{"id":84913,"date":"2026-07-26T20:41:48","date_gmt":"2026-07-26T12:41:48","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/84913.html"},"modified":"2026-07-26T20:41:48","modified_gmt":"2026-07-26T12:41:48","slug":"deepresearch%ef%bc%88%e4%ba%8c%ef%bc%89%ef%bc%9avane%e3%80%81autoresearchclaw%e3%80%81roma%e3%80%81searchclaw%e3%80%81perplexica%e3%80%81kimi-researcher","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/84913.html","title":{"rendered":"DeepResearch\uff08\u4e8c\uff09\uff1aVane\u3001AutoResearchClaw\u3001ROMA\u3001SearchClaw\u3001Perplexica\u3001Kimi-Researcher"},"content":{"rendered":"<p>DeepResearch\u7cfb\u5217&#xff1a;<\/p>\n<ul>\n<li>DeepResearch&#xff08;\u4e0a&#xff09;&#xff1a;\u65b9\u6cd5\u8bba\u3001OpenAI Deep Research\u3001SurfSence\u3001MindSearch\u3001morphik\u3001Firesearch<\/li>\n<li>\u901a\u4e49DeepResearch<\/li>\n<\/ul>\n<p>\u672c\u6587\u7ee7\u7eed\u6c47\u603b\u4ecb\u7ecd\u51e0\u4e2a\u5f00\u6e90\u6216\u95ed\u6e90\u6df1\u5ea6\u7814\u7a76\u9879\u76ee\u3002<\/p>\n<h2>Vane<\/h2>\n<p>\u5f00\u6e90&#xff08;GitHub&#xff0c;35.8K Star&#xff0c;3.9K Fork&#xff09;AI\u641c\u7d22\u5f15\u64ce\/\u5de5\u5177&#xff0c;\u80fd\u7406\u89e3\u95ee\u9898\u3001\u6574\u7406\u7b54\u6848\u7684\u667a\u80fd\u52a9\u624b\u3002\u66fe\u7528GitHub\u5730\u5740&#xff1a;ItzCrazyKns\/Perplexica\u3002<\/p>\n<p>\u4e0d\u4ec5\u80fd\u50cf\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u4e00\u6837\u68c0\u7d22\u4e92\u8054\u7f51\u4fe1\u606f&#xff0c;\u66f4\u80fd\u7406\u89e3\u4f60\u7684\u63d0\u95ee\u8bed\u5883&#xff0c;\u7ed3\u5408LLM\u548c\u76f8\u4f3c\u5ea6\u68c0\u7d22\u6280\u672f&#xff0c;\u7ed9\u51fa\u66f4\u51c6\u786e\u3001\u7ed3\u6784\u5316\u4e14\u5e26\u6709\u6765\u6e90\u5f15\u7528\u7684\u7b54\u6848&#xff0c;\u6838\u5fc3\u76ee\u6807\u662f\u4e3a\u5f00\u53d1\u8005\u548c\u77e5\u8bc6\u5de5\u4f5c\u8005\u63d0\u4f9b\u4e00\u4e2a\u65e0\u9700\u4f9d\u8d56\u5927\u5382\u3001\u53ef\u5b8c\u5168\u672c\u5730\u5316\u90e8\u7f72\u7684\u667a\u80fd\u641c\u7d22\u5de5\u5177\u3002<\/p>\n<p>\u7279\u6027<\/p>\n<li>\u591a\u6a21\u5f0f\u667a\u80fd\u641c\u7d22\n<ul>\n<li>Copilot\u6a21\u5f0f&#xff1a;\u901a\u8fc7\u81ea\u52a8\u751f\u6210\u591a\u6837\u5316\u67e5\u8be2&#xff0c;\u4e3b\u52a8\u8bbf\u95ee\u76f8\u5173\u7f51\u9875&#xff0c;\u63d0\u53d6\u5e76\u7b5b\u9009\u6700\u4f18\u7b54\u6848&#xff0c;\u9002\u5408\u590d\u6742\u3001\u5f00\u653e\u5f0f\u95ee\u9898\u3002<\/li>\n<li>\u666e\u901a\u6a21\u5f0f&#xff1a;\u7c7b\u4f3c\u7ecf\u5178\u641c\u7d22&#xff0c;\u8f93\u5165\u95ee\u9898\u540e\u81ea\u52a8\u8c03\u7528SearxNG\u5143\u641c\u7d22\u5f15\u64ce&#xff0c;\u7ed3\u5408AI\u7406\u89e3\u80fd\u529b\u8fd4\u56de\u7b54\u6848\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u5927Focus\u6a21\u5f0f\n<ul>\n<li>All Mode&#xff1a;\u5168\u7f51\u68c0\u7d22&#xff0c;\u8fd4\u56de\u6700\u4f18\u7ed3\u679c<\/li>\n<li>Writing Assistant&#xff1a;\u5199\u4f5c\u52a9\u624b&#xff0c;\u4e0d\u8054\u7f51&#xff0c;\u9002\u5408\u5185\u5bb9\u521b\u4f5c<\/li>\n<li>Academic Search&#xff1a;\u5b66\u672f\u641c\u7d22&#xff0c;\u805a\u7126\u8bba\u6587\u548c\u5b66\u672f\u8d44\u6e90<\/li>\n<li>YouTube Search&#xff1a;\u68c0\u7d22YouTube\u89c6\u9891<\/li>\n<li>Wolfram Alpha Search&#xff1a;\u652f\u6301\u590d\u6742\u8ba1\u7b97\u4e0e\u6570\u636e\u5206\u6790<\/li>\n<li>Reddit Search&#xff1a;\u805a\u5408Reddit\u793e\u533a\u8ba8\u8bba\u4e0e\u89c2\u70b9<\/li>\n<\/ul>\n<\/li>\n<li>\u5b9e\u65f6\u6027\u4e0e\u9690\u79c1\u4fdd\u62a4\u3002\u4e0d\u4f1a\u50cf\u90e8\u5206AI\u641c\u7d22\u90a3\u6837\u4ec5\u4f9d\u8d56\u722c\u53d6\u540e\u7684\u9759\u6001\u6570\u636e&#xff0c;\u800c\u662f\u5b9e\u65f6\u901a\u8fc7SearxNG\u6293\u53d6\u3001\u91cd\u6392\u5e8f&#xff0c;\u786e\u4fdd\u4fe1\u606f\u65b0\u9c9c\u4e14\u65e0\u9700\u62c5\u5fc3\u9690\u79c1\u6cc4\u9732&#xff0c;\u53ef\u9009\u62e9\u672c\u5730\u90e8\u7f72LLM&#xff08;\u5982Ollama\u7b49&#xff09;&#xff0c;\u5b9e\u73b0100%\u672c\u5730\u63a8\u7406&#xff0c;\u65e0\u9700API Key&#xff0c;\u6570\u636e\u4e0d\u51fa\u672c\u5730\u3002<\/li>\n<li>\u4e30\u5bcc\u7684\u6a21\u578b\u4e0eAPI\u652f\u6301\u3002\u652f\u6301\u591a\u79cdLLM\u63a5\u5165&#xff0c;\u5305\u62ecLemonade\u7b49&#xff0c;\u53ef\u901a\u8fc7API\u8f7b\u677e\u96c6\u6210\u5230\u4f60\u7684\u5e94\u7528\u6216\u81ea\u52a8\u5316\u6d41\u7a0b\u4e2d\u3002<\/li>\n<h3>\u5b9e\u6218<\/h3>\n<p>\u63d0\u4f9b\u591a\u79cd\u90e8\u7f72\u65b9\u5f0f&#xff0c;\u5982\u57fa\u4e8eDocker\u3001Docker Compose\u3001npm\u7b49&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u57fa\u4e8eDocker<\/span><br \/>\n<span class=\"token function\">docker<\/span> run <span class=\"token parameter variable\">-d<\/span> <span class=\"token parameter variable\">-p<\/span> <span class=\"token number\">3000<\/span>:3000 <span class=\"token parameter variable\">-v<\/span> vane-data:\/home\/vane\/data <span class=\"token parameter variable\">&#8211;name<\/span> vane itzcrazykns1337\/vane:latest<br \/>\n<span class=\"token comment\"># \u57fa\u4e8eDocker\u548c\u81ea\u5efaSearxNG<\/span><br \/>\n<span class=\"token function\">docker<\/span> run <span class=\"token parameter variable\">-d<\/span> <span class=\"token parameter variable\">-p<\/span> <span class=\"token number\">3000<\/span>:3000 <span class=\"token parameter variable\">-e<\/span> <span class=\"token assign-left variable\">SEARXNG_API_URL<\/span><span class=\"token operator\">&#061;<\/span>http:\/\/your-searxng-url:8080 <span class=\"token parameter variable\">-v<\/span> vane-data:\/home\/vane\/data <span class=\"token parameter variable\">&#8211;name<\/span> vane itzcrazykns1337\/vane:slim-latest<br \/>\n<span class=\"token comment\"># \u57fa\u4e8e\u6e90\u7801\u548cDocker Compose<\/span><br \/>\n<span class=\"token function\">git<\/span> clone https:\/\/github.com\/ItzCrazyKns\/Vane.git<br \/>\n<span class=\"token builtin class-name\">cd<\/span> Vane<br \/>\n<span class=\"token function\">docker<\/span> compose up <span class=\"token parameter variable\">-d<\/span><br \/>\n<span class=\"token comment\"># \u6216\u57fa\u4e8enpm<\/span><br \/>\n<span class=\"token function\">npm<\/span> i<br \/>\n<span class=\"token function\">npm<\/span> run build<br \/>\n<span class=\"token function\">npm<\/span> run start<\/p>\n<p>\u6d4f\u89c8\u5668\u6253\u5f00http:\/\/localhost:3000&#xff0c;\u5f00\u59cb\u4f53\u9a8c\u3002<\/p>\n<h2>AutoResearchClaw<\/h2>\n<p>\u8bba\u6587&#xff0c;\u5f00\u6e90&#xff08;GitHub&#xff0c;13.8K Star&#xff0c;1.6K Fork&#xff09;\u6df1\u5ea6\u7814\u7a76\u52a9\u624b&#xff0c;\u8f93\u5165\u4e00\u4e2a\u4e3b\u9898&#xff0c;\u5373\u53ef\u751f\u6210\u8bba\u6587\u7ea7\u522b\u7684\u4e13\u4e1a\u6587\u6863\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726124145-6a6600896412e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<table>\n<tr>\u529f\u80fd\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u591a\u6e90\u6587\u732e<\/td>\n<td align=\"left\">\u6765\u81eaOpenAlex\u3001Semantic Scholar\u548carXiv\u7684\u771f\u5b9e\u8bba\u6587&#xff0c;\u67e5\u8be2\u6269\u5c55\u3001\u53bb\u91cd\u3001\u4e09\u6001\u7194\u65ad\u5668\u4e0e\u4f18\u96c5\u964d\u7ea7<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u56db\u5c42\u5f15\u7528\u6838\u67e5<\/td>\n<td align=\"left\">arXiv ID\u6821\u9a8c\u2192CrossRef\/DataCite DOI\u2192Semantic Scholar\u6807\u9898\u5339\u914d\u2192LLM\u76f8\u5173\u6027\u8bc4\u5206\u3002\u5e7b\u89c9\u5f15\u7528\u81ea\u52a8\u5220\u9664<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u786c\u4ef6\u611f\u77e5\u6267\u884c<\/td>\n<td align=\"left\">\u81ea\u52a8\u68c0\u6d4bGPU&#xff08;NVIDIA CUDA\/Apple MPS\/\u7eafCPU&#xff09;&#xff0c;\u636e\u6b64\u8c03\u6574\u4ee3\u7801\u751f\u6210\u3001import\u548c\u5b9e\u9a8c\u89c4\u6a21<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">OpenCode Beast Mode<\/td>\n<td align=\"left\">\u590d\u6742\u5b9e\u9a8c\u81ea\u52a8\u8def\u7531\u81f3OpenCode&#xff0c;\u751f\u6210\u591a\u6587\u4ef6\u9879\u76ee&#xff0c;\u542b\u81ea\u5b9a\u4e49\u67b6\u6784\u3001\u8bad\u7ec3\u5faa\u73af\u548c\u6d88\u878d\u5b9e\u9a8c\u3002\u901a\u8fc7researchclawsetup\u5b89\u88c5<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6c99\u7bb1\u5b9e\u9a8c<\/td>\n<td align=\"left\">AST\u9a8c\u8bc1\u4ee3\u7801\u3001\u4e0d\u53ef\u53d8harness\u3001NaN\/Inf\u5feb\u901f\u5931\u8d25\u3001\u81ea\u4fee\u590d\u3001\u8fed\u4ee3\u4f18\u5316&#xff08;\u6700\u591a10\u8f6e&#xff09;\u3001\u90e8\u5206\u7ed3\u679c\u6355\u83b7<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u9876\u4f1a\u7ea7\u5199\u4f5c<\/td>\n<td align=\"left\">NeurIPS\/ICML\/ICLR\u6a21\u677f&#xff0c;\u5206\u6bb5\u64b0\u5199&#xff08;5,000-6,500\u8bcd&#xff09;&#xff0c;\u53cd\u6570\u636e\u634f\u9020\u5b88\u536b\u3001\u4fee\u8ba2\u957f\u5ea6\u4fdd\u969c\u3001\u53cd\u514d\u8d23\u58f0\u660e\u5f3a\u5236<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6a21\u677f\u5207\u6362<\/td>\n<td align=\"left\">neurips_2025\u3001iclr_2026\u3001icml_2026&#xff0c;Markdown\u2192LaTeX&#xff0c;\u542b\u6570\u5b66\u516c\u5f0f\u3001\u8868\u683c\u3001\u56fe\u7247\u3001\u4ea4\u53c9\u5f15\u7528\u3001\\\\cite{}<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u53cd\u6570\u636e\u634f\u9020<\/td>\n<td align=\"left\">VerifiedRegistry\u5f3a\u5236\u8bba\u6587\u4e2d\u4f7f\u7528\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u5b9e\u9a8c\u6570\u636e\u3002\u81ea\u52a8\u8bca\u65ad\u5931\u8d25\u5b9e\u9a8c\u5e76\u5728\u5199\u4f5c\u524d\u4fee\u590d\u3002\u672a\u9a8c\u8bc1\u6570\u5b57\u88ab\u6e05\u7406<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8d28\u91cf\u95e8\u63a7<\/td>\n<td align=\"left\">3\u4e2a\u4eba\u5de5\u5ba1\u6279\u95e8\u63a7&#xff08;\u9636\u6bb55\u30019\u300120&#xff09;&#xff0c;\u652f\u6301\u56de\u6eda\u3002\u7528&#8211;auto-approve\u8df3\u8fc7<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">HITL Co-Pilot<\/td>\n<td align=\"left\">6\u79cd\u5e72\u9884\u6a21\u5f0f&#xff0c;\u652f\u6301\u9010\u9636\u6bb5\u7b56\u7565\u3002Idea