{"id":2862,"date":"2026-11-11T23:05:18","date_gmt":"2026-11-12T06:05:18","guid":{"rendered":"https:\/\/traroro.com\/cognition-swe-2-flash-coding-model\/"},"modified":"2026-11-11T23:05:18","modified_gmt":"2026-11-12T06:05:18","slug":"cognition-swe-2-flash-coding-model","status":"publish","type":"post","link":"https:\/\/traroro.com\/zh\/cognition-swe-2-flash-coding-model\/","title":{"rendered":"Cognition\u525b\u63a8\u51fa\u4e00\u6b3e\u7de8\u7a0b\u6a21\u578b\uff1a\u901f\u5ea6\u5feb3\u500d\uff0c\u50f9\u9322\u53ea\u4fc2\u81ea\u5bb6\u65d7\u8266\u7248\u5605\u4e94\u5206\u4e4b\u4e00"},"content":{"rendered":"<p class=\"wp-block-paragraph\">2026\u5e7411\u67084\u65e5,Cognition\u2014\u2014AI\u8edf\u4ef6\u5de5\u7a0b\u5e2bDevin\u80cc\u5f8c\u5605\u516c\u53f8\u2014\u2014\u63a8\u51faSWE-2 Flash,\u5462\u500b\u7de8\u7a0b\u6a21\u578b\u5605\u904b\u884c\u901f\u5ea6\u4fc2\u81ea\u5bb6\u65d7\u8266\u7248SWE-2\u5605\u4e09\u500d,\u50f9\u9322\u53ea\u4fc2\u4e94\u5206\u4e4b\u4e00,\u800c\u4e14\u55ba\u516c\u53f8\u8ffd\u8e64\u5605\u8a55\u6e2c\u4e0a\u8d85\u8d8a\u6240\u6709\u7f8e\u570b\u958b\u6e90\u6b0a\u91cd\u6a21\u578b\u3002\u5462\u500b\u6a21\u578b\u55baDevin Desktop\u540cDevin CLI\u5167\u514d\u8cbb\u63d0\u4f9b,\u76f4\u523011\u670830\u65e5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><!--more--><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u500b\u7d30\u6a21\u578b\u505a\u7dca\u5927\u6a21\u578b\u5605\u5de5\u4f5c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-2 Flash\u4e26\u5514\u4fc2\u4e00\u822c\u610f\u7fa9\u4e0aSWE-2\u5605\u7e2e\u5c0f\u7248\u2014\u2014\u4f62\u4fc2\u5efa\u57fa\u65bc\u4e00\u500b\u5b8c\u5168\u5514\u540c\u3001\u7d30\u597d\u591a\u5605\u57fa\u790e\u6a21\u578b\u3002SWE-2\u904b\u884c\u65bc\u4e00\u500b2.8\u842c\u5104\u53c3\u6578\u3001\u6bcf\u6b21\u6fc0\u6d3b1040\u5104\u53c3\u6578\u5605\u6a21\u578b,\u800cFlash\u5c31\u4fc2\u5efa\u57fa\u65bcThinking Machines(\u7531\u524dOpenAI\u6280\u8853\u7e3d\u76e3Mira Murati\u5171\u540c\u5275\u7acb\u5605AI\u5be6\u9a57\u5ba4)\u63a8\u51fa\u5605Inkling-Small,\u7e3d\u53c3\u65782760\u5104,\u6fc0\u6d3b\u53c3\u6578\u53ea\u6709120\u5104\u3002\u55baCognition\u81ea\u5df1\u5605\u793a\u7bc4\u4e2d,\u91cd\u64ad\u540c\u4e00\u500bTerminal-Bench 4.0\u4efb\u52d9,SWE-2 