{"id":10619,"date":"2026-08-01T03:53:32","date_gmt":"2026-07-31T19:53:32","guid":{"rendered":"https:\/\/infernews.com\/blog\/executable-measurable-and-reproducible-ai4ai-toward-recursive-self-improvement-h\/"},"modified":"2026-08-01T03:53:32","modified_gmt":"2026-07-31T19:53:32","slug":"executable-measurable-and-reproducible-ai4ai-toward-recursive-self-improvement-h","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/executable-measurable-and-reproducible-ai4ai-toward-recursive-self-improvement-h\/","title":{"rendered":"OpenRSI \u60f3\u628a AI \u7814\u767c\u6d41\u7a0b\u8b8a\u6210\u53ef\u57f7\u884c\u7cfb\u7d71"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-5f75203d7676.jpg\" alt=\"OpenRSI by Frontis\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">OpenRSI(Recursive Self-Improvement) \u5514\u4fc2\u55ae\u7368\u653e\u51fa\u4e00\u500b\u6a21\u578b\uff0c\u800c\u4fc2\u628a\u300cAI improving AI\u300d\u62c6\u6210\u53ef\u4ee5\u57f7\u884c\u3001\u91cf\u5ea6\u540c\u91cd\u73fe\u7684\u6574\u5957\u6a5f\u68b0\u5b78\u7fd2\u5de5\u7a0b\u6d41\u7a0b\u3002\u5b83\u5c6c\u65bc<strong>\u958b\u6e90\u7814\u7a76\u6846\u67b6\u52a0\u6a21\u578b\u7d44\u5408<\/strong>\uff0c\u6838\u5fc3\u60f3\u8655\u7406\u7684\u662f\uff1a\u9ede\u6a23\u4ee4 AI \u4e0d\u53ea\u5beb\u7a0b\u5f0f\uff0c\u800c\u4fc2\u80fd\u5920\u6301\u7e8c\u6539\u826f\u5efa\u7acb AI \u7684\u65b9\u6cd5\u672c\u8eab\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OpenRSI \u7531 OpenMLE \u540c Frontis-MA1 \u9023\u52d5\u7d44\u6210\u3002OpenMLE \u8ca0\u8cac\u63d0\u4f9b\u53ef\u9a57\u8b49\u4efb\u52d9\u74b0\u5883\u3001\u57f7\u884c\u56de\u994b\u3001RL \u8207 evolutionary search\uff1bFrontis-MA1 \u5247\u662f\u4e00\u500b post-trained AI4AI model\uff0c\u570d\u7e5e Draft\u3001Improve\u3001Debug\u3001Crossover \u56db\u7a2e\u7a0b\u5f0f\u6f14\u5316\u64cd\u4f5c\u904b\u4f5c\uff0c\u5c07\u8a13\u7df4\u5230\u7684\u80fd\u529b\u63a5\u5230\u9577\u6b65\u9a5f\u641c\u5c0b\u6d41\u7a0b\u4e4b\u4e2d\u3002\u5462\u7a2e\u505a\u6cd5\u7684\u53d6\u6368\u5f88\u660e\u986f\uff1a\u5b83\u8ffd\u6c42\u53ef\u91cd\u8dd1\u8207\u53ef\u8a55\u6e2c\uff0c\u6240\u4ee5\u7cfb\u7d71\u8f03\u5b8c\u6574\uff0c\u4e5f\u6bd4\u53ea\u653e\u6a21\u578b\u6b0a\u91cd\u7684\u9805\u76ee\u66f4\u8b1b\u7a76\u74b0\u5883\u8207\u4efb\u52d9\u8a2d\u8a08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u8f03\u9069\u5408\u7814\u7a76 Agentic workflow\u3001Machine Learning Engineering\u3001\u81ea\u52d5\u5316\u5be6\u9a57\u641c\u5c0b\uff0c\u6216\u8005\u60f3\u5206\u6790 execution-grounded learning \u9ede\u6a23\u843d\u5730\u7684\u5718\u968a\u3002\u8cc7\u6599\u5df2\u5217\u51fa Hugging Face \u6a21\u578b\u3001GGUF \u884d\u751f\u7248\u672c\u3001Tasks \u540c SFT traces\uff0c\u4ea6\u6709\u5c08\u5c6c project page\uff1b\u4f46\u76ee\u524d\u516c\u958b\u8cc7\u8a0a\u8457\u91cd\u7cfb\u7d71\u69cb\u6210\u8207\u7d50\u679c\u5c55\u793a\uff0cREADME \u6458\u9304\u672a\u5b8c\u6574\u4ea4\u4ee3\u8a73\u7d30\u5b89\u88dd\u6b65\u9a5f\uff0c\u90e8\u7f72\u524d\u4ecd\u8981\u914d\u5408\u539f\u59cb\u5009\u5eab\u8207\u5916\u90e8\u9023\u7d50\u81ea\u884c\u6838\u5c0d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>OpenMLE<\/strong> \u63d0\u4f9b gym\u3001RL\u3001Evo \u7b49\u5b8c\u6574\u5806\u758a\uff0c\u4e0d\u53ea\u662f\u4e00\u7d44 benchmark<\/li>\n<li><strong>Frontis-MA1<\/strong> \u628a operator learning \u540c long-horizon search \u63a5\u57cb\uff0c\u91cd\u9ede\u5728\u53ef\u57f7\u884c\u7814\u7a76\u5faa\u74b0<\/li>\n<li>\u516c\u958b\u5167\u5bb9\u5305\u62ec\u6a21\u578b\u3001\u4efb\u52d9\u8cc7\u6599\u96c6\u3001SFT traces\uff0c\u540c\u6642\u7167\u9867\u8a13\u7df4\u8207\u8a55\u6e2c\u91cd\u73fe<\/li>\n<li>\u63d0\u4f9b <strong>GGUF \u683c\u5f0f\u5728\u672c\u5730\u57f7\u884c\u63a8\u7406<\/strong> \u7684\u884d\u751f\u7248\u672c\uff0c\u65b9\u4fbf\u4e0d\u540c\u90e8\u7f72\u8def\u7dda<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6548\u80fd\u65b9\u9762\uff0c\u9805\u76ee\u9801\u9762\u5217\u51fa Frontis-MA1 \u5728 MLE-Bench Lite \u7531 39.39 \u63d0\u5347\u5230 71.21\uff0c\u8a2d\u5b9a\u70ba\u6bcf\u500b task 12 \u5c0f\u6642\u3001\u55ae\u5f35 RTX 4090 \u4e26\u9650\u5236 12 GB VRAM\uff0c\u6210\u7e3e\u9ad8\u65bc GPT-5.5 + Codex\u3002\u5462\u500b\u7d50\u679c\u53cd\u6620\u5b83\u5f37\u9805\u5728\u65bc\u628a\u57f7\u884c\u56de\u994b\u3001\u5f8c\u8a13\u7df4\u540c\u6f14\u5316\u641c\u5c0b\u63a5\u6210\u4e00\u500b\u9589\u74b0\uff1b\u4e0d\u904e\u73fe\u968e\u6bb5\u5b83\u4ecd\u4e3b\u8981\u9762\u5411 Machine Learning Engineering\uff0c\u8f03\u50cf\u4e00\u500b\u70ba RSI \u7814\u7a76\u800c\u5efa\u7684\u958b\u653e\u5be6\u9a57\u5e73\u53f0\uff0c\u800c\u5514\u4fc2\u901a\u7528\u578b\u958b\u767c\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/frontisai.github.io\/OpenRSI\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/FrontisAI\/OpenRSI\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/collections\/FrontisAI\/frontis-ma1\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>OpenRSI\u5514\u53ea\u653e\u51fa\u6a21\u578b\uff0c\u800c\u4fc2\u9023\u8a13\u7df4\u3001\u4efb\u52d9\u3001\u641c\u5c0b\u6d41\u7a0b\u4e00\u4f75\u516c\u958b\u3002\u5c0d\u60f3\u7814\u7a76 AI4AI \u540c Machine Learning Engineering \u7684\u5718\u968a\u4f86\u8aaa\uff0c\u5b83\u66f4\u50cf\u4e00\u5957\u53ef\u91cd\u8dd1\u7684\u5be6\u9a57\u5834\u3002<\/p>\n","protected":false},"author":8,"featured_media":10618,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,76,196,199],"tags":[],"class_list":["post-10619","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-196","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10619","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=10619"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10619\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10618"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10619"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10619"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10619"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}