Workshop\u3001Baseline Navigator\u3001PaperCo-Writer\u5b9e\u73b0\u6df1\u5ea6\u534f\u4f5c\u3002Smart Pause\u3001\u6210\u672c\u62a4\u680f\u3001\u5347\u7ea7\u7b56\u7565\u548c\u5e72\u9884\u5b66\u4e60\u786e\u4fdd\u751f\u4ea7\u5b89\u5168\u3002CLI\/Web Socket\/MCP\u9002\u914d\u5668<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6210\u672c\u62a4\u680f<\/td>\n<td align=\"left\">\u9884\u7b97\u76d1\u63a7&#xff0c;\u53ef\u914d\u7f6e\u9608\u503c\u544a\u8b66&#xff08;50%\/80%\/100%&#xff09;\u3002\u8d85\u51fa\u9884\u7b97\u65f6\u6d41\u6c34\u7ebf\u81ea\u52a8\u6682\u505c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u53ef\u590d\u73b0\u6027<\/td>\n<td align=\"left\">\u6240\u6709\u9636\u6bb5\u4ea7\u7269\u7684SHA256\u6821\u9a8c\u548c\u3002\u4e0d\u53ef\u53d8\u6e05\u5355\u7528\u4e8e\u9a8c\u8bc1\u3002\u591a\u7ea7\u64a4\u9500\u4e0e\u7248\u672c\u5316\u5feb\u7167<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6838\u5fc3\u80fd\u529b<\/p>\n<table>\n<tr>\u529f\u80fd\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">Idea Workshop<\/td>\n<td align=\"left\">\u534f\u4f5c\u5f0f\u5934\u8111\u98ce\u66b4\u3001\u8bc4\u4f30\u548c\u4f18\u5316\u5047\u8bbe&#xff08;\u9636\u6bb57-8&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Baseline Navigator<\/td>\n<td align=\"left\">AI\u5efa\u8bae\u57fa\u7ebf&#043;\u4eba\u5de5\u589e\u5220&#043;\u53ef\u590d\u73b0\u6027\u68c0\u67e5\u6e05\u5355&#xff08;\u9636\u6bb59&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Paper Co-Writer<\/td>\n<td align=\"left\">\u5206\u6bb5\u64b0\u5199&#xff0c;\u4eba\u5de5\u7f16\u8f91\u4e0eAI\u6da6\u8272\u7ed3\u5408&#xff08;\u9636\u6bb516-19&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Smart Pause<\/td>\n<td align=\"left\">\u57fa\u4e8e\u7f6e\u4fe1\u5ea6\u7684\u52a8\u6001\u6682\u505c&#xff0c;\u81ea\u52a8\u68c0\u6d4b\u4f55\u65f6\u9700\u8981\u4eba\u7c7b\u8f93\u5165<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u58f0\u660e\u9a8c\u8bc1<\/td>\n<td align=\"left\">\u4e0e\u6536\u96c6\u7684\u6587\u732e\u8fdb\u884c\u5185\u8054\u4e8b\u5b9e\u68c0\u67e5&#xff0c;\u6807\u8bb0\u65e0\u4f9d\u636e\u7684\u58f0\u660e<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6210\u672c\u62a4\u680f<\/td>\n<td align=\"left\">\u9884\u7b97\u76d1\u63a7&#xff0c;50%\/80%\/100%\u9608\u503c\u544a\u8b66<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5e72\u9884\u5b66\u4e60<\/td>\n<td align=\"left\">ALHF&#xff0c;\u6bcf\u6b21\u8fd0\u884c\u63d0\u53d6\u6559\u8bad&#xff08;\u51b3\u7b56\u7406\u7531\u3001\u8fd0\u884c\u65f6\u8b66\u544a\u3001\u6307\u6807\u5f02\u5e38&#xff09;&#xff0c;30\u5929\u65f6\u95f4\u8870\u51cf\u3002\u4ece\u5386\u53f2\u4e2d\u5b66\u4e60&#xff0c;\u4f18\u5316\u672a\u6765\u7684\u6682\u505c\u51b3\u7b56<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5206\u652f\u63a2\u7d22<\/td>\n<td align=\"left\">\u5206\u53c9\u6d41\u6c34\u7ebf\u63a2\u7d22\u591a\u4e2a\u5047\u8bbe&#xff0c;\u6bd4\u8f83\u540e\u5408\u5e76\u6700\u4f73\u8def\u5f84<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5347\u7ea7\u7b56\u7565<\/td>\n<td align=\"left\">\u5206\u7ea7\u901a\u77e5&#xff08;\u7ec8\u7aef\u2192Slack\u2192\u90ae\u4ef6\u2192\u81ea\u52a8\u6682\u505c&#xff09;&#xff0c;\u65e0\u4eba\u503c\u5b88\u65f6\u89e6\u53d1<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">3\u79cd\u9002\u914d\u5668<\/td>\n<td align=\"left\">CLI&#xff08;\u7ec8\u7aef&#xff09;\u3001WebSocket&#xff08;Web\u4eea\u8868\u677f&#xff09;\u3001MCP&#xff08;\u5916\u90e8Agent&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u77e5\u8bc6\u5e93<\/td>\n<td align=\"left\">\u6bcf\u6b21\u8fd0\u884c\u57286\u4e2a\u7c7b\u522b&#xff08;\u51b3\u7b56\u3001\u5b9e\u9a8c\u3001\u53d1\u73b0\u3001\u6587\u732e\u3001\u95ee\u9898\u3001\u8bc4\u5ba1&#xff09;\u4e2d\u6784\u5efa\u7ed3\u6784\u5316\u77e5\u8bc6\u5e93<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6d41\u6c34\u7ebf&#xff1a;8\u4e2a\u9636\u6bb5\u7ec4&#xff0c;23\u4e2a\u9636\u6bb5 \u9636\u6bb5\u7ec4A&#xff1a;\u7814\u7a76\u5b9a\u4e49 1.TOPIC_INIT 2.PROBLEM_DECOMPOSE<\/p>\n<p>\u9636\u6bb5\u7ec4B&#xff1a;\u6587\u732e\u53d1\u73b0 3.SEARCH_STRATEGY 4.LITERATURE_COLLECT \u2190 \u771f\u5b9eAPI 5.LITERATURE_SCREEN [\u95e8\u63a7] 6.KNOWLEDGE_EXTRACT<\/p>\n<p>\u9636\u6bb5\u7ec4C&#xff1a;\u77e5\u8bc6\u7efc\u5408 7. SYNTHESIS 8. HYPOTHESIS_GEN \u2190 \u8fa9\u8bba<\/p>\n<p>\u9636\u6bb5\u7ec4D&#xff1a;\u5b9e\u9a8c\u8bbe\u8ba1 9. EXPERIMENT_DESIGN [\u95e8\u63a7] 10. CODE_GENERATION 11. RESOURCE_PLANNING<\/p>\n<p>\u9636\u6bb5\u7ec4E&#xff1a;\u5b9e\u9a8c\u6267\u884c 12. EXPERIMENT_RUN 13. ITERATIVE_REFINE \u2190 \u81ea\u4fee\u590d<\/p>\n<p>\u9636\u6bb5\u7ec4F&#xff1a;\u5206\u6790\u4e0e\u51b3\u7b56 14. RESULT_ANALYSIS \u2190 \u591aAgent 15. RESEARCH_DECISION \u2190 PIVOT\/REFINE<\/p>\n<p>\u9636\u6bb5\u7ec4G&#xff1a;\u8bba\u6587\u64b0\u5199 17. PAPER_DRAFT 18. PEER_REVIEW \u2190 \u8bc1\u636e\u5ba1\u67e5 19. PAPER_REVISION<\/p>\n<p>\u9636\u6bb5\u7ec4H&#xff1a;\u7ec8\u7a3f 20. QUALITY_GATE [\u95e8\u63a7] 