Flash\u5605\u751f\u6210\u901f\u5ea6\u5927\u7d04\u6bcf\u79d2200\u500btoken,\u76f8\u6bd4SWE-2\u5605\u6bcf\u79d260\u500b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cognition\u81ea\u5df1\u5605\u8b1b\u6cd5\u4fc2:\u300c\u7d30\u6a21\u578b\u8d8a\u569f\u8d8a\u6709\u80fd\u529b\u8655\u7406\u8edf\u4ef6\u4ee3\u7406\u4eba\u597d\u5927\u90e8\u5206\u5605\u5de5\u4f5c\u300d\u2014\u2014\u81ea\u52d5\u5316\u3001\u4ee3\u78bc\u5be9\u67e5\u3001\u65e5\u5e38\u529f\u80fd\u958b\u767c\u3001\u6587\u6a94\u66f4\u65b0\u2014\u2014\u5462\u5572\u90fd\u4fc2\u5de5\u4f5c\u91cf\u5927\u3001\u98a8\u96aa\u76f8\u5c0d\u4f4e\u5605\u90e8\u5206,\u5514\u9700\u8981\u7528\u5230\u524d\u6cbf\u7d1a\u5605\u6a21\u578b\u5148\u505a\u5f97\u5230\u3002\u7d93\u6fdf\u6548\u76ca\u55ba\u5462\u88e1\u540c\u80fd\u529b\u4e00\u6a23\u91cd\u8981:\u4e00\u500b\u50f9\u9322\u53ea\u6709\u4e94\u5206\u4e4b\u4e00\u5605\u6a21\u578b,\u4ee4\u597d\u591a\u4ee5\u524d\u6210\u672c\u592a\u9ad8\u5605\u4ee3\u7406\u4eba\u5de5\u4f5c\u6d41\u7a0b(\u4f8b\u5982\u55ba\u80cc\u666f\u6301\u7e8c\u904b\u884c\u4e00\u500b\u4ee3\u7406\u4eba\u3001\u91cd\u65b0\u6aa2\u67e5\u6bcf\u4e00\u500bpull request)\u8b8a\u6210\u4e00\u500b\u5718\u968a\u771f\u6b63\u8ca0\u64d4\u5f97\u8d77\u3001\u53ef\u4ee5\u4e00\u76f4\u958b\u4f4f\u5605\u9078\u64c7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a13\u7df4\u65b9\u6cd5\u4e0a\u7a76\u7adf\u6709\u54a9\u65b0\u610f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Cognition\u8a71,\u5462\u6b21\u5605\u9032\u6b65\u5514\u53ea\u4fc2\u569f\u81ea\u5f37\u5316\u5b78\u7fd2\u2014\u2014\u5373\u4fc2\u6a21\u578b\u56e0\u6210\u529f\u4fee\u5fa9\u932f\u8aa4\u6216\u901a\u904e\u6e2c\u8a66\u800c\u7372\u5f97\u734e\u52f5\u5605\u8a13\u7df4\u968e\u6bb5\u3002\u55ba\u55f0\u500b\u968e\u6bb5\u4e4b\u524d,Flash\u7d93\u6b77\u5497\u516c\u53f8\u7a31\u4e4b\u70ba\u300c\u4e2d\u671f\u8a13\u7df4\u300d\u5605\u65b0\u968e\u6bb5:\u7528\u5e7e\u842c\u5104\u500btoken\u5605\u79d1\u5b78\u6587\u7ae0\u3001\u7db2\u8a8c\u3001\u4ee3\u78bc\u540c\u5176\u4ed6\u8cc7\u6599,\u5206\u4e09\u8f2a\u9935\u5165\u6a21\u578b,\u6700\u7a00\u7f3a\u3001\u8cea\u7d20\u6700\u9ad8\u5605\u8cc7\u6599\u7559\u5230\u6700\u5f8c\u3002\u4e4b\u5f8c\u5605\u5f37\u5316\u5b78\u7fd2\u968e\u6bb5\u5927\u81f4\u6cbf\u7528SWE-2\u539f\u6709\u5605\u65b9\u6cd5,\u9032\u6b65\u4e3b\u8981\u6b78\u529f\u65bc\u8cea\u7d20\u66f4\u9ad8\u3001\u66f4\u591a\u5143\u5316\u5605\u8a13\u7df4\u4efb\u52d9\u2014\u2014\u7d93\u904e\u5be9\u6838,\u78ba\u4fdd\u6307\u4ee4\u6b63\u78ba\u3001\u74b0\u5883\u771f\u5be6\u3001\u9a57\u8b49\u53ef\u9760,\u800c\u5514\u55ae\u7d14\u4fc2\u6578\u91cf\u589e\u52a0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f9e\u539f\u59cb\u5605Inkling-Small\u57fa\u790e\u6a21\u578b,\u5230\u6700\u7d42\u5b8c\u6210\u5605SWE-2 Flash,\u5462\u500b\u9032\u6b65\u5e45\u5ea6\u5c31\u4fc2\u65b9\u6cd5\u594f\u6548\u5605\u6700\u6e05\u6670\u8b49\u64da:\u55baTerminal-Bench 4.0,\u57fa\u790e\u6a21\u578b\u5f97\u52060.9%;Flash\u5f97\u520620.0%\u3002\u55baSWE-Bench Pro v2 