{"id":10284,"date":"2026-07-17T15:26:32","date_gmt":"2026-07-17T07:26:32","guid":{"rendered":"https:\/\/infernews.com\/blog\/a-curated-list-for-self-improvement-in-foundation-model-based-agentic-systems\/"},"modified":"2026-07-17T15:26:32","modified_gmt":"2026-07-17T07:26:32","slug":"a-curated-list-for-self-improvement-in-foundation-model-based-agentic-systems","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/a-curated-list-for-self-improvement-in-foundation-model-based-agentic-systems\/","title":{"rendered":"awesome-Self-Improving-Agents\uff1a\u62c6\u89e3\u81ea\u6211\u6539\u9032 Agent \u5730\u5716"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-d41122f38920.jpg\" alt=\"Main figure of the survey\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u5927\u5bb6\u90fd\u5728\u8ac7 Agent \u6703\u5426\u6108\u8dd1\u6108\u8070\u660e\uff0c\u771f\u6b63\u9ebb\u7169\u7684\u5f80\u5f80\u4e0d\u662f\u8cc7\u6599\u592a\u5c11\uff0c\u800c\u662f\u505a\u6cd5\u592a\u6563\u3001\u540d\u8a5e\u592a\u591a\u3001\u66f4\u65b0\u4f4d\u7f6e\u53c8\u4e0d\u4e00\u6a23\u3002awesome-Self-Improving-Agents \u628a\u9019\u4ef6\u4e8b\u6574\u7406\u6210\u4e00\u500b<strong>\u8ad6\u6587\u5730\u5716\u578b\u8cc7\u6e90\u5eab<\/strong>\uff0c\u6838\u5fc3\u4e0d\u662f\u6559\u4f60\u76f4\u63a5\u90e8\u7f72\u7cfb\u7d71\uff0c\u800c\u662f\u5e6b\u4f60\u5206\u6e05\u695a self-improving agentic systems \u7a76\u7adf\u5728\u6539\u9032\u6a21\u578b\u672c\u8eab\uff0c\u9084\u662f\u5728\u6539\u9032 prompt\u3001memory\u3001tools \u8207 control logic \u9019\u4e9b\u5916\u570d scaffolds\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u8a0e\u8ad6\u5e38\u628a\u5404\u985e\u81ea\u6211\u6539\u9032\u65b9\u6cd5\u6df7\u5728\u4e00\u8d77\u770b\uff0c\u4f5c\u8005\u5247\u7528\u4e00\u689d\u5f88\u5be6\u969b\u7684\u5206\u754c\u91cd\u7d44\u5167\u5bb9\uff1a\u4e00\u908a\u662f Foundation Model Improvement\uff0c\u53e6\u4e00\u908a\u662f Scaffolding Improvement\u3002\u9019\u500b\u5207\u6cd5\u7684\u597d\u8655\uff0c\u662f\u4f60\u5f88\u5feb\u77e5\u9053\u67d0\u7bc7\u5de5\u4f5c\u8ffd\u6c42\u7684\u662f\u66f4\u6301\u4e45\u4f46\u8f03\u91cd\u7684\u53c3\u6578\u66f4\u65b0\uff0c\u9084\u662f\u8f03\u5feb\u3001\u8f03\u5e73\u3001\u4ea6\u8f03\u5bb9\u6613\u56de\u9000\u7684\u4ee3\u7406\u5c64\u66f4\u65b0\uff0c\u95b1\u8b80\u6642\u4e0d\u6703\u628a LoRA\u3001\u5de5\u5177\u8def\u7531\u3001\u8a18\u61b6\u7d50\u69cb\u8abf\u6574\u7576\u6210\u540c\u4e00\u985e\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0d\u662f\u53ef\u5373\u88dd\u5373\u8dd1\u7684\u8edf\u4ef6\u5de5\u5177\uff0c\u66f4\u50cf\u7814\u7a76\u8207\u7522\u54c1\u898f\u5283\u90fd\u7528\u5f97\u8457\u7684\u7d22\u5f15\u5eab\u3002\u4f60\u53ef\u4ee5\u76f4\u63a5\u5f9e GitHub README\u3001survey hub \u540c arXiv \u8ad6\u6587\u4ea4\u53c9\u95b1\u8b80\uff1b\u8981\u6e2c\u8a66\u9019\u500b\u9805\u76ee\u7684\u50f9\u503c\uff0c\u6700\u76f4\u63a5\u7684\u65b9\u6cd5\u662f\u6309 taxonomy \u63c0\u4e00\u689d\u8def\uff0c\u4f8b\u5982 Intrinsic Generative Demonstrations\u3001Intrinsic