21. KNOWLEDGE_ARCHIVE 22. EXPORT_PUBLISH \u2190 LaTeX 23. CITATION_VERIFY \u2190 \u76f8\u5173\u6027\u5ba1\u67e5<\/p>\n<p>\u63d0\u4f9b\u5b8c\u6574\u7684\u4eba\u673a\u534f\u4f5c&#xff08;HITL&#xff09;\u7cfb\u7edf&#xff0c;\u5c06\u6d41\u6c34\u7ebf\u4ece\u7eaf\u81ea\u52a8\u5316\u8f6c\u53d8\u4e3a\u4eba\u673a\u534f\u4f5c\u7684\u7814\u7a76\u5f15\u64ce&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u5f0f\u547d\u4ee4\u505a\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u5b8c\u5168\u81ea\u52a8<\/td>\n<td align=\"left\">&#8211;auto-approve<\/td>\n<td align=\"left\">\u539f\u59cb\u884c\u4e3a\u2014\u2014\u65e0\u4eba\u5de5\u5e72\u9884<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4ec5\u95e8\u63a7<\/td>\n<td align=\"left\">&#8211;modegate-only<\/td>\n<td align=\"left\">\u57283\u4e2a\u95e8\u63a7\u9636\u6bb5&#xff08;5\u30019\u300120&#xff09;\u6682\u505c\u7b49\u5f85\u5ba1\u6279<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u68c0\u67e5\u70b9<\/td>\n<td align=\"left\">&#8211;modecheckpoint<\/td>\n<td align=\"left\">\u5728\u6bcf\u4e2a\u9636\u6bb5\u7ec4\u8fb9\u754c\u6682\u505c&#xff08;8\u4e2a\u68c0\u67e5\u70b9&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Co-Pilot<\/td>\n<td align=\"left\">&#8211;modeco-pilot<\/td>\n<td align=\"left\">\u5728\u5173\u952e\u9636\u6bb5\u6df1\u5ea6\u534f\u4f5c&#xff0c;\u5176\u4f59\u81ea\u52a8\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u9010\u6b65<\/td>\n<td align=\"left\">&#8211;modestep-by-step<\/td>\n<td align=\"left\">\u6bcf\u4e2a\u9636\u6bb5\u540e\u6682\u505c\u2014\u2014\u7528\u4e8e\u5b66\u4e60\u6d41\u6c34\u7ebf<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5feb\u901f<\/td>\n<td align=\"left\">&#8211;modeexpress<\/td>\n<td align=\"left\">\u5feb\u901f\u5ba1\u6838\u2014\u2014\u4ec53\u4e2a\u6700\u5173\u952e\u7684\u95e8\u63a7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u53ef\u4f7f\u7528\u4efb\u4f55ACP\u517c\u5bb9\u7684\u7f16\u7801Agent\u4f5c\u4e3a\u5176LLM\u540e\u7aef&#xff0c;\u65e0\u9700API\u5bc6\u94a5&#xff0c;Agent\u901a\u8fc7acpx\u901a\u4fe1&#xff0c;\u5728\u5168\u90e823\u4e2a\u6d41\u6c34\u7ebf\u9636\u6bb5\u4e2d\u7ef4\u6301\u5355\u4e2a\u6301\u4e45\u4f1a\u8bdd\u3002<\/p>\n<p>\u5185\u7f6eBridge\u9002\u914d\u5668\u7cfb\u7edf&#xff0c;\u63d0\u4f9b6\u4e2a\u53ef\u9009\u96c6\u6210\u80fd\u529b&#xff1a;<\/p>\n<p><span class=\"token comment\"># config.arc.yaml<\/span><br \/>\n<span class=\"token key atrule\">openclaw_bridge<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">use_cron<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><span class=\"token comment\"># \u5b9a\u65f6\u7814\u7a76\u4efb\u52a1<\/span><br \/>\n  <span class=\"token key atrule\">use_message<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><span class=\"token comment\"># \u8fdb\u5ea6\u901a\u77e5&#xff08;Discord\/Slack\/Telegram&#xff09;<\/span><br \/>\n  <span class=\"token key atrule\">use_memory<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><span class=\"token comment\"># \u8de8\u4f1a\u8bdd\u77e5\u8bc6\u6301\u4e45\u5316<\/span><br \/>\n  <span class=\"token key atrule\">use_sessions_spawn<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><span class=\"token comment\"># \u4e3a\u5e76\u884c\u9636\u6bb5\u6d3e\u751f\u5b50\u4f1a\u8bdd<\/span><br \/>\n  <span class=\"token key atrule\">use_web_fetch<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><span class=\"token comment\"># \u6587\u732e\u68c0\u7d22\u4e2d\u7684\u5b9e\u65f6\u7f51\u7edc\u641c\u7d22<\/span><br \/>\n  <span class=\"token key atrule\">use_browser<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">false<\/span><span class=\"token comment\"># \u57fa\u4e8e\u6d4f\u89c8\u5668\u7684\u8bba\u6587\u91c7\u96c6<\/span><\/p>\n<h3>\u5b9e\u6218<\/h3>\n<p>\u57fa\u4e8e\u6e90\u7801\u4f53\u9a8c&#xff1a;<\/p>\n<p><span class=\"token comment\"># 1. \u514b\u9686\u5e76\u5b89\u88c5<\/span><br \/>\n<span class=\"token function\">git<\/span> clone https:\/\/github.com\/aiming-lab\/AutoResearchClaw.git<br \/>\n<span class=\"token builtin class-name\">cd<\/span> AutoResearchClaw<br \/>\npython3 <span class=\"token parameter variable\">-m<\/span> venv .venv <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token builtin class-name\">source<\/span> .venv\/bin\/activate<br \/>\npip <span class=\"token function\">install<\/span> <span class=\"token parameter variable\">-e<\/span> <span class=\"token builtin class-name\">.