Hard(\u4e00\u500b\u6a21\u64ec\u771f\u5be6PR\u898f\u6a21\u7de8\u7a0b\u4efb\u52d9\u5605\u8a55\u6e2c),\u57fa\u790e\u6a21\u578b\u5f9756.5\u5206;Flash\u5f9789.9\u5206\u3002\u55baFrontierCode 2.0,Flash\u560524.0\u5206\u751a\u81f3\u4e9b\u5fae\u8d85\u8d8aSWE-2\u81ea\u5df1\u560523.8\u5206\u2014\u2014\u5462\u500b\u4fc2\u4e00\u500b\u7f55\u898b\u5605\u4f8b\u5b50:\u66f4\u4fbf\u5b9c\u3001\u66f4\u5feb\u5605\u6a21\u578b\u55ba\u67d0\u500b\u8a55\u6e2c\u4e0a\u96aa\u52dd\u81ea\u5df1\u5605\u5927\u54e5,\u4e0d\u904eSWE-2\u55baTerminal-Bench 4.0(27.3\u5206)\u540cDeepSWE 1.1(73.0\u5206,\u5c0d\u6bd4Flash\u560560.1\u5206)\u4ecd\u7136\u660e\u986f\u9818\u5148\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u523b\u610f\u5514\u516c\u958b\u5605\u90e8\u5206:\u6a21\u578b\u6b0a\u91cd<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Cognition\u660e\u78ba\u8868\u793a\u5514\u6703\u516c\u958bSWE-2 Flash\u5605\u6a21\u578b\u6b0a\u91cd,\u4e26\u5766\u767d\u8b1b\u660e\u539f\u56e0:\u7db2\u7d61\u653b\u64ca\u98a8\u96aa\u3002\u5462\u500b\u64d4\u6182\u5c0d\u5462\u500b\u6a21\u578b\u569f\u8b1b\u4e26\u975e\u7a7a\u60f3\u2014\u2014\u8a13\u7df4\u4f62\u63d0\u5347\u7de8\u7a0b\u80fd\u529b\u5605\u540c\u6642,\u4ea6\u660e\u986f\u63d0\u5347\u5497\u4f62\u5605\u6f0f\u6d1e\u958b\u767c\u80fd\u529b,ExploitBench\u5f97\u5206\u7531\u57fa\u790e\u6a21\u578b\u560511.3%\u5347\u5230\u8a13\u7df4\u5f8c\u560534.8%\u3002\u516c\u53f8\u4e26\u5187\u9078\u64c7\u958b\u6e90,\u800c\u4fc2\u8a71\u6703\u5efa\u7acb\u4e00\u500b\u8a08\u5283,\u300c\u5b89\u5168\u5730\u540c\u503c\u5f97\u4fe1\u8cf4\u5605\u696d\u754c\u5925\u4f34\u540c\u7814\u7a76\u6a5f\u69cb\u300d\u5206\u4eab\u6b0a\u91cd,\u8b93\u4f01\u696d\u540c\u653f\u5e9c\u7372\u5f97\u672c\u5730\u90e8\u7f72\u63a7\u5236\u540c\u5be9\u6838\u80fd\u898b\u5ea6,\u8a73\u60c5\u627f\u8afe\u300c\u5e7e\u500b\u661f\u671f\u5167\u300d\u516c\u5e03\u3002\u76ee\u524d\u672a\u6709\u78ba\u5b9a\u65e5\u671f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u514d\u8cbb\u8a66\u7528\u671f\u904e\u5f8c,\u4ef2\u6709\u54a9\u503c\u5f97\u7559\u610f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">11\u670830\u65e5\u524d\u5605\u514d\u8cbb\u671f\u53ea\u4fc2\u8a66\u7528,\u4e26\u975e\u6b63\u5f0f\u5605\u5546\u696d\u6a21\u5f0f\u2014\u2014Cognition\u5c1a\u672a\u516c\u5e03\u7368\u7acbAPI\u5b9a\u50f9,\u4ea6\u672a\u5b9a\u4e0bDevin\u4ee5\u5916\u5605\u516c\u958b\u767c\u5e03\u65e5\u671f\u3002\u4f46\u5462\u500b\u8209\u52d5\u7b26\u5408\u4eca\u5e74\u696d\u754c\u4e00\u76f4\u5728\u5f62\u6210\u5605\u6a21\u5f0f:\u5404\u5927\u5be6\u9a57\u5ba4\u5c07\u7522\u54c1\u7dda\u5206\u6210\u5169\u985e,\u4e00\u985e\u4fc2\u6602\u8cb4\u3001\u80fd\u529b\u6700\u5f37\u5605\u65d7\u8266\u