{"id":10112,"date":"2026-07-10T14:14:04","date_gmt":"2026-07-10T06:14:04","guid":{"rendered":"https:\/\/infernews.com\/blog\/ideashavegenomes\/"},"modified":"2026-07-10T14:14:04","modified_gmt":"2026-07-10T06:14:04","slug":"ideashavegenomes","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/ideashavegenomes\/","title":{"rendered":"IdeasHaveGenomes\uff1a\u7528\u8840\u7d71\u8ffd\u8e64\u79d1\u7814\u9ede\u5b50"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/first.jpg\" alt=\"Ideas Have Genomes overview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ea\u6703\u6435\u76f8\u4f3c\u8ad6\u6587\uff0c\u5df2\u7d93\u5514\u8db3\u5920\u5224\u65b7 AI scientist \u662f\u5426\u771f\u4fc2\u7406\u89e3\u7814\u7a76\u60f3\u6cd5\u3002IdeasHaveGenomes \u628a\u79d1\u5b78\u9ede\u5b50\u7576\u6210\u6709 lineage \u7684\u5c0d\u8c61\u53bb\u770b\uff0c\u5c6c\u65bc benchmark\uff0f\u6578\u64da\u96c6\u985e\u578b\u7684\u9805\u76ee\uff0c\u91dd\u5c0d\u7684\u6b63\u662f Auto Research \u5165\u9762\u6700\u96e3\u9a57\u8b49\u7684\u4e00\u74b0\uff1a\u6a21\u578b\u80fd\u5426\u8b1b\u6e05\u695a\u4e00\u500b idea \u7531\u908a\u5ea6\u569f\u3001\u9ede\u6a23\u4fee\u88dc\u820a\u9650\u5236\uff0c\u6700\u5f8c\u9ede\u89e3\u503c\u5f97\u5ef6\u4f38\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u597d\u591a\u6642\u96c6\u4e2d\u5728 related paper retrieval\u3001proposal writing\uff0c\u6216\u8005\u7528\u958b\u653e\u5f0f\u751f\u6210\u7d50\u679c\u505a\u4eba\u624b\u5370\u8c61\u5206\u3002\u4f5c\u8005\u8a8d\u70ba\u5462\u7a2e\u7bc4\u5f0f\u6349\u5514\u5230 inheritance tracing \u540c evolutionary reasoning\uff0c\u6240\u4ee5\u63d0\u51fa IdeaGene-Bench\uff08IG-Bench\uff09\uff0c\u628a\u4efb\u52d9\u5206\u6210\u5c01\u9589\u5f0f\u6e2c\u8a66 IG-Exam\uff0c\u540c\u57cb\u7528 Population-Evolution Score\uff08PES\uff09\u8a55\u5206\u7684 IG-Arena\uff0c\u524d\u8005\u554f\u7406\u89e3\u662f\u5426\u7cbe\u6e96\uff0c\u5f8c\u8005\u5148\u770b\u751f\u6210\u5167\u5bb9\u6709\u5187 lineage \u6839\u64da\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u7684\u53ef\u53d6\u4e4b\u8655\uff0c\u5728\u65bc\u5b83\u5514\u53ea\u554f\u300c\u50cf\u4e0d\u50cf\u65b0\u9ede\u5b50\u300d\uff0c\u800c\u4fc2\u8ffd\u554f Heredity\u3001Variation\u3001Selection \u6709\u5187\u6210\u7acb\u3002\u8cc7\u6599\u898f\u6a21\u4ea6\u7b97\u5b8c\u6574\uff0c\u5305\u62ec 1,961 \u689d golden lineage traces\u30011,085 \u500b Idea Genome objects\u3001920 \u7b46 GenomeDiff records\uff0c\u8986\u84cb 10 \u500b scientific domains\uff1bIG-Exam \u9032\u4e00\u6b65\u62c6\u6210 42 \u985e task\u30011,029 \u500b closed-form instances\uff0c\u9069\u5408\u505a\u53ef\u91cd\u8986\u6bd4\u8f03\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>IG-Exam<\/strong> \u4e3b\u8981\u6e2c abstraction\u3001inheritance tracing\u3001evolutionary reasoning\u3001lineage verification<\/li>\n<li><strong>IG-Arena<\/strong> \u91dd\u5c0d\u958b\u653e\u5f0f\u63d0\u6848\u751f\u6210\uff0c\u7528 