{"id":10025,"date":"2026-07-08T19:25:16","date_gmt":"2026-07-08T11:25:16","guid":{"rendered":"https:\/\/infernews.com\/blog\/skillopt-lite-and-harnessopt-optimize-your-skill-or-harness-with-one-line-of-vib\/"},"modified":"2026-07-08T19:25:16","modified_gmt":"2026-07-08T11:25:16","slug":"skillopt-lite-and-harnessopt-optimize-your-skill-or-harness-with-one-line-of-vib","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/skillopt-lite-and-harnessopt-optimize-your-skill-or-harness-with-one-line-of-vib\/","title":{"rendered":"SkillOpt-Lite\uff1a\u5e6b coding agent \u81ea\u6211\u6539\u826f"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-516514f7567f.jpg\" alt=\"SkillOptLite \/ HarnessOpt pipeline\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u5c11\u4eba\u7528 coding agent \u6642\uff0c\u5361\u4f4d\u4e0d\u5728\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728 prompt\u3001skill \u6587\u4ef6\u540c\u57f7\u884c\u6d41\u7a0b\u9ede\u6a23\u4e00\u8def\u4fee\u6b63\u3002SkillOpt-Lite \u9023\u540c HarnessOpt \u5c31\u662f\u91dd\u5c0d\u9019\u500b\u4f4d\u7f6e\u800c\u4f86\u7684 Agentic \u5de5\u5177\uff1a\u628a\u8a55\u6e2c\u3001\u4fee\u6539\u3001\u9a57\u8b49\u540c\u56de\u6efe\u5305\u6210\u5169\u500b slash command\uff0c\u8b93 coding agent \u5728\u5c0d\u8a71\u74b0\u5883\u5167\u81ea\u52d5\u8fed\u4ee3\u6539\u5584\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u53cd\u5c0d\u4e00\u7a2e\u5e38\u898b\u7bc4\u5f0f\uff1a\u6bcf\u6b21\u8868\u73fe\u4e0d\u597d\uff0c\u5c31\u624b\u52d5\u6539 prompt\u3001\u91cd\u8dd1\u5c11\u91cf\u6a23\u672c\uff0c\u518d\u6191\u611f\u89ba\u6c7a\u5b9a\u6709\u6c92\u6709\u9032\u6b65\u3002\u4f5c\u8005\u6539\u7528 looped improvements \u914d\u5408 validation-gated rollback\uff0c\u5148\u8dd1\u4e00\u6279 scored rollouts\uff0c\u5c07\u5931\u6557\u6a23\u672c\u4ea4\u56de coding agent \u4fee\u88dc\uff0c\u518d\u7528 val split \u6c7a\u5b9a\u4fdd\u7559\u9084\u662f\u9084\u539f\uff1b\u7126\u9ede\u4e0d\u662f fine-tuning\uff0c\u4e5f\u4e0d\u662f\u589e\u52a0 inference-time overhead\uff0c\u800c\u662f\u628a\u73fe\u6709 agent workflow \u7cfb\u7d71\u5316\u5730\u512a\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u7406\u89e3\u4e0a\uff0c\u9019\u500b\u9805\u76ee\u4e0d\u662f\u53eb\u4f60\u5728 shell \u9010\u6b65\u780c\u74b0\u5883\uff0c\u800c\u662f\u628a repo \u8cc7\u6599\u593e\u76f4\u63a5\u958b\u9032\u652f\u63f4 <code>.github\/prompts\/*.prompt.md<\/code> \u7684 coding agent\uff0c\u4f8b\u5982 VS Code Copilot Chat\u3001Codex CLI\u3001Claude Code\u3002\u74b0\u5883\u5b89\u88dd\u3001\u9a57\u8b49\u3001\u8cc7\u6599\u4e0b\u8f09\u7531 agent \u5354\u52a9\u8655\u7406\uff1b\u73fe\u6210 benchmark \u5305\u62ec LiveMath\u3001SpreadsheetBench\u3001ALFWorld\u3001DocVQA\u3001OfficeQA \u540c SearchQA\uff0c\u4ea6\u652f\u63f4\u5e36\u5165\u81ea\u5bb6 repo \u8207\u8cc7\u6599\u683c\u5f0f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SkillOpt-Lite<\/strong> \u53ea\u6539 <code>skill.md<\/code>\uff0c\u9069\u5408\u5148\u9a57\u8b49 prompt\/skill \u5c64\u9762\u7684\u6539\u5584<\/li>\n<li><strong>HarnessOpt<\/strong> \u9023 agent harness \u4e00\u8d77\u6539\uff0c\u5305\u62ec rollout\u3001react-agent\u3001executor \u7b49\u7a0b\u5f0f\u90e8\u5206<\/li>\n<li>\u4ee5 val gate \u6c7a\u5b9a\u4fdd\u7559\u6216\u56de\u6efe\uff0c\u6bd4\u55ae\u770b\u4e00\u6b21 train \u7d50\u679c\u66f4\u7a69\u9663<\/li>\n<li>\u5b98\u65b9\u91cd\u9ede\u662f\u300cno fine-tuning, no inference-time overhead\u300d\uff0c\u53d6\u5411\u660e\u986f\u504f\u5411\u4f4e\u6210\u672c\u8fed\u4ee3<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ddf\u540c\u985e\u505a\u6cd5\u76f8\u6bd4\uff0c\u5b83\u7684\u5dee\u7570\u4e0d\u5728\u65bc\u63a8\u51fa\u65b0\u6a21\u578b\uff0c\u800c\u662f\u628a\u300c\u7531 agent \u81ea\u5df1\u6839\u64da\u5931\u6557\u7d00\u9304\u4fee\u88dc\u81ea\u5df1\u300d\u505a\u6210\u53ef\u91cd\u8986\u6d41\u7a0b\u3002\u516c\u958b\u5167\u5bb9\u63d0\u5230\u5728 6 \u500b benchmarks \u6709\u7d50\u679c\uff0c\u4ea6\u5c55\u793a\u904e GPT-5.4-nano \u914d\u5408 HarnessOpt \u53ef\u8d85\u904e\u8f03\u9ad8\u968e\u6a21\u578b\u914d\u6a19\u6e96 harness \u7684\u60c5\u6cc1\uff1b\u4e0d\u904e\u73fe\u6642\u8f03\u4f9d\u8cf4 coding agent \u5de5\u4f5c\u6d41\uff0c\u6700\u9069\u5408\u505a agent \u8a55\u6e2c\u3001\u63d0\u793a\u5de5\u7a0b\u3001\u5167\u90e8\u5de5\u5177\u81ea\u52d5\u5316\u7684\u5718\u968a\uff0c\u800c\u4e0d\u662f\u55ae\u7d14\u60f3\u4e0b\u8f09\u4e00\u500b\u6a21\u578b\u5373\u7528\u7684\u4eba\u3002\u76f8\u95dc\u6a21\u578b\u8207\u76ee\u6a19\u4f8b\u5b50\u5247\u5305\u62ec GPT-5.4-nano\u3001GPT-5.5\uff0c\u4ee5\u53ca\u5404\u7a2e\u53ef\u8b80\u53d6 prompt \u6a94\u7684 coding agents\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/evolvinglmms-lab.github.io\/SkillOpt-Lite\/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/EvolvingLMMs-Lab\/SkillOpt-Lite\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.03451\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u4ee4 coding agent \u8d8a\u8dd1\u8d8a\u6e96\uff0c\u5462\u500b\u9805\u76ee\u7528\u804a\u5929\u6307\u4ee4\u5c31\u53ef\u4ee5\u53cd\u8986\u8a66\u932f\u3001\u9a57\u8b49\u540c\u56de\u6efe\u3002\u5b83\u4e0d\u662f\u518d\u8a13\u7df4\u6a21\u578b\uff0c\u800c\u662f\u76f4\u63a5\u6539\u9032 skill \u8207 agent \u6d41\u7a0b\u3002<\/p>\n","protected":false},"author":8,"featured_media":10024,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,159,146,199,201],"tags":[],"class_list":["post-10025","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-vibe-coding","category-146","category-dataset-","category-skill-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10025","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=10025"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10024"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}