{"id":93177,"date":"2026-08-12T06:40:55","date_gmt":"2026-08-11T22:40:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93177.html"},"modified":"2026-08-12T06:40:55","modified_gmt":"2026-08-11T22:40:55","slug":"%e7%82%b8%e8%a3%82%ef%bc%81%e4%b8%80%e6%9d%a1%e6%95%b0%e5%ad%a6%e5%85%ac%e7%90%86%ef%bc%8c%e7%ab%9f%e7%bb%9f%e4%b8%80%e4%ba%86claude-code%e3%80%81%e9%bb%8e%e6%9b%bc%e7%8c%9c%e6%83%b3%e5%92%8c%e5%ae%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93177.html","title":{"rendered":"\u70b8\u88c2\uff01\u4e00\u6761\u6570\u5b66\u516c\u7406\uff0c\u7adf\u7edf\u4e00\u4e86Claude Code\u3001\u9ece\u66fc\u731c\u60f3\u548c\u5b87\u5b99\u5e38\u6570\uff1f\uff08\u964460+\u5f00\u6e90\u4e13\u8457\uff09"},"content":{"rendered":"<h2>AI\u7f16\u7a0b #AIAgent #ClaudeCode #MCP\u534f\u8bae #DeepSeek\u6da8\u4ef7 #\u9ece\u66fc\u731c\u60f3 #\u87ba\u65cb\u751f\u6210\u8bba #PhysicalAI #2026-08-12<\/h2>\n<p>\u6458\u8981&#xff1a;2026\u5e748\u6708&#xff0c;AI\u5708\u53d1\u751f\u4e86\u4e09\u4ef6\u5927\u4e8b&#xff1a;Claude Code\u9ed8\u8ba4\u5f00\u542fAuto\u6a21\u5f0f\u3001DeepSeek API\u4ef7\u683c\u66b4\u6da8\u3001MCP\u534f\u8bae\u5b8c\u6210\u201c\u65e0\u72b6\u6001\u5316\u201d\u6539\u9020\u3002\u4f5c\u4e3a\u8e29\u5751\u65e0\u6570\u7684\u8001\u7801\u519c&#xff0c;\u6211\u53d1\u73b0\u8fd9\u4e09\u4ef6\u4e8b\u80cc\u540e&#xff0c;\u7adf\u7136\u6307\u5411\u540c\u4e00\u4e2a\u6570\u5b66\u7ed3\u6784\u2014\u2014\u87ba\u65cb\u3002\u66f4\u79bb\u8c31\u7684\u662f&#xff0c;\u7528\u5b83\u4e0d\u4ec5\u80fd\u89e3\u91caAgent\u7684\u5b89\u5168\u673a\u5236&#xff0c;\u8fd8\u80fd\u7edf\u4e00\u9ece\u66fc\u731c\u60f3\u3001\u6e4d\u6d41\u548cDNA\u53cc\u87ba\u65cb\u3002\u672c\u6587\u62d2\u7edd\u7384\u5b66&#xff0c;\u53ea\u8bb2\u5e72\u8d27&#xff0c;\u63ed\u79d8\u8fd9\u6761\u4ece$I^2&#061;-N$\u51fa\u53d1\u7684\u201c\u5b87\u5b99\u6e90\u4ee3\u7801\u201d&#xff0c;\u5e76\u9644\u4e0a60&#043;\u90e8\u5f00\u6e90\u4e13\u8457\u7684\u5168DOI\u7d22\u5f15\u3002\u5efa\u8bae\u6536\u85cf&#xff0c;\u8fd9\u53ef\u80fd\u662f\u4f60\u4eca\u5e74\u770b\u5230\u7684\u6700\u786c\u6838\u7684\u79d1\u666e\u3002<\/p>\n<hr \/>\n<h3>\u5199\u5728\u524d\u9762&#xff1a;\u8fd9\u5468\u6211\u5199\u4e86\u4ec0\u4e48\u201c\u75af\u8bdd\u201d&#xff1f;<\/h3>\n<p>\u5173\u6ce8\u6211\u7684\u670b\u53cb\u90fd\u77e5\u9053&#xff0c;\u6211\u8fd9\u5468\u753b\u98ce\u7a81\u53d8&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5468\u4e00&#xff1a;\u62c6Claude