{"id":10903,"date":"2026-08-11T15:31:14","date_gmt":"2026-08-11T07:31:14","guid":{"rendered":"https:\/\/infernews.com\/blog\/ouroboros-self-creating-ai-agent\/"},"modified":"2026-08-11T15:31:59","modified_gmt":"2026-08-11T07:31:59","slug":"ouroboros-self-creating-ai-agent","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/ouroboros-self-creating-ai-agent\/","title":{"rendered":"Ouroboros \u628a AI \u4ee3\u7406\u8b8a\u6210\u300c\u81ea\u6211\u6f14\u5316\u300d"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/Ouroboros-AI.jpg\" alt=\"Terminal-Bench 2.1: Ouroboros against Claude Code, Codex CLI, Cursor CLI, and Hermes on matched models, with a same-harn\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u6b21\u6027\u5b8c\u6210\u6307\u4ee4\u7684 AI agent \u5df2\u7d93\u4e0d\u5c11\u898b\uff0c\u4f46\u80fd\u5920\u8de8\u4efb\u52d9\u3001\u8de8\u91cd\u555f\u4fdd\u7559\u8eab\u4efd\u3001\u8a18\u61b6\u540c\u6b77\u53f2\uff0c\u4ef2\u53ef\u4ee5\u6301\u7e8c\u4fee\u6539\u81ea\u5df1\u904b\u884c\u65b9\u5f0f\u7684\u4e26\u4e0d\u591a\u3002Ouroboros \u5c6c\u65bc\u958b\u6e90\u901a\u7528\u578b AI agent\uff0c\u8655\u7406\u7684\u662f\u9577\u9031\u671f\u5de5\u4f5c\u6703\u65b7\u7dda\u3001\u5931\u61b6\uff0c\u540c\u57cb\u96e3\u4ee5\u6301\u7e8c\u6539\u9032\u4ee3\u7406\u672c\u8eab\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0d\u662f\u55ae\u7d14\u80fd\u958b\u591a\u500b specialist agents\uff0c\u800c\u662f\u4fdd\u7559\u300c\u540c\u4e00\u500b\u8ca0\u8cac\u4efb\u4e3b\u9ad4\u300d\u53bb\u5354\u8abf\u7814\u7a76\u3001\u5efa\u69cb\u3001\u9a57\u8b49\u540c\u5be9\u67e5\u3002\u5462\u7a2e\u505a\u6cd5\u5c0d\u5916\u90e8\u7a0b\u5f0f\u78bc\u9805\u76ee\u3001\u9700\u8981\u9577\u6642\u9593\u8ffd\u8e64\u8b49\u64da\u7684\u5de5\u4f5c\u6d41\u7279\u5225\u6709\u7528\uff1b\u4ee3\u50f9\u662f\u7cfb\u7d71\u91ce\u5fc3\u5f88\u5927\uff0c\u5c0d\u4f7f\u7528\u8005\u4f86\u8aaa\u4ea6\u610f\u5473\u8981\u63a5\u53d7\u4e00\u500b\u6703\u52d5\u5230\u81ea\u8eab\u7a0b\u5f0f\u78bc\u3001prompt\u3001tools \u751a\u81f3 dependencies \u7684\u4ee3\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"c0c3c5\" data-has-transparency=\"true\" style=\"--dominant-color: #c0c3c5;\" loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/Ouroboros.png\" alt=\"\" class=\"wp-image-10905 has-transparency\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/Ouroboros.png 800w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/Ouroboros-300x200.png 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/Ouroboros-768x512.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Ouroboros \u53ef\u7576\u539f\u751f\u684c\u9762\u7a0b\u5f0f\u4f7f\u7528\uff0c\u4e5f\u53ef\u8d70 headless CLI\uff0cWindows x64 \u540c\u591a\u7a2e Linux \u767c\u884c\u7248\u90fd\u6709\u767c\u4f48\u7248\u672c\u3002\u57f7\u884c\u671f\u6703\u628a repository\u3001durable memory\u3001history \u540c\u4ecb\u9762\u7559\u5728\u672c\u6a5f\uff0c\u6a21\u578b\u63a8\u7406\u5247\u53ef\u63a5\u99c1\u4f60\u81ea\u884c\u8a2d\u5b9a\u7684\u9060\u7aef API\uff0c\u6216\u8005\u7528\u672c\u5730 GGUF \u6a21\u578b\uff0c\u5c0d\u60f3\u4fdd\u7559\u8cc7\u6599\u63a7\u5236\u6b0a\u7684\u4eba\u8f03\u6709\u5438\u5f15\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u958b\u6e90\u901a\u7528\u578b AI agent\uff0c\u91cd\u9ede\u5728\u6301\u7e8c\u8eab\u4efd\u3001durable memory \u8207\u81ea\u6211\u4fee\u6539<\/li>\n\n\n\n<li>\u53ef\u5354\u8abf\u4e00\u7d44 specialist