<\/span><br \/>\n<span class=\"token comment\"># 2. \u521d\u59cb\u5316&#xff0c;\u4ea4\u4e92\u5f0f\u5b89\u88c5OpenCode Beast Mode&#xff0c;\u68c0\u67e5Docker\/LaTeX<\/span><br \/>\nresearchclaw setup<br \/>\n<span class=\"token comment\"># 3. \u914d\u7f6e<\/span><br \/>\nresearchclaw init<span class=\"token comment\"># \u4ea4\u4e92\u5f0f&#xff1a;\u9009\u62e9LLM\u63d0\u4f9b\u5546&#xff0c;\u521b\u5efaconfig.arc.yaml<\/span><br \/>\n<span class=\"token comment\"># \u6216\u624b\u52a8&#xff1a;cp config.researchclaw.example.yaml config.arc.yaml<\/span><br \/>\n<span class=\"token comment\"># 4. \u8fd0\u884c<\/span><br \/>\n<span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">OPENAI_API_KEY<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;sk-&#8230;&#034;<\/span><br \/>\nresearchclaw run <span class=\"token parameter variable\">&#8211;config<\/span> config.arc.yaml <span class=\"token parameter variable\">&#8211;topic<\/span> <span class=\"token string\">&#034;Your research idea&#034;<\/span> &#8211;auto-approve<\/p>\n<p>CLI\u547d\u4ee4\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u4ee5HITL\u6a21\u5f0f\u542f\u52a8<\/span><br \/>\nresearchclaw run <span class=\"token parameter variable\">&#8211;topic<\/span> <span class=\"token string\">&#034;&#8230;&#034;<\/span> <span class=\"token parameter variable\">&#8211;mode<\/span> co-pilot<br \/>\n<span class=\"token comment\"># \u9644\u52a0\u5230\u6682\u505c\u7684\u6d41\u6c34\u7ebf&#xff08;\u4ece\u53e6\u4e00\u4e2a\u7ec8\u7aef&#xff09;<\/span><br \/>\nresearchclaw attach artifacts\/rc-2026-xxx<br \/>\n<span class=\"token comment\"># \u68c0\u67e5\u6d41\u6c34\u7ebf\u548c HITL \u72b6\u6001<\/span><br \/>\nresearchclaw status artifacts\/rc-2026-xxx<br \/>\n<span class=\"token comment\"># \u4ece\u53e6\u4e00\u4e2a\u7ec8\u7aef\u6216\u811a\u672c\u5ba1\u6279\/\u62d2\u7edd<\/span><br \/>\nresearchclaw approve artifacts\/rc-2026-xxx <span class=\"token parameter variable\">&#8211;message<\/span> <span class=\"token string\">&#034;LGTM&#034;<\/span><br \/>\nresearchclaw reject artifacts\/rc-2026-xxx <span class=\"token parameter variable\">&#8211;reason<\/span> <span class=\"token string\">&#034;\u7f3a\u5c11\u5173\u952e\u57fa\u7ebf&#034;<\/span><br \/>\n<span class=\"token comment\"># \u4e3a\u67d0\u4e2a\u9636\u6bb5\u6ce8\u5165\u5f15\u5bfc&#xff08;\u751a\u81f3\u5728\u5b83\u8fd0\u884c\u4e4b\u524d&#xff09;<\/span><br \/>\nresearchclaw guide artifacts\/rc-2026-xxx <span class=\"token parameter variable\">&#8211;stage<\/span> <span class=\"token number\">9<\/span> <span class=\"token parameter variable\">&#8211;message<\/span> <span class=\"token string\">&#034;\u4f7f\u7528 ResNet-50 \u4f5c\u4e3a\u4e3b\u8981\u57fa\u7ebf&#034;<\/span><\/p>\n<p>\u914d\u7f6e\u6587\u4ef6config.arc.yaml\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token key atrule\">hitl<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">enabled<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n  <span class=\"token key atrule\">mode<\/span><span class=\"token punctuation\">:<\/span> co<span class=\"token punctuation\">&#8211;<\/span>pilot <span class=\"token comment\"># full-auto\u3001gate-only\u3001checkpoint\u3001co-pilot\u3001custom<\/span><br \/>\n  <span class=\"token key atrule\">cost_budget_usd<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">50.0<\/span> <span class=\"token comment\"># \u8d85\u51fa\u9884\u7b97\u65f6\u6682\u505c&#xff08;0 &#061; \u65e0\u9650\u5236&#xff09;<\/span><br \/>\n  <span class=\"token key atrule\">notifications<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">on_pause<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n    <span class=\"token key atrule\">on_quality_drop<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n    <span class=\"token key atrule\">channels<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;terminal&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token comment\"># terminal\u3001slack\u3001webhook<\/span><br \/>\n  <span class=\"token key atrule\">timeouts<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">default_human_timeout_sec<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">86400<\/span>  <span class=\"token comment\"># \u9ed8\u8ba4\u7b49\u5f8524\u5c0f\u65f6<\/span><br \/>\n    <span class=\"token key atrule\">auto_proceed_on_timeout<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">false<\/span><br \/>\n  <span class=\"token key atrule\">collaboration<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">max_chat_turns<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">50<\/span><br \/>\n    <span class=\"token key atrule\">save_chat_history<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n  <span class=\"token comment\"># \u9010\u9636\u6bb5\u81ea\u5b9a\u4e49\u7b56\u7565&#xff0c;\u53ef\u9009&#xff0c;\u7528\u4e8e&#039;custom&#039;\u6a21\u5f0f<\/span><br \/>\n  <span class=\"token key atrule\">stage_policies<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">8<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token key atrule\">require_approval<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token key atrule\">enable_collaboration<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span> <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token key atrule\">9<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token