{"id":12386,"date":"2026-09-18T18:20:05","date_gmt":"2026-09-18T10:20:05","guid":{"rendered":"https:\/\/infernews.com\/blog\/coding-harnessesplan-action-space-context-management\/"},"modified":"2026-09-18T18:20:05","modified_gmt":"2026-09-18T10:20:05","slug":"coding-harnessesplan-action-space-context-management","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/coding-harnessesplan-action-space-context-management\/","title":{"rendered":"[\u6280\u8853\u6587\u7ae0] Coding harnesses \u7de8\u7a0b\u4ee3\u7406 : Context \u7ba1\u7406\u3001\u898f\u5283\u8207\u52d5\u4f5c\u4ecb\u9762\u8ab0\u6700\u5f71\u97ff\u8868\u73fe?"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-772387fde34d.jpg\" alt=\"Hero image preview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 SWE-Bench Verified\u3001Terminal-Bench 2.1 \u5462\u985e\u57fa\u6e96\u4e0a,\u574a\u9593\u8a0e\u8ad6\u5f80\u5f80\u76f4\u63a5\u4ee5\u300cClaude \u7528\u67d0\u500b harness \u8868\u73fe\u6700\u597d\u300d\u4f5c\u7d50,\u4f8b\u5982 Cao et al. (2026) \u6bd4\u8f03\u5f8c\u767c\u73fe Claude-Opus-4.5 \u914d OpenHands \u6700\u5f37,\u800c Claude-Sonnet-4.5 \u5247\u5728 SWE-Agent \u4e0a\u8868\u73fe\u8f03\u4f73\u3002\u554f\u984c\u4fc2,\u7576\u6211\u54cb\u76f4\u63a5\u6bd4\u8f03\u5169\u500b\u5b8c\u6574\u5605 harness,\u6240\u89c0\u5bdf\u5230\u5605\u5dee\u7570\u5176\u5be6\u4fc2 plan\u3001action space\u3001context management \u4e09\u500b\u96f6\u4ef6\u540c\u6642\u8b8a\u5316\u5605\u7d50\u679c\u2014\u2014\u63db\u53e5\u8a71\u8b1b,\u300c\u908a\u500b harness \u6bd4\u8f03\u597d\u300d\u5462\u689d\u554f\u984c,\u6839\u672c\u7b54\u5514\u5230\u300c\u908a\u500b\u96f6\u4ef6\u6709\u7528\u300d\u3002\u4f5c\u8005\u6307\u51fa,\u4ee5\u5f80\u7814\u7a76\u591a\u628a harness \u8996\u70ba\u55ae\u4e00\u7cfb\u7d71\u53bb\u6bd4,\u7d50\u679c\u4ee4\u500b\u5225\u96f6\u4ef6\u5605\u6548\u7528\u96e3\u4ee5\u91d0\u6e05\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u5497\u62c6\u958b\u7747,\u5462\u7bc7\u8ad6\u6587\u7528\u5497\u4e00\u500b\u8f15\u91cf\u7d1a coding harness,\u56fa\u5b9a\u57f7\u884c\u8ff4\u5708,\u53ea\u6539\u52d5\u4e09\u500b\u96f6\u4ef6:\u898f\u5283\u3001\u52d5\u4f5c\u7a7a\u9593\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u3002\u5718\u968a\u7528\u56db\u500b\u6a21\u578b\u55ba SWE-Bench Verified \u540c Terminal-Bench 2.1 \u4e0a\u6e2c\u8a66\u5497 176 \u500b\u914d\u5c0d\u8a2d\u5b9a,\u6db5\u84cb\u4e94\u7a2e\u4e0a\u4e0b\u6587\u7ba1\u7406\u7b56\u7565\u3001\u56db\u7a2e\u4e0a\u4e0b\u6587\u8996\u7a97\u9810\u7b97,\u518d\u52a0\u898f\u5283\u540c\u52d5\u4f5c\u7a7a\u9593\u5605\u91dd\u5c0d\u6027\u6d88\u878d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u767c\u73fe\u5e7e\u500b\u6709\u8da3\u5605\u689d\u4ef6\u6027\u6548\u679c\u3002\u7b2c\u4e00,context \u7ba1\u7406\u55ba\u8996\u7a97\u9810\u7b97\u6108\u7dca\u5605\u6642\u5019\u6108\u6709\u50f9\u503c,\u5927\u90e8\u5206\u6548\u76ca\u5176\u5be6\u569f\u81ea\u907f\u514d context-overflow \u5931\u6557,\u800c\u975e\u63d0\u5347\u884c\u70ba\u8cea\u7d20\u3002\u7b2c\u4e8c,\u5728\u773e\u591a\u7b56\u7565\u4e2d,\u300c\u5148\u505a\u898f\u5247\u5f0f elision\u3001\u518d\u505a LLM \u6458\u8981\u300d\u5462\u7a2e\u5206\u968e\u6bb5\u505a\u6cd5\u6574\u9ad4\u6548\u7387\u6700\u9ad8;\u5141\u8a31\u88ab\u522a\u5167\u5bb9\u53ef\u6062\u5fa9\u5605\u6a5f\u5236,\u6a21\u578b\u5e7e\u4e4e\u5514\u6703\u7528\u5230,\u4ea6\u7121\u5e36\u569f\u6e96\u78ba\u5ea6\u63d0\u5347\u3002\u7b2c\u4e09,\u898f\u5283\u5605\u89d2\u8272\u6703\u96a8\u6a21\u578b\u80fd\u529b\u8b8a:\u5c0d\u5f31\u6a21\u578b\u4fc2\u6e96\u78ba\u5ea6\u5605\u652f\u67f1,\u5c0d\u5f37\u6a21\u578b\u5c31\u8b8a\u6210\u6173\u6210\u672c\u5605\u5de5\u5177,\u6e96\u78ba\u5ea6\u8b8a\u5316\u5514\u5927\u3002\u7b2c\u56db,\u9810\u5b9a\u7fa9\u5de5\u5177\u5c0d