PES \u6aa2\u67e5\u8840\u7d71\u5ef6\u7e8c\u8207\u8b8a\u5316\u662f\u5426\u5408\u7406<\/li>\n<li>\u9805\u76ee\u53ef\u7528 OpenAI-compatible API \u8dd1 smoke test \u6216\u5b8c\u6574\u8a55\u6e2c\uff0c\u4e0d\u4e00\u5b9a\u7d81\u6b7b\u55ae\u4e00\u6a21\u578b<\/li>\n<li>\u73fe\u6709\u7d50\u679c\u53cd\u6620\u96e3\u5ea6\u9ad8\uff0c\u6700\u4f73 IG-Exam exact accuracy \u53ea\u6709 27.3%\uff0c\u6700\u4f73 T4 verification \u70ba 17.4%<\/li>\n<li>\u699c\u55ae\u6db5\u84cb GPT\u3001Claude\u3001Qwen\u3001Gemini\u3001DeepSeek\uff0c\u4ee5\u53ca AI Scientist v2\u3001Codex\u3001Claude Code \u7b49\u7cfb\u7d71<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u7406\u89e3\u4e0a\uff0c\u9019\u4e0d\u662f\u62ff\u4f86\u76f4\u63a5\u66ff\u4ee3\u7814\u7a76\u52a9\u624b\u7684\u6210\u54c1\u5de5\u5177\uff0c\u800c\u662f\u7528\u4f86\u6e2c\u8a66\u6a21\u578b\u6216 agent workflow \u662f\u5426\u771f\u7684\u5177\u5099\u300c\u79d1\u7814\u9ede\u5b50\u8840\u7d71\u63a8\u7406\u300d\u80fd\u529b\u3002\u8f03\u9069\u5408\u505a AI scientist\u3001research agent\u3001proposal generation pipeline \u7684\u5718\u968a\u8a55\u6e2c\u57fa\u6e96\uff1b\u60f3\u6bd4\u8f03\u4e0d\u540c\u6a21\u578b\u3001judge \u7d44\u5408\uff0c\u6216\u8005\u6aa2\u67e5\u751f\u6210\u63d0\u6848\u6709\u5187\u6cbf\u4f4f\u6b63\u78ba lineage \u767c\u5c55\uff0c\u9019\u500b\u9805\u76ee\u6bd4\u4e00\u822c\u6587\u5b57\u57fa\u6e96\u66f4\u6709\u8fa8\u8b58\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/visionxlab.github.io\/IdeasHaveGenomes\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/VisionXLab\/IdeasHaveGenomes\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.08758\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7814\u7a76\u63d0\u6848\u5beb\u5f97\u50cf\u6a23\uff0c\u672a\u5fc5\u4ee3\u8868\u6a21\u578b\u771f\u6b63\u660e\u767d\u60f3\u6cd5\u9ede\u6a23\u6f14\u5316\u3002IdeasHaveGenomes\u628a\u91cd\u9ede\u653e\u5728\u300c\u9ede\u5b50\u8840\u7d71\u300d\uff0c\u5c08\u9580\u6e2c\u8a66 AI \u80fd\u5426\u8ffd\u8e64\u7e7c\u627f\u3001\u8b8a\u5316\u540c\u91cd\u7d44\u3002<\/p>\n","protected":false},"author":8,"featured_media":10111,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,185,173,140,147,153,116,137,191,189,197,199],"tags":[],"class_list":["post-10112","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-173","category-gemini","category-deepseek","category-openai","category-agentic","category-api","category-anthropic","category-189","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10112","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=10112"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10112\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10111"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10112"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10112"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10112"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}