agents\uff0c\u4f46\u6700\u7d42\u8cac\u4efb\u4ecd\u7531\u55ae\u4e00 root agent \u627f\u64d4<\/li>\n\n\n\n<li>\u652f\u63f4\u684c\u9762 app \u8207 CLI\uff0c\u9069\u5408\u9577\u6642\u9593\u904b\u884c\u6216\u63a5\u624b\u5916\u90e8\u7a0b\u5f0f\u78bc\u9805\u76ee<\/li>\n\n\n\n<li>\u672c\u6a5f\u4fdd\u5b58\u8a18\u61b6\u8207\u6b77\u53f2\uff0c\u6a21\u578b\u53ef\u7528\u9060\u7aef API \u6216\u672c\u5730 GGUF \u683c\u5f0f\u5728\u672c\u5730\u57f7\u884c\u63a8\u7406<\/li>\n\n\n\n<li>\u5b98\u65b9\u5217\u51fa Terminal-Bench 2.1\u3001OSWorld-Verified\u3001CL-Bench \u7684 self-reported \u6210\u7e3e<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ouroboros \u516c\u958b\u4e86\u5728 Terminal-Bench 2.1\u3001OSWorld-Verified \u540c CL-Bench \u7684 self-reported \u7d50\u679c\uff0c\u4e26\u4ee5 matched model \u6216\u516c\u958b\u6392\u884c\u699c\u5c0d\u7167 Codex\u3001Claude Code\u3001Cursor\u3001Hermes\u3002\u5462\u985e\u6578\u5b57\u6709\u53c3\u8003\u50f9\u503c\uff0c\u4f46\u4ecd\u8981\u7559\u610f\u5b83\u5c6c\u81ea\u5831\u7d50\u679c\uff1b\u8f03\u53ef\u53d6\u7684\u662f\uff0c\u9805\u76ee\u540c\u6642\u5f37\u8abf traces\u3001evidence \u540c\u53ef\u91cd\u73fe\u6027\uff0c\u986f\u793a\u5b83\u60f3\u628a\u91cd\u9ede\u653e\u5728\u53ef\u6aa2\u67e5\u7684\u904e\u7a0b\uff0c\u800c\u4e0d\u53ea\u662f\u6700\u7d42\u5206\u6578\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u9ad4\u4f86\u770b\uff0cOuroboros \u9069\u5408\u7814\u7a76\u578b\u958b\u767c\u8005\u3001\u60f3\u5efa\u7acb\u9577\u8a18\u61b6 agent \u7684\u5718\u968a\uff0c\u4ee5\u81f3\u9700\u8981\u4ee3\u7406\u9577\u671f\u63a5\u624b\u8edf\u4ef6\u5de5\u4f5c\u6d41\u7684\u4eba\u3002\u5b83\u5438\u5f15\u4eba\u7684\u5730\u65b9\u5728\u65bc\u628a agent \u7531\u300c\u4e00\u6b21\u6027\u52a9\u624b\u300d\u63a8\u5411\u300c\u53ef\u5ef6\u7e8c\u500b\u9ad4\u300d\uff0c\u4f46\u540c\u6642\u4e5f\u628a\u98a8\u96aa\u4e00\u4f75\u5e36\u9032\u4f86\uff1a\u81ea\u6211\u6f14\u5316\u6108\u5f37\uff0c\u6108\u9700\u8981\u6e05\u695a\u908a\u754c\u3001\u9a57\u8b49\u6d41\u7a0b\u540c\u8cac\u4efb\u6b78\u5c6c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ouroboros-agent.ai\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/razzant\/ouroboros\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5b83\u4e0d\u53ea\u6703\u63a5\u4efb\u52d9\uff0c\u9084\u6703\u8a18\u4f4f\u81ea\u5df1\u505a\u904e\u4ec0\u9ebc\uff0c\u751a\u81f3\u6539\u5beb\u81ea\u5df1\u3002\u5c0d\u60f3\u9577\u671f\u904b\u884c AI agent \u7684\u5718\u968a\uff0c\u5462\u7a2e\u8a2d\u8a08\u5e7e\u6709\u5438\u5f15\u529b\u3002<\/p>\n","protected":false},"author":8,"featured_media":10902,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,137,158,168,166,199],"tags":[],"class_list":["post-10903","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-api","category-ide","category-linux","category-mac","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10903","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=10903"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10903\/revisions"}],"predecessor-version":[{"id":10906,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10903\/revisions\/10906"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10902"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10903"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10903"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10903"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}