8fd9\u53f0\u673a\u5668\u4e0a\u80fd\u8dd1\u7684\u865a\u5047\u73af\u5883\uff08\u672c\u5730\u901a\u8fc7\uff0cCI\u4e00\u8dd1\u5c31\u5e9f\uff09\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/7A2DF403F2F29F6B64D36D5043BF8C3605771741_size58_w1080_h337.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p>\u5173\u952e\u4e00\u884c--frozen-lockfile\u2014\u2014\u667a\u80fd\u4f53\u65e0\u6cd5\u64c5\u81ea\u5347\u7ea7\u4efb\u4f55\u4f9d\u8d56\u3002<\/p>\n<p><strong><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/EA67F8318234F4BA42DD687A2695DE1D0AA7B3C8_size3_w292_h73.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/strong><\/p>\n<p><strong>\u72b6\u6001\u5b50\u7cfb\u7edf\uff08State\uff09<\/strong><\/p>\n<p>\u628a\u8de8\u4f1a\u8bdd\u8fdb\u5ea6\u3001\u65ad\u70b9\u3001\u672a\u5b8c\u6210\u4efb\u52a1\u6301\u4e45\u5316\u5230PROGRESS.md\uff0c\u65b0\u4f1a\u8bdd\u7b2c\u4e00\u4ef6\u4e8b\u8bfb\u5b83\u3002<\/p>\n<p><strong>\u89e3\u51b3\uff1a<\/strong>\u8de8\u4f1a\u8bdd\u5931\u5fc6\uff08\u7b2c\u4e8c\u4e2a\u4f1a\u8bdd\u4ece\u96f6\u5f00\u59cb\uff0c\u5199\u51fa\u548c\u7b2c\u4e00\u4e2a\u4f1a\u8bdd\u51b2\u7a81\u7684\u4ee3\u7801\uff09\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/A429EBA4E52B88A4B70655405C357983E2CCE4F8_size83_w1080_h558.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p>\u5728AGENTS.md\u56fa\u5316\u7ea6\u5b9a\uff1a<strong>\u65b0\u4f1a\u8bdd\u7b2c\u4e00\u4ef6\u4e8b\u8bfbPROGRESS.md\uff1b\u4efb\u52a1\u5b8c\u6210\u6216\u65ad\u70b9\u53d8\u5316\uff0c\u7acb\u5373\u56de\u5199<\/strong>\u3002<\/p>\n<p><strong><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/EA67F8318234F4BA42DD687A2695DE1D0AA7B3C8_size3_w292_h73.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/strong><\/p>\n<p><strong>\u53cd\u9988\u5b50\u7cfb\u7edf\uff08Feedback\uff09<\/strong><\/p>\n<p>\u673a\u5668\u53ef\u6267\u884c\u7684\u9a8c\u8bc1\u547d\u4ee4\u2014\u2014\u6d4b\u8bd5\u3001lint\u3001\u7c7b\u578b\u68c0\u67e5\u3001\u6784\u5efa\u3002<\/p>\n<p>\u667a\u80fd\u4f53\u5ba3\u5e03\u5b8c\u6210\u524d\u5fc5\u987b\u8dd1\u901a\uff0c\u9000\u51fa\u7801\u4e0d\u4e3a0\u5c31\u4e0d\u7b97\u5b8c\u6210\u3002<\/p>\n<p><strong>\u89e3\u51b3\uff1a<\/strong>\u8fc7\u65e9\u5ba3\u5e03\u80dc\u5229\uff08\u8bf4Done!\u4f46\u4e00\u884c\u8dd1\u4e0d\u901a\uff09\u2014\u2014Anthropic 9\u7f8e\u5143\u88f8\u8dd1\u5b9e\u9a8c\u7684\u6838\u5fc3\u6b7b\u56e0\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/72E12E3F257F5A018142BBE9F79DA609C3E5760A_size55_w1080_h389.