7248,\u53e6\u4e00\u985e\u4fc2\u4fbf\u5b9c\u3001\u5feb\u901f,\u5c08\u9580\u7528\u569f\u8655\u7406\u4ee3\u7406\u4eba\u5de5\u4f5c\u4e2d\u5927\u91cf\u91cd\u8907\u3001\u4f4e\u98a8\u96aa\u5605\u90e8\u5206\u2014\u2014\u540cOpenAI\u540cAnthropic\u81ea\u5df1\u5605\u300cmini\u300d\u540c\u300cflash\u300d\u7d1a\u5225\u80cc\u5f8c\u5605\u908f\u8f2f\u4e00\u6a23,\u53ea\u4fc2\u5462\u6b21\u5957\u7528\u55ba\u4e00\u500b\u5c08\u653b\u7de8\u7a0b\u5605\u4ee3\u7406\u4eba\u8eab\u4e0a,\u800c\u5514\u4fc2\u4e00\u822c\u804a\u5929\u6a5f\u68b0\u4eba\u3002\u5982\u679cCognition\u5605\u8a55\u6e2c\u6578\u64da\u55ba\u514d\u8cbb\u671f\u7d50\u675f\u3001\u771f\u5be6\u4f7f\u7528\u6578\u64da\u51fa\u73fe\u4e4b\u5f8c\u4ecd\u7136\u7ad9\u5f97\u4f4f\u8173,SWE-2 Flash\u5c07\u6703\u4fc2\u5176\u4e2d\u4e00\u500b\u6700\u5be6\u5728\u5605\u8b49\u64da,\u8b49\u660e\u4e00\u500b\u8a13\u7df4\u5f97\u5b9c\u3001\u898f\u6a21\u660e\u986f\u7d30\u597d\u591a\u5605\u6a21\u578b,\u800c\u5bb6\u5df2\u7d93\u53ef\u4ee5\u7528\u4e00\u5c0f\u90e8\u5206\u6210\u672c\u5b8c\u6210\u8edf\u4ef6\u4ee3\u7406\u4eba\u5927\u90e8\u5206\u5605\u65e5\u5e38\u5de5\u4f5c\u2014\u2014\u5b8c\u5168\u5514\u9700\u8981\u80cc\u5f8c\u904b\u884c\u55f0\u500b\u9f90\u5927\u5605\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u5716\u7247\u4f86\u6e90:Lukas Blazek,Pexels\u3002<\/em><\/p>","protected":false},"excerpt":{"rendered":"<p>On November 4, 2026, Cognition \u2014 the startup behind the AI software engineer Devin \u2014 released SWE-2 Flash, a coding model built to run three times faster and cost one-fifth as much as its own flagship, SWE-2, while beating every other American open-weight model on the benchmarks the company tracks&#8230;.<\/p>","protected":false},"author":0,"featured_media":2865,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[251],"tags":[],"class_list":["post-2862","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/traroro.com\/wp-content\/uploads\/2026\/11\/ai_swe2flash-scaled.jpg","_links":{"self":[{"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/posts\/2862","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/comments?post=2862"}],"version-history":[{"count":0,"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/posts\/2862\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/media\/2865"}],"wp:attachment":[{"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/media?parent=2862"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/categories?post=2862"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/traroro.com\/zh\/wp-json\/wp\/v2\/tags?post=2862"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}