key atrule\">require_approval<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token key atrule\">allow_edit_output<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span> <span class=\"token punctuation\">}<\/span><\/p>\n<h2>ROMA<\/h2>\n<p>\u7531Sentient AGI\u56e2\u961f\u5f00\u53d1\u7684Recursive-Open-Meta-Agent\u5f00\u6e90&#xff08;GitHub&#xff0c;5.1K Star&#xff0c;772 Fork&#xff09;\u6846\u67b6&#xff0c;\u901a\u8fc7\u9012\u5f52\u5c42\u6b21\u7ed3\u6784\u81ea\u52a8\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u53ef\u5e76\u884c\u5b50\u4efb\u52a1&#xff0c;\u63d0\u4f9b\u5b8c\u5168\u900f\u660e\u7684\u6267\u884c\u8fc7\u7a0b&#xff0c;\u4fbf\u4e8e\u8c03\u8bd5\u548c\u4f18\u5316\u3002<\/p>\n<p>\u5185\u7f6e\u901a\u7528\u4efb\u52a1\u89e3\u51b3\u5668\u3001\u6df1\u5ea6\u7814\u7a76Agent\u548c\u91d1\u878d\u5206\u6790Agent&#xff0c;\u652f\u6301\u591a\u6a21\u6001\u3001\u5de5\u5177\u8c03\u7528\u548cMCP\u534f\u8bae&#xff0c;\u5728SEAL-0\u3001FRAMES\u548cSimpleQA\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u5353\u8d8a&#xff0c;\u582a\u79f0Deep Research\u7684\u5f00\u6e90\u6740\u624b\u3002<\/p>\n<p>\u7279\u6027&#xff1a;<\/p>\n<li>\u9012\u5f52\u5206\u89e3\u5c42\u6b21\u7ed3\u6784\u4e0e\u5e76\u884c\u6267\u884c\n<ul>\n<li>Atomizer&#xff1a;\u5224\u65ad\u4efb\u52a1\u662f\u5426\u539f\u5b50&#xff0c;\u82e5\u975e\u5219\u89e6\u53d1\u89c4\u5212<\/li>\n<li>Planner&#xff1a;\u5c06\u4efb\u52a1\u62c6\u89e3\u4e3a\u5b50\u4efb\u52a1&#xff0c;\u9012\u5f52\u53cd\u9988<\/li>\n<li>Executors&#xff1a;\u5904\u7406\u539f\u5b50\u4efb\u52a1&#xff0c;\u652f\u6301LLM\u3001API\u6216\u5176\u4ed6Agent&#xff08;agent.execute()\u63a5\u53e3&#xff09;<\/li>\n<li>Aggregator&#xff1a;\u6574\u5408\u5b50\u4efb\u52a1\u7ed3\u679c&#xff0c;\u56de\u4f20\u7236\u4efb\u52a1<\/li>\n<li>\u4fe1\u606f\u6d41&#xff1a;\u81ea\u9876\u5411\u4e0b\u5206\u89e3\u3001\u81ea\u5e95\u5411\u4e0a\u805a\u5408\u3001\u5de6\u5230\u53f3\u4f9d\u8d56\u6267\u884c<\/li>\n<\/ul>\n<\/li>\n<li>\u57fa\u51c6\u6d4b\u8bd5\u9876\u7ea7\u6027\u80fd\n<ul>\n<li>SEAL-0&#xff1a;\u4e8b\u5b9e\u6c42\u8bc1\u6d4b\u8bd5&#xff0c;\u5904\u7406\u51b2\u7a81\u641c\u7d22\u7ed3\u679c&#xff0c;ROMA-Search\u8d85\u8d8aGemini-2.5-Pro<\/li>\n<li>FRAMES&#xff1a;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff0c;\u8bc4\u4f30\u4e8b\u5b9e\u6027\u3001\u68c0\u7d22\u51c6\u786e\u6027\u548c\u63a8\u7406&#xff0c;ROMA\u5728\u591a\u6e90\u6574\u5408\u4e0a\u5353\u8d8a<\/li>\n<li>SimpleQA&#xff1a;\u7b80\u5355\u95ee\u7b54&#xff0c;ROMA\u5339\u914do3 Pro\u6c34\u5e73<\/li>\n<\/ul>\n<\/li>\n<li>\u5185\u7f6e\u4e13\u4e1a\u667a\u80fd\u4f53\n<ul>\n<li>\u901a\u7528\u4efb\u52a1\u89e3\u51b3\u5668&#xff1a;\u591a\u9886\u57dfAgent&#xff0c;\u4f7f\u7528ChatGPT Search Preview&#xff0c;\u652f\u6301\u667a\u80fd\u641c\u7d22\u3001\u89c4\u5212\u548c\u539f\u578b\u6784\u5efa<\/li>\n<li>\u6df1\u5ea6\u7814\u7a76Agent&#xff1a;\u590d\u6742\u7814\u7a76\u7cfb\u7edf&#xff0c;\u667a\u80fd\u62c6\u89e3\u3001\u5e76\u884c\u4fe1\u606f\u6536\u96c6\u3001\u591a\u6e90\u6574\u5408\u548c\u5408\u6210<\/li>\n<li>\u91d1\u878d\u5206\u6790Agent&#xff1a;\u52a0\u5bc6\u8d27\u5e01\u4e13\u5c5e&#xff0c;\u96c6\u6210Binance\/CoinGecko\/DefiLlama\u5b9e\u65f6\u6570\u636e\u3001Arkham\u94fe\u4e0a\u5206\u6790\u3001\u6280\u672f\u6307\u6807\u548cDeFi\u6307\u6807&#xff0c;\u5728E2B\u6c99\u76d2\u5b89\u5168\u6267\u884c<\/li>\n<\/ul>\n<\/li>\n<li>\u591a\u6a21\u6001\u4e0e\u5de5\u5177\u96c6\u6210\n<ul>\n<li>\u591a\u6a21\u6001\u652f\u6301&#xff1a;\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u4ee3\u7801\u7b49<\/li>\n<li>\u5de5\u5177\u8c03\u7528&#xff1a;MCP\u534f\u8bae\u3001\u94a9\u5b50\u3001\u7f13\u5b58&#xff0c;\u652f\u6301API\u96c6\u6210<\/li>\n<li>\u5b89\u5168\u6267\u884c&#xff1a;E2B\u6c99\u76d2\u548cS3\u6570\u636e\u6301\u4e45\u5316&#xff0c;\u907f\u514d\u98ce\u9669<\/li>\n<\/ul>\n<\/li>\n<li>\u900f\u660e\u8c03\u8bd5\u4e0e\u4f18\u5316\u6267\u884c\n<ul>\n<li>\u53ef\u89c6\u5316&#xff1a;\u6bcf\u6b65\u65e5\u5fd7\u6e05\u6670&#xff0c;\u652f\u6301\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/li>\n<li>\u8fed\u4ee3\u4f18\u5316&#xff1a;\u8c03\u6574Planner\u6216Executor&#xff0c;\u5feb\u901f\u6539\u8fdbAgent<\/li>\n<\/ul>\n<\/li>\n<h3>\u5b9e\u6218<\/h3>\n<p>\u90e8\u7f72<\/p>\n<p><span class=\"token function\">git<\/span> clone https:\/\/github.com\/sentient-agi\/ROMA.git<br \/>\n<span class=\"token builtin class-name\">cd<\/span> ROMA<br \/>\n.\/setup.sh <span class=\"token parameter variable\">&#8211;docker<\/span> <span class=\"token comment\"># \u81ea\u52a8\u6784\u5efa\u73af\u5883<\/span><br \/>\n.\/setup.sh <span class=\"token parameter variable\">&#8211;native<\/span> <span class=\"token comment\"># \u5b89\u88c5Python\u4f9d\u8d56<\/span><br \/>\n.\/setup.sh <span class=\"token parameter variable\">&#8211;e2b<\/span> <span class=\"token comment\"># E2B\u6c99\u76d2\u96c6\u6210<\/span><br \/>\n.