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/ECE39149CFF0F8E9AC3F1173BC5554567DC41A9F_size2_w112_h59.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>\u4e09\u5927\u81f4\u547d\u5931\u8d25\u6a21\u5f0f<\/strong><\/p>\n<p>Anthropic\u548cOpenAI\u7684\u5b9e\u9a8c\uff0c\u4e0d\u7ea6\u800c\u540c\u6307\u5411\u4e86\u667a\u80fd\u4f53\u6700\u5e38\u89c1\u7684\u4e09\u79cd\u81f4\u547d\u5931\u8d25\u6a21\u5f0f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/3FF0F49B5C81D2CE5638663A0F5E6793574BB7FB_size287_w1080_h563.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/EA67F8318234F4BA42DD687A2695DE1D0AA7B3C8_size3_w292_h73.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/strong><\/p>\n<p><strong>\u8fc7\u65e9\u5ba3\u5e03\u80dc\u5229<\/strong><\/p>\n<p><strong>\u573a\u666f\uff1a<\/strong>\u667a\u80fd\u4f53\u5199\u5b8c500\u884c\u529f\u80fd\uff0c\u8f93\u51fa\u5df2\u5b8c\u6210\u3002\u5408\u5e76\u4ee3\u7801\u2014\u2014CI\u7ea2\u5c4f\uff0ctype check\u62a512\u4e2a\u9519\uff0c\u5355\u6d4b\u4e00\u4e2a\u6ca1\u8dd1\u8fc7\u3002<\/p>\n<p><strong>\u6839\u56e0\uff1a<\/strong>\u6ca1\u6709\u5f3a\u5236\u53cd\u9988\u5faa\u73af\u3002\u5224\u5b9a\u6765\u81ea\u81ea\u6211\u611f\u89c9\uff0c\u4e0d\u6765\u81ea\u673a\u5668\u53ef\u9a8c\u8bc1\u7684\u4e8b\u5b9e\u3002<\/p>\n<p><strong>\u89e3\u6cd5\uff1a<\/strong>\u53cd\u9988\u5b50\u7cfb\u7edf\u3002\u628a\u5224\u5b9a\u6743\u79fb\u4ea4\u7ed9\u9000\u51fa\u7801\u2014\u2014<strong>\u9000\u51fa\u7801\u22600\uff0c\u4efb\u52a1\u2260\u5b8c\u6210\u3002<\/strong><\/p>\n<p><strong><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/EA67F8318234F4BA42DD687A2695DE1D0AA7B3C8_size3_w292_h73.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/strong><\/p>\n<p><strong>\u4e0a\u4e0b\u6587\u7126\u8651\uff08ContextAnxiety\uff09<\/strong><\/p>\n<p><strong>\u573a\u666f\uff1a<\/strong>\u957f\u4efb\u52a1\u505a\u523070%\uff0c\u4e0a\u4e0b\u6587Token\u6570\u5feb\u6491\u6ee1\u7a97\u53e3\u3002\u667a\u80fd\u4f53\u5f00\u59cb\u8d76\u8fdb\u5ea6\u2014\u2014\u8df3\u8fc7\u6d4b\u8bd5\u3001\u5220\u8fb9\u754c\u5904\u7406\u3001\u5199stub\u6536\u5c3e\u3001\u5ba3\u5e03\u5b8c\u6210\u3002<\/p>\n<p><strong>\u6839\u56e0\uff1a<\/strong>\u6ca1\u6709\u65ad\u70b9\u7eed\u4f20\u3002\u611f\u77e5\u5230\u4e0a\u4e0b\u6587\u538b\u529b\u65f6\uff0c\u667a\u80fd\u4f53\u4f1a\u8bd5\u56fe\u5728\u8fd9\u4e2a\u4f1a\u8bdd\u5185\u505a\u5b8c\u6240\u6709\u4e8b\uff0c\u54ea\u6015\u4ee3\u4ef7\u662f\u8d28\u91cf\u5d29