Evaluative Feedback\uff0c\u6216\u8005 memory\u3001tool refinement\u3001full scaffolding\uff0c\u770b\u770b\u5b83\u80fd\u5426\u5e6b\u4f60\u66f4\u5feb\u627e\u5230\u4ee3\u8868\u6027\u5de5\u4f5c\u8207\u76f8\u8fd1\u5206\u652f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u628a self-improvement \u5206\u6210 Foundation Model Improvement \u8207 Scaffolding Improvement \u5169\u5927\u8def\u7dda<\/li>\n<li>\u6536\u9304 239 \u7bc7 papers\uff0c\u7576\u4e2d 73 \u7bc7\u5c6c FM improvement\uff0c166 \u7bc7\u5c6c scaffolding improvement<\/li>\n<li>\u7d30\u5206\u5230 Intrinsic Generative Demonstrations\u3001Intrinsic Evaluative Feedback\u3001dynamic tool routing\u3001autonomous tool creation \u7b49\u6a5f\u5236<\/li>\n<li>\u9069\u5408\u7814\u7a76\u54e1\u3001Agent \u7522\u54c1\u5718\u968a\u3001\u6280\u8853\u5beb\u4f5c\u8005\u6574\u7406\u6587\u737b\u8108\u7d61\u8207\u6bd4\u8f03\u65b9\u6cd5\u53d6\u5411<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u95dc\u6a21\u578b\u8207\u7cfb\u7d71\u8108\u7d61\u570d\u7e5e Foundation-Model-Based Agents \u5c55\u958b\uff0c\u4f46\u9019\u500b\u9805\u76ee\u672c\u8eab\u4e0d\u63d0\u4f9b\u55ae\u4e00\u6a21\u578b\u6b0a\u91cd\u6216 benchmark \u5206\u6578\uff0c\u4e5f\u4e0d\u662f OSWorld \u90a3\u985e\u76f4\u63a5\u8dd1\u4efb\u52d9\u7684\u8a55\u6e2c\u6846\u67b6\u3002\u5b83\u7684\u50f9\u503c\u5728\u65bc\u5efa\u7acb\u95b1\u8b80\u9806\u5e8f\u8207\u5224\u65b7\u6846\u67b6\uff1b\u60f3\u627e\u53ef\u843d\u5730\u7684 agent \u6539\u9032\u65b9\u5411\uff0c\u9019\u4efd curated map \u6bd4\u55ae\u7bc7 survey \u66f4\u63a5\u8fd1\u5de5\u4f5c\u6e05\u55ae\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/selfimproving-agent.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/selfimproving-agent\/awesome-Self-Improving-Agents\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.13104\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u8ffd\u8e64 self-improving agents \u9ede\u6a23\u7531\u6982\u5ff5\u8d70\u5230\u65b9\u6cd5\uff0c\u5462\u500b\u6574\u7406\u5eab\u6bd4\u55ae\u770b\u8ad6\u6587\u66f4\u7701\u6642\u9593\u3002\u5b83\u628a\u5206\u6563\u505a\u6cd5\u6536\u6210\u4e00\u5f35\u53ef\u5c0e\u822a\u5730\u5716\uff0c\u65b9\u4fbf\u5feb\u901f\u5224\u65b7\u7814\u7a76\u8def\u7dda\u3002<\/p>\n","protected":false},"author":8,"featured_media":10283,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,119,76,188,199],"tags":[],"class_list":["post-10284","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-119","category-76","category-meta","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10284","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=10284"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10284\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10283"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10284"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10284"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10284"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}