\/setup.sh &#8211;test-e2b  <span class=\"token comment\"># \u6d4b\u8bd5E2B<\/span><\/p>\n<h2>SearchClaw<\/h2>\n<p>\u6280\u672f\u62a5\u544a&#xff0c;\u4e13\u4e1a\u7684\u5f00\u6e90&#xff08;GitHub&#xff0c;106 Star&#xff0c;15 Fork&#xff09;\u4ee3\u7406\u5f0f\u7f51\u7edc\u7814\u7a76\u5de5\u5177&#xff0c;\u901a\u8fc7\u5176Web\u7528\u6237\u754c\u9762&#xff0c;\u7528\u6237\u53ea\u9700\u63d0\u51fa\u95ee\u9898&#xff0c;\u5b83\u4fbf\u80fd\u81ea\u4e3b\u6267\u884c\u591a\u6b65\u9aa4\u7814\u7a76&#xff0c;\u5305\u62ec\u5168\u9762\u641c\u7d22\u7f51\u9875\u3001\u5b66\u672f\u8bba\u6587\u548c\u65b0\u95fb\u7b49\u591a\u79cd\u6765\u6e90&#xff0c;\u5e76\u667a\u80fd\u9605\u8bfb\u3001\u5206\u6790\u5185\u5bb9&#xff0c;\u6700\u7ec8\u751f\u6210\u7ecf\u8fc7\u5145\u5206\u5f15\u7528\u4e14\u9ad8\u8d28\u91cf\u7684\u7b54\u6848\u3002\u9879\u76ee\u501f\u9274\u7ebf\u675f\u5de5\u7a0b\u539f\u7406&#xff0c;\u56f4\u7ed5LLM\u6784\u5efa\u4e00\u4e2a\u7ed3\u6784\u5316\u6846\u67b6&#xff0c;\u800c\u975e\u5355\u7eaf\u4f9d\u8d56\u63d0\u793a\u8bcd&#xff0c;\u4ece\u800c\u63d0\u5347\u4ee3\u7406\u7684\u53ef\u9760\u6027\u3002<\/p>\n<p>\u5173\u952e\u7279\u6027\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u652f\u6301\u591a\u6e90\u641c\u7d22\u548c\u53ef\u9009\u7684\u6d4f\u89c8\u5668\u96c6\u6210\u4ee5\u5904\u7406\u590d\u6742\u9875\u9762&#xff1b;<\/li>\n<li>\u5177\u5907\u81ea\u52a8\u7814\u7a76\u89c4\u5212\u548c\u5728\u7814\u7a76\u8fc7\u7a0b\u4e2d\u5411\u7528\u6237\u63d0\u95ee\u7684\u80fd\u529b&#xff1b;<\/li>\n<li>\u901a\u8fc7\u4e25\u8c28\u7684\u8d28\u91cf\u95e8\u63a7\u673a\u5236\u786e\u4fdd\u7b54\u6848\u7684\u5f15\u7528\u5b8c\u6574\u6027\u3001\u6765\u6e90\u591a\u6837\u6027\u53ca\u4fe1\u606f\u5168\u9762\u6027&#xff1b;<\/li>\n<li>\u667a\u80fd\u7ba1\u7406\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff0c;\u62e5\u6709\u6301\u4e45\u5316\u8bb0\u5fc6\u529f\u80fd\u4ee5\u5b66\u4e60\u7528\u6237\u504f\u597d\u548c\u5386\u53f2\u4e8b\u5b9e<\/li>\n<li>\u5e7f\u6cdb\u517c\u5bb9\u591a\u79cdLLM\u63d0\u4f9b\u5546<\/li>\n<li>\u53ef\u914d\u7f6e\u5bc6\u7801\u4fdd\u62a4\u4ee5\u786e\u4fdd\u8fdc\u7a0b\u90e8\u7f72\u5b89\u5168\u3002<\/li>\n<\/ul>\n<h2>Perplexica<\/h2>\n<p>\u5b98\u7f51&#xff0c;\u804a\u5929\u5f0f\u641c\u7d22\u5165\u53e3 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726124146-6a66008a1e72b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> \u652f\u6301\u591a\u79cd\u5f53\u524d\u6700\u5f3a&#xff08;\u56fd\u5916\u5305\u62ec\u56fd\u5185&#xff09;\u6a21\u578b&#xff0c;\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u6a21\u578b&#xff1a; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726124146-6a66008a41aad.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> \u652f\u6301\u591a\u79cd\u641c\u7d22\u6765\u6e90<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726124146-6a66008a53602.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> \u5e76\u652f\u6301\u591a\u79cd\u9002\u7528\u6a21\u5f0f&#xff1a; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726124146-6a66008a64faa.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>Kimi-Researcher<\/h2>\n<p>\u9879\u76ee\u4e3b\u9875&#xff0c;Kimi\u63a8\u51fa&#xff0c;\u4e13\u4e3a\u89e3\u51b3\u590d\u6742\u95ee\u9898\u800c\u8bbe\u8ba1\u7684\u6df1\u5ea6\u7814\u7a76\u667a\u80fd\u4f53&#xff0c;\u64c5\u957f\u591a\u8f6e\u641c\u7d22\u4e0e\u63a8\u7406\u3002\u6682\u672a\u5f00\u6e90&#xff0c;GitHub\u53ea\u6709\u9759\u6001\u56fe\u7247\u3001markdown\u6587\u4ef6\u548c\u4e00\u6b21\u63d0\u4ea4\u3002<\/p>\n<p>\u7f51\u9875\u7aef\u5165\u53e3\u5982\u4e0b&#xff1a; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726124146-6a66008a92650.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u6838\u5fc3\u80fd\u529b\u5305\u542b\u5982\u4e0b4\u4e2a\u7ef4\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\u7814\u7a76\u8ba1\u5212\u5236\u5b9a&#xff1a;\u9996\u5148\u5411\u7528\u6237\u8ffd\u95ee\u6f84\u6e05\u9700\u6c42&#xff0c;\u7136\u540e\u57fa\u4e8eReAct\u6a21\u5f0f\u8fdb\u884c\u7814\u7a76\u3002\u540c\u65f6&#xff0c;\u5177\u5907\u8ba1\u5212\u7684\u52a8\u6001\u8c03\u6574\u80fd\u529b&#xff0c;\u5728\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u4e2d&#xff0c;\u5982\u679c\u53d1\u73b0\u521d\u59cb\u7684\u89c4\u5212\u65b9\u5411\u4e0d\u591f\u7cbe\u51c6\u6216\u9047\u5230\u65b0\u7684\u4fe1\u606f&#xff0c;\u5b83\u80fd\u591f\u5b9e\u65f6\u8c03\u6574\u7b56\u7565\u3002<\/li>\n<li>\u5de5\u5177\u4f7f\u7528\u4e0e\u73af\u5883\u4ea4\u4e92&#xff1a;\u5185\u7f6e\u4e00\u5957\u5f3a\u5927\u7684\u5de5\u5177\u96c6&#xff0c;\u5305\u542b\u5e76\u884c\u5b9e\u65f6\u641c\u7d22\u5de5\u5177\u3001\u4ea4\u4e92\u5f0fWeb\u6d4f\u89c8\u5668\u5de5\u5177\u548c\u4ee3\u7801\u6267\u884c\u5de5\u5177\u3002\u4f9d\u6258\u5de5\u5177\u96c6&#xff0c;\u5c06\u601d\u8003\u4e0e\u884c\u52a8\u7d27\u5bc6\u7ed3\u5408&#xff0c;\u5f62\u6210&#034;\u63a8\u7406\u2192\u884c\u52a8\u2192\u53cd\u9988&#034;\u6d41\u7a0b&#xff0c;\u5373\u5148\u901a\u8fc7\u5185\u90e8\u63a8\u7406\u89c4\u5212\u884c\u52a8\u6b65\u9aa4&#xff0c;\u518d\u81ea\u4e3b\u8c03\u7528\u9002\u5f53\u7684\u5de5\u5177