{"id":11551,"date":"2026-08-27T17:37:19","date_gmt":"2026-08-27T09:37:19","guid":{"rendered":"https:\/\/infernews.com\/blog\/jit-agent\/"},"modified":"2026-08-27T17:37:19","modified_gmt":"2026-08-27T09:37:19","slug":"jit-agent","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/jit-agent\/","title":{"rendered":"JIT-Agent\uff1a\u8b93\u6a21\u578b\u5373\u6642\u5beb\u51fa\u5c08\u5c6c\u4ee3\u7406\u6846\u67b6"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-663714633609.jpg\" alt=\"JIT-Agent\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u6df1\u5ea6\u7814\u7a76\u3001\u65e5\u5e38\u5de5\u4f5c\u6216\u5de5\u4f5c\u5340\u64cd\u4f5c\u7b49\u4e0d\u540c\u4efb\u52d9\uff0c\u56fa\u5b9a\u4e0d\u8b8a\u7684\u4ee3\u7406\u6846\u67b6\u672a\u5fc5\u80fd\u6709\u6548\u8f49\u7528\u3002JIT-Agent \u5c6c\u65bc\u4e00\u500b meta-agent \u6a21\u578b\u9805\u76ee\uff0c\u63a5\u6536\u4efb\u52d9\u898f\u683c\u3001\u5354\u8b70\u3001\u5de5\u5177\u53ca\u6280\u80fd\u8a3b\u518a\u8868\uff0c\u518d\u70ba\u73fe\u6210\u7684 agentic LLM \u751f\u6210\u7279\u5b9a\u4efb\u52d9\u7684\u53ef\u57f7\u884c harness\uff0c\u8655\u7406\u4ee3\u7406\u6d41\u7a0b\u96e3\u4ee5\u9069\u914d\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">JIT-Agent-27B \u4e26\u975e\u76f4\u63a5\u53d6\u4ee3\u5e95\u5c64\u6a21\u578b\uff0c\u800c\u662f\u8ca0\u8cac\u7d44\u5408\u5305\u88dd\u6a21\u578b\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u6bcf\u500b harness \u7531 memory\u3001planning\u3001action \u53ca capability orchestration \u56db\u500b\u6a21\u7d44\u7d44\u6210\uff0c\u4e26\u900f\u904e HarnessFactory \u7684\u5171\u4eab\u4ecb\u9762\u8f38\u51fa\u7d50\u69cb\u5316\u7a0b\u5f0f\u78bc\uff0c\u907f\u514d\u6bcf\u6b21\u90fd\u7531\u6a21\u578b\u81ea\u7531\u64b0\u5beb\u6574\u5957\u4ee3\u7406\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6309\u4efb\u52d9\u751f\u6210\u4e0d\u540c\u7684\u8a18\u61b6\u3001\u898f\u5283\u548c\u884c\u52d5\u6d41\u7a0b<\/li>\n<li>\u53ef\u5305\u88dd\u4e0d\u540c\u7684 off-the-shelf agentic LLM<\/li>\n<li>\u6e2c\u8a66\u671f\u9593\u6703\u6839\u64da trace \u8207 feedback \u4fee\u8a02 harness<\/li>\n<li>\u751f\u6210\u5668\u4fdd\u6301 frozen\uff0c\u6539\u9032\u5167\u5bb9\u5beb\u5165 harness archive<\/li>\n<li>\u6db5\u84cb\u7814\u7a76\u3001\u8fa6\u516c\u3001\u898f\u5283\u53ca workspace \u985e\u4ee3\u7406\u57fa\u6e96<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u985e\u65b9\u6848\u901a\u5e38\u5148\u6e96\u5099\u4e00\u500b\u901a\u7528 scaffold\uff0c\u518d\u671f\u5f85\u5b83\u5728\u4e0d\u540c\u4efb\u52d9\u4e2d\u8f49\u79fb\uff1bJIT-Agent \u5c07\u53ef\u8f49\u79fb\u7684\u80fd\u529b\u653e\u5728 harness \u751f\u6210\u8207\u6f14\u5316\uff0c\u800c\u4e0d\u662f\u53ea\u4f9d\u8cf4 base model \u64f4\u5927\u3002\u4ee3\u50f9\u662f\u7cfb\u7d71\u9700\u8981\u4efb\u52d9\u898f\u683c\u3001\u5de5\u5177\u8a3b\u518a\u8868\u3001\u904e\u5f80 harness \u53ca\u6e2c\u8a66\u56de\u994b\uff0c\u751f\u6210\u54c1\u8cea\u4ea6\u6703\u53d7\u9019\u4e9b\u8f38\u5165\u5f71\u97ff\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">JIT-Agent \u628a jit\/\u3001scripts\/\u3001harness_factory\/\u3001benchmark\/ \u53ca dataset\/ \u5206\u958b\uff0c\u6db5\u84cb\u751f\u6210\u8207\u4fee\u5fa9\u63d0\u793a\u3001\u4ee3\u7406\u6838\u5fc3\u3001\u8a55\u4f30\u5668\u548c\u57fa\u6e96\u9069\u914d\u5668\u3002 JIT-Agent-27B \u5728\u4e5d\u500b\u4ee3\u7406\u57fa\u6e96\u4e2d\u9818\u5148\u516b\u500b\u3002\u9069\u5408\u7814\u7a76\u4ee3\u7406\u67b6\u69cb\u3001\u9700\u8981\u70ba\u591a\u985e\u5de5\u4f5c\u6e2c\u8a66\u6d41\u7a0b\u7684\u5718\u968a\uff0c\u4ee5\u53ca\u60f3\u6bd4\u8f03\u300c\u64f4\u5927\u5e95\u5c64\u6a21\u578b\u300d\u8207\u300c\u6539\u9032 harness\u300d\u6548\u679c\u7684\u4eba\u54e1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/guibinz.top\/JIT-site\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/bingreeky\/JIT\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/JIT-Agent\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>JIT-Agent-27B\u6703\u6309\u4efb\u52d9\u5373\u6642\u7d44\u5408\u53ef\u57f7\u884c\u7684\u4ee3\u7406\u6846\u67b6\uff0c\u4ee4\u540c\u4e00\u500b Agentic LLM \u66f4\u8cbc\u8fd1\u7814\u7a76\u3001\u8fa6\u516c\u53ca\u898f\u5283\u5de5\u4f5c\u3002<\/p>\n","protected":false},"author":8,"featured_media":11550,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,116,76,146,197,199],"tags":[],"class_list":["post-11551","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-146","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11551","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=11551"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11551\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11550"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11551"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11551"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11551"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}