bash \u80fd\u529b\u5f31\u5605\u6a21\u578b\u6709\u5e6b\u52a9,\u4f46 bash \u80fd\u529b\u5f37\u5605\u6a21\u578b\u53ea\u9700\u8981 bash \u4ecb\u9762\u5c31\u5920,\u800c\u4e14\u55ba\u547d\u4ee4\u884c\u4e3b\u5c0e\u5605\u4efb\u52d9\u4e0a\u6210\u672c\u4f4e\u597d\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ecc\u8de1\u5206\u6790\u9032\u4e00\u6b65\u89e3\u91cb:context \u7ba1\u7406\u5ef6\u9577\u57f7\u884c\u8ecc\u8de1\u4f46\u5514\u5927\u5e45\u6539\u8b8a\u884c\u70ba,\u898f\u5283\u6539\u8b8a\u8ecc\u8de1\u505c\u6b62\u5605\u4f4d\u7f6e,\u52d5\u4f5c\u7a7a\u9593\u5c31\u6539\u8b8a\u7a0b\u5f0f\u78bc\u88ab\u5beb\u51fa\u569f\u5605\u7c92\u5ea6\u3002\u63db\u53e5\u8a71\u8b1b,\u4e09\u500b\u96f6\u4ef6\u5f71\u97ff\u5605\u5176\u5be6\u4fc2\u4ee3\u7406\u884c\u70ba\u5605\u5514\u540c\u9762\u5411\u3002\u5c0d\u5f9e\u4e8b\u7de8\u7a0b\u4ee3\u7406\u76f8\u95dc\u5de5\u4f5c\u5605\u4eba,\u5462\u5957\u6a21\u7d44\u5316\u6846\u67b6\u63d0\u4f9b\u5497\u4e00\u500b\u53ef\u4ee5\u7e7c\u7e8c\u7d2f\u7a4d\u3001\u6bd4\u8f03\u65b0\u96f6\u4ef6\u5605\u65b9\u6cd5,\u4ea6\u63d0\u793a\u8a2d\u8a08\u6642\u8981\u6309\u6a21\u578b\u80fd\u529b\u540c\u9810\u7b97\u505a\u53d6\u6368,\u800c\u975e\u76f2\u76ee\u5806\u780c\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u6458\u8981:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>harness \u5514\u61c9\u8a72\u7576\u6210\u55ae\u4e00\u7cfb\u7d71\u53bb\u6bd4,\u62c6\u958b plan\u3001action space\u3001context management \u4e09\u500b\u96f6\u4ef6\u5148\u7747\u5f97\u6e05<\/li>\n<li>context \u7ba1\u7406\u55ba\u8996\u7a97\u6108\u7dca\u6108\u6709\u7528,\u6838\u5fc3\u4fc2\u9632 overflow,\u800c\u975e\u63d0\u5347\u884c\u70ba\u8cea\u7d20<\/li>\n<li>\u898f\u5247\u5f0f elision \u914d\u5408 LLM \u6458\u8981\u5605\u5206\u968e\u6bb5\u7b56\u7565,\u6548\u7387\u8868\u73fe\u6700\u597d<\/li>\n<li>\u898f\u5283\u5c0d\u5f31\u6a21\u578b\u4fc2\u5fc5\u9700\u3001\u5c0d\u5f37\u6a21\u578b\u53ea\u4fc2\u6173\u9322<\/li>\n<li>bash \u80fd\u529b\u5920\u5f37\u5605\u6a21\u578b\u7528\u7d14 bash \u4ecb\u9762,\u55ba CLI \u4efb\u52d9\u4e0a\u53ef\u4ee5\u5927\u5e45\u964d\u4f4e\u6210\u672c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arxiv.org\/pdf\/2609.20804\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u540c\u4e00\u500b\u6a21\u578b,\u642d\u914d\u4e0d\u540c\u7684 coding harness,\u8868\u73fe\u53ef\u4ee5\u5dee\u5f88\u9060\u3002\u9019\u4efd\u5be6\u8b49\u7814\u7a76\u628a harness \u62c6\u6210\u4e09\u500b\u96f6\u4ef6\u9010\u500b\u6e2c,\u544a\u8a34\u4f60\u54ea\u500b\u96f6\u4ef6\u5728\u908a\u7a2e\u60c5\u6cc1\u4e0b\u771f\u6b63\u6709\u4f5c\u7528\u3002<\/p>\n","protected":false},"author":8,"featured_media":12385,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[116,197,24,38,146],"tags":[],"class_list":["post-12386","post","type-post","status-publish","format-standard","hentry","category-agentic","category-framework","category-aisoftware","category-38","category-146"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12386","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=12386"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12386\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12385"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12386"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12386"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12386"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}