\u584c\u3002<\/p>\n<p><strong>\u89e3\u6cd5\uff1a<\/strong>\u72b6\u6001\u5b50\u7cfb\u7edf+\u4e3b\u52a8\u91cd\u542f\u3002\u6bcf\u5b8c\u6210\u4e00\u4e2a\u5b50\u4efb\u52a1\u7acb\u5373\u56de\u5199PROGRESS.md\uff1b\u4e0a\u4e0b\u6587Token\u7528\u91cf\u8d8570%\uff0c\u4e3b\u52a8\u505c\u4e0b\u3001\u5199\u5b8c\u65ad\u70b9\u3001\u5f00\u65b0\u4f1a\u8bdd\u3002<\/p>\n<p><strong><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/EA67F8318234F4BA42DD687A2695DE1D0AA7B3C8_size3_w292_h73.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/strong><\/p>\n<p><strong>\u8de8\u4f1a\u8bdd\u5931\u5fc6\uff08Cross-SessionAmnesia\uff09<\/strong><\/p>\n<p><strong>\u573a\u666f\uff1a<\/strong>\u7b2c\u4e00\u4e2a\u4f1a\u8bdd\u5199\u4e86\u7528\u6237\u6a21\u5757\uff0c\u7b2c\u4e8c\u4e2a\u4f1a\u8bdd\u5199\u8ba2\u5355\u6a21\u5757\u2014\u2014\u667a\u80fd\u4f53\u4e0d\u77e5\u9053\u7528\u6237\u6a21\u5757\u5df2\u5b58\u5728\uff0c\u53c8\u5199\u4e86\u4e00\u904dgetUserById\uff0c\u8ddf\u524d\u4e00\u7248\u63a5\u53e3\u7b7e\u540d\u51b2\u7a81\u3002<\/p>\n<p><strong>\u6839\u56e0\uff1a<\/strong>\u6ca1\u6709\u6301\u4e45\u5316\u72b6\u6001+\u6ca1\u6709\u9996\u8bfb\u7ea6\u5b9a\u3002<\/p>\n<p><strong>\u89e3\u6cd5\uff1a<\/strong>\u72b6\u6001\u5b50\u7cfb\u7edf+\u6307\u4ee4\u5b50\u7cfb\u7edf\u7ec4\u5408\u3002PROGRESS.md\u7ef4\u62a4\u5df2\u5b8c\u6210\u529f\u80fd\u6e05\u5355\uff1bAGENTS.md\u5199\u660e\u5f00\u4f1a\u8bdd\u7b2c\u4e00\u4ef6\u4e8b\u8bfbPROGRESS.md\uff1b\u51b2\u7a81\u65f6\u4ee5\u4ee3\u7801\u4e3a\u51c6\u2014\u2014\u4ed3\u5e93\u672c\u8eab\u662f\u552f\u4e00\u4e8b\u5b9e\u6765\u6e90\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/ECE39149CFF0F8E9AC3F1173BC5554567DC41A9F_size2_w112_h59.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>\u4e94\u6b65\u4ece\u96f6\u642d\u4e00\u4e2aHarness<\/strong><\/p>\n<p>\u642d\u5efa\u4e00\u4e2aHarness\uff0c\u5e76\u4e0d\u96be\u3002<\/p>\n<p>\u4e0b\u9762\u4e94\u6b65\u7528\u6587\u672c\u7f16\u8f91\u5668\u5373\u53ef\u5b8c\u6210\uff0c\u52a0\u8d77\u6765\u4e0d\u8d85\u8fc7200\u884c\u914d\u7f6e\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_22\/A1170C88AC434434A4B84B982B97E62336A21456_size451_w1080_h777.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"AI\u6210\u529f\u7387\u4ece20%\u98d9\u5230100%\uff01\u53ea\u9700\u4e00\u4e2aHarness\u6587\u4ef6\"  \/><\/p>\n<p><strong>\u7b2c1\u6b65&middot;\u6839\u76ee\u5f55\u5efaAGENTS.md<\/strong><\/p>\n<p>touch 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