\u83b7\u53d6\u4fe1\u606f\u6216\u6267\u884c\u64cd\u4f5c&#xff0c;\u7136\u540e\u5c06\u7ed3\u679c\u7eb3\u5165\u601d\u8003&#xff0c;\u5faa\u73af\u5f80\u590d\u76f4\u81f3\u89e3\u51b3\u95ee\u9898\u3002<\/li>\n<li>\u5185\u5bb9\u8bc4\u4f30\u4e0e\u62a5\u544a\u751f\u6210&#xff1a;\u5177\u5907\u4fe1\u606f\u51b2\u7a81\u89e3\u51b3\u548c\u4ea4\u53c9\u9a8c\u8bc1\u80fd\u529b\u3002\u5f53\u591a\u4e2a\u6765\u6e90\u7684\u4fe1\u606f\u76f8\u4e92\u51b2\u7a81\u65f6&#xff0c;\u53ef\u901a\u8fc7\u8fed\u4ee3\u5047\u8bbe\u7ec6\u5316\u548c\u81ea\u6211\u7ea0\u6b63\u673a\u5236\u5904\u7406\u4fe1\u606f\u51b2\u7a81&#xff1b;\u5728\u56de\u7b54\u524d\u56de\u6267\u884c\u989d\u5916\u7684\u641c\u7d22\u5e76\u4ea4\u53c9\u9a8c\u8bc1\u4fe1\u606f\u3002\u652f\u6301\u751f\u6210\u53ef\u6eaf\u6e90&#xff08;\u5f15\u7528\u6807\u6ce8&#xff09;\u3001\u7ed3\u6784\u5316\u548c\u53ef\u89c6\u5316\u62a5\u544a\u3002<\/li>\n<li>\u591a\u89d2\u8272Agent\u534f\u540c&#xff1a;\u4f5c\u4e3a\u95ed\u6e90\u4ea7\u54c1&#xff0c;\u5176\u5185\u90e8\u5b9e\u73b0\u7ec6\u8282\u672a\u516c\u5f00\u3002\u4ece\u6280\u672f\u7ec6\u8282\u770b&#xff0c;\u53ef\u80fd\u662f\u5355Agent\u67b6\u6784\u3002<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u521b\u65b0<\/p>\n<li>\u5168\u81ea\u52a8\u5316\u7684\u6570\u636e\u751f\u6210\u4e0e\u9a8c\u8bc1\u7ba1\u7ebf&#xff0c;\u4ee5\u4fdd\u8bc1\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\u3001\u591a\u6837\u6027\u548c\u6b63\u786e\u6027<\/li>\n<p> 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class=\"nodeLabel\"><\/p>\n<p>\u9a8c\u8bc1\u4e0e\u8fc7\u6ee4<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u63a8\u7406\u5bc6\u96c6\u578b\u4efb\u52a1<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6570\u5b66\u4e0e\u4ee3\u7801\u63a8\u7406<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u9ad8\u96be\u5ea6\u641c\u7d22<\/p>\n<p><\/span><\/p>\n<p>           <span 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class=\"nodeLabel\"><\/p>\n<p>\u6700\u7ec8\u8bad\u7ec3\u6570\u636e\u96c6<\/p>\n<p><\/span><\/p>\n<p>\u5de5\u5177\u4e3a\u4e2d\u5fc3\u7684\u4efb\u52a1&#xff1a;\u88ab\u7279\u610f\u8bbe\u8ba1\u4e3a\u5fc5\u987b\u901a\u8fc7\u8c03\u7528\u7279\u5b9a\u5de5\u5177\u624d\u80fd\u89e3\u51b3&#xff0c;\u65e8\u5728\u8bad\u7ec3\u667a\u80fd\u4f53\u5b66\u4e60\u4f55\u65f6\u4ee5\u53ca\u5982\u4f55\u6709\u6548\u5730\u534f\u540c\u4f7f\u7528\u5de5\u5177\u3002<\/p>\n<p>\u63a8\u7406\u5bc6\u96c6\u578b\u4efb\u52a1&#xff0c;\u65e8\u5728\u5f3a\u5316\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u8ba4\u77e5\u80fd\u529b&#xff1a;<\/p>\n<ul>\n<li>\u6570\u5b66\u4e0e\u4ee3\u7801\u63a8\u7406&#xff1a;\u8bad\u7ec3\u6a21\u578b\u5229\u7528\u5de5\u5177\u96c6\u89e3\u51b3\u903b\u8f91\u63a8\u7406\u548c\u7b97\u6cd5\u95ee\u9898\u3002<\/li>\n<li>\u9ad8\u96be\u5ea6\u641c\u7d22&#xff1a;\u8981\u6c42\u667a\u80fd\u4f53\u5728\u4e0a\u4e0b\u6587\u7ea6\u675f\u4e0b\u8fdb\u884c\u8fed\u4ee3\u5f0f\u641c\u7d22\u3001\u4fe1\u606f\u7efc\u5408\u548c\u63a8\u7406&#xff0c;\u4ee5\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u3002<\/li>\n<\/ul>\n<li>\u91c7\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n<p>\u4e3a\u4e86\u786e\u4fdd\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027&#xff0c;\u91c7\u7528\u4ee5\u4e0b\u5173\u952e\u7b56\u7565&#xff1a;<\/p>\n<ul>\n<li>\u4e25\u683c\u7684On-policy\u8bad\u7ec3&#xff1a;\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d&#xff0c;\u7981\u7528\u5de5\u5177\u8c03\u7528\u683c\u5f0f\u5f3a\u5236\u5668\u7b49LLM\u5f15\u64ce\u673a\u5236&#xff0c;\u786e\u4fdd\u667a\u80fd\u4f53\u5b8c\u5168\u4f9d\u636e\u81ea\u8eab\u7684\u6982\u7387\u5206\u5e03\u751f\u6210\u8f68\u8ff9&#xff0c;\u4ece\u800c\u83b7\u5f97\u4e25\u683c\u7684\u5728\u7b56\u7565&#xff08;On-policy&#xff09;\u6570\u636e\u3002<\/li>\n<li>\u8d1f\u6837\u672c\u63a7\u5236&#xff1a;\u8d1f\u6837\u672c&#xff08;\u9519\u8bef\u7684\u8f68\u8ff9&#xff09;\u4f1a\u964d\u4f4e\u6a21\u578b\u8f93\u51fa\u7684\u6982\u7387&#xff0c;\u53ef\u80fd\u5bfc\u81f4\u71b5\u5d29\u6e83\u3002\u4e3a\u6b64&#xff0c;\u56e2\u961f\u7b56\u7565\u6027\u5730\u4e22\u5f03\u90e8\u5206\u8d1f\u6837\u672c&#xff0c;\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u66f4\u957f\u7684\u8bad\u7ec3\u5468\u671f\u5185\u6301\u7eed\u6539\u8fdb\u3002<\/li>\n<li>\u7ed3\u679c\u5bfc\u5411\u7684\u5956\u52b1\u673a\u5236&#xff1a;\u4e3a\u4e86\u5728\u52a8\u6001\u73af\u5883\u4e2d\u63d0\u4f9b\u4e00\u81f4\u7684\u504f\u597d\u4fe1\u53f7&#xff0c;\u4f7f\u7528\u57fa\u4e8e\u6700\u7ec8\u7ed3\u679c\u7684\u5956\u52b1\u3002\n<ul>\n<li>\u683c\u5f0f\u5956\u52b1&#xff1a;\u5bf9\u5305\u542b\u65e0\u6548\u5de5\u5177\u8c03\u7528\u6216\u8d85\u51fa\u4e0a\u4e0b\u6587\/\u8fed\u4ee3\u9650\u5236\u7684\u8f68\u8ff9\u7ed9\u4e88\u60e9\u7f5a\u3002<\/li>\n<li>\u6b63\u786e\u6027\u5956\u52b1&#xff1a;\u5bf9\u4e8e\u683c\u5f0f\u6b63\u786e\u7684\u8f68\u8ff9&#xff0c;\u6839\u636e\u6a21\u578b\u7b54\u6848\u4e0e\u6807\u51c6\u7b54\u6848&#xff08;Ground 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