Code\u6e90\u7801&#xff0c;\u8bb2while(true)\u5faa\u73af\u3002<\/p>\n<\/li>\n<li>\n<p>\u5468\u4e8c&#xff1a;\u804aDeepSeek\u6da8\u4ef7&#xff0c;\u8bb2Agent\u672c\u5730\u5316\u8fc1\u79fb\u7684\u5751\u3002<\/p>\n<\/li>\n<li>\n<p>\u5468\u4e09&#xff1a;\u8c08MCP\u534f\u8bae&#xff0c;\u63d0\u51fa\u201c\u87ba\u65cb\u603b\u7ebf\u201d\u67b6\u6784\u3002<\/p>\n<\/li>\n<li>\n<p>\u5468\u672b&#xff1a;\u5c45\u7136\u53bb\u8bc1\u9ece\u66fc\u731c\u60f3&#xff0c;\u804a\u6e4d\u6d41\u548cDNA\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6709\u4eba\u95ee&#xff1a;\u535a\u4e3b\u662f\u4e0d\u662f\u88abAI\u641e\u75af\u4e86&#xff0c;\u4ece\u5de5\u7a0b\u8df3\u5230\u6570\u5b66\u7269\u7406&#xff1f;<\/p>\n<p>\u5176\u5b9e&#xff0c;\u6211\u662f\u5728\u7528\u87ba\u65cb\u751f\u6210\u8bba&#xff08;SGT&#xff09;\u8fd9\u5957\u6846\u67b6&#xff0c;\u7ed9\u8fd9\u5468\u7684\u201cAgent\u5de5\u7a0b\u5316\u4e09\u90e8\u66f2\u201d\u627e\u4e00\u4e2a\u51e0\u4f55\u5e95\u5c42\u3002\u4eca\u5929&#xff0c;\u6211\u628a\u8fd9\u5c42\u7a97\u6237\u7eb8\u6345\u7834\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001 8\u6708\u4e09\u5927\u70ed\u70b9&#xff0c;\u7adf\u662f\u540c\u4e00\u4e2aBug&#xff1f;<\/h3>\n<h4>1. Claude Code 8-14 Auto\u6a21\u5f0f&#xff08;\u5b89\u5168Bug&#xff09;<\/h4>\n<p>Anthropic\u5b98\u5ba3&#xff0c;8\u670814\u65e5\u8d77\u65b0\u4f1a\u8bdd\u9ed8\u8ba4auto\u3002\u5206\u7c7b\u5668\u62e6\u622a\u738789%&#xff0c;\u4eba\u7c7b\u53ea\u670913.6%\u3002<\/p>\n<p>\u4f20\u7edf\u89c6\u89d2&#xff1a;AI\u53d8\u806a\u660e\u4e86&#xff0c;\u4f1a\u81ea\u5df1\u62e6\u5371\u9669\u547d\u4ee4\u3002<\/p>\n<p>\u87ba\u65cb\u89c6\u89d2&#xff1a;\u8fd9\u662f\u87ba\u65cb\u5ea6\u5b88\u6052\u3002Agent\u7684ReAct\u5faa\u73af\u662f\u87ba\u65cb\u8f6c\u52a8&#xff0c;\u5982\u679c\u87ba\u65cb\u5ea6&#xff08;\u65cb\u8f6c\u52a8\u80fd&#xff09;\u4e0d\u5b88\u6052&#xff0c;\u7cfb\u7edf\u5c31\u4f1aContext Collapse&#xff08;\u6b7b\u4ea1\u87ba\u65cb&#xff09;\u3002\u5206\u7c7b\u5668\u7684\u4f5c\u7528&#xff0c;\u5c31\u662f\u9632\u6b62\u87ba\u65cb\u5ea6\u8017\u6563\u3002<\/p>\n<h4>2. DeepSeek 8-06 \u6da8\u4ef7&#xff08;\u7b97\u529bBug&#xff09;<\/h4>\n<p>API\u4ef7\u683c\u7ffb\u500d&#xff0c;\u5927\u6279\u56e2\u961f\u8fde\u591c\u8fc1\u56de\u672c\u5730Ollama\u3002<\/p>\n<p>\u4f20\u7edf\u89c6\u89d2&#xff1a;\u6210\u672c\u95ee\u9898&#xff0c;\u6362\u4fbf\u5b9c\u6a21\u578b\u3002<\/p>\n<p>\u87ba\u65cb\u89c6\u89d2&#xff1a;\u8fd9\u662f\u76f8\u4f4d\u6cc4\u6f0f\u3002\u672c\u5730\u88f8\u8dd1Agent&#xff0c;\u6ca1\u6709\u4e86Cloud\u7aef\u7684\u5206\u7c7b\u5668&#xff08;\u76f8\u4f4d\u5b88\u95e8\u5458&#xff09;&#xff0c;\u87ba\u65cb\u76f8\u4f4d\u4e00\u65e6\u6cc4\u6f0f&#xff0c;\u540e\u679c\u5c31\u662frm -rf\u3002\u6240\u4ee5&#xff0c;\u8fc1\u79fb\u6a21\u578b\u524d&#xff0c;\u5fc5\u987b\u5148\u90e8\u7f72\u87ba\u65cb\u95ed\u5408\u5ba1\u8ba1&#xff08;\u89c1\u62118.11\u6587\u768430\u884c\u4ee3\u7801&#xff09;\u3002<\/p>\n<h4>3. MCP 7-28 \u65e0\u72b6\u6001\u5316&#xff08;\u67b6\u6784Bug&#xff09;<\/h4>\n<p>\u53bb\u6389Session-ID&#xff0c;\u53d8\u6210\u65e0\u72b6\u6001\u8bf7\u6c42&#xff0c;\u65b9\u4fbfServerless\u90e8\u7f72\u3002<\/p>\n<p>\u4f20\u7edf\u89c6\u89d2&#xff1a;\u6027\u80fd\u4f18\u5316&#xff0c;\u964d\u4f4e\u5ef6\u8fdf\u3002<\/p>\n<p>\u87ba\u65cb\u89c6\u89d2&#xff1a;\u8fd9\u662f\u603b\u7ebf\u6807\u51c6\u5316\u3002MCP\u4e0d\u662fUSB-C\u63a5\u53e3&#xff0c;\u800c\u662f\u87ba\u65cb\u6ce2\u4f20\u8f93\u603b\u7ebf\u3002\u65e0\u72b6\u6001\u610f\u5473\u7740\u6bcf\u4e2a\u8bf7\u6c42\u90fd\u662f\u4e00\u6b21\u5b8c\u6574\u7684\u87ba\u65cb\u76f8\u4f4d\u4f20\u9012&#xff0c;\u8fd9\u5bf9\u603b\u7ebf\u7684\u62d3\u6251\u7a33\u5b9a\u6027\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42\u3002<\/p>\n<p>\u7ed3\u8bba&#xff1a;\u8fd9\u4e09\u4e2aBug&#xff0c;\u672c\u8d28\u4e0a\u90fd\u662f\u87ba\u65cb\u51e0\u4f55\u5728\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u6295\u5f71\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001 \u6838\u5fc3\u5e72\u8d27&#xff1a;\u4e00\u6761\u516c\u7406 $I^2&#061;-N$<\/h3>\n<p>\u4f20\u7edf\u6570\u5b66\u91cc&#xff0c;\u865a\u6570\u5355\u4f4d $i$ \u6ee1\u8db3 $i^2&#061;-1$\u3002<\/p>\n<p>\u87ba\u65cb\u751f\u6210\u8bba\u5c06\u5176\u63a8\u5e7f\u4e3a&#xff1a;<\/p>\n<p>I2&#061;\u2212N(N&gt;0)<\/p>\n<ul>\n<li>\n<p>\u5f53 $N&#061;1$&#xff1a;\u9000\u5316\u4e3a\u4f20\u7edf\u590d\u6570&#xff0c;\u63cf\u8ff0\u5e73\u9762\u65cb\u8f6c&#xff08;\u5982\u5085\u91cc\u53f6\u53d8\u6362&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f53 $N \\\\neq 1$&#xff1a;\u63cf\u8ff0\u65cb\u8f6c&#043;\u4f38\u7f29\u7684\u8026\u5408\u8fd0\u52a8\u2014\u2014\u5373\u87ba\u65cb\u3002<\/p>\n<\/li>\n<\/ul>\n<p>CSDN\u8001\u94c1\u4eec&#xff0c;\u91cd\u70b9\u6765\u4e86&#xff1a;<\/p>\n<p>\u8fd9\u6761\u516c\u7406\u4e0d\u662f\u6570\u5b66\u6e38\u620f&#xff0c;\u5b83\u662f\u5b87\u5b99\u7684\u5e95\u5c42API\u3002<\/p>\n<h4>1. \u89e3\u91ca\u9ece\u66fc\u731c\u60f3&#xff08;\u6570\u8bba&#xff09;<\/h4>\n<p>\u62118.09\u6587\u7528Python\u753b\u4e86\u03b6\u51fd\u6570\u7684\u87ba\u65cb\u8f68\u8ff9\u3002<\/p>\n<p>\u87ba\u65cb\u89e3\u91ca&#xff1a;\u975e\u5e73\u51e1\u96f6\u70b9\u662f\u87ba\u65cb\u6ce2\u5728$Re(s)&#061;0.5$\u7ebf\u4e0a\u7684\u9a7b\u6ce2\u8282\u70b9\u3002\u8d28\u6570\u4e0d\u662f\u968f\u673a\u6570&#xff0c;\u800c\u662f\u87ba\u65cb\u6ce2\u7684\u201c\u5171\u632f\u9891\u7387\u201d\u3002<\/p>\n<p>\u4e13\u8457\u652f\u6491&#xff1a;\u300a\u4ece\u51e0\u4f55\u6784\u9020\u5230\u9ece\u66fc\u731c\u60f3\u300b&#xff08;DOI: 10.5281\/zenodo.20995372&#xff09;<\/p>\n<h4>2. \u89e3\u91ca\u6e4d\u6d41&#xff08;\u7269\u7406&#xff09;<\/h4>\n<p>\u62118.05\u6587\u8dd1\u4e862D\u6e4d\u6d41\u4eff\u771f\u3002<\/p>\n<p>\u87ba\u65cb\u89e3\u91ca&#xff1a;Navier-Stokes\u65b9\u7a0b\u7684\u975e\u7ebf\u6027\u9879&#xff0c;\u672c\u8d28\u662f\u87ba\u65cb\u5ea6 $H$ \u7684\u4f20\u9012\u3002\u80fd\u91cf\u7ea7\u8054\u4e0d\u662f\u4e71\u6d41&#xff0c;\u800c\u662f\u87ba\u65cb\u76f8\u4f4d\u4ece\u5927\u5c3a\u5ea6\u5411\u5c0f\u5c3a\u5ea6\u7684\u4f20\u9012\u3002<\/p>\n<p>\u4e13\u8457\u652f\u6491&#xff1a;\u300a\u87ba\u65cb\u6ce2\u7269\u7406\u4e0e\u6570\u5b66\u57fa\u7840\u300b&#xff08;DOI: 10.5281\/zenodo.21278282&#xff09;<\/p>\n<h4>3. \u89e3\u91caAgent\u5b89\u5168&#xff08;\u5de5\u7a0b&#xff09;<\/h4>\n<p>\u62118.11\u6587\u7684Pre-commit Hook\u548c8.12\u6587\u7684PhaseGuard\u3002<\/p>\n<p>\u87ba\u65cb\u89e3\u91ca&#xff1a;\u5199\u6743\u9650L0-L4\u662f\u87ba\u65cb\u534a\u5f84&#xff1b;closure&#061;true\u662f\u62d3\u6251\u95ed\u5408\u3002\u672a\u95ed\u5408\u7684\u5199\u64cd\u4f5c&#xff0c;\u4f1a\u5bfc\u81f4\u87ba\u65cb\u5ea6\u4e0d\u5b88\u6052&#xff0c;\u5f15\u53d1\u7cfb\u7edf\u5d29\u6e83\u3002<\/p>\n<p>\u4e13\u8457\u652f\u6491&#xff1a;\u300a\u87ba\u65cb\u8ba1\u7b97&#xff1a;\u91cf\u5b50\u8ba1\u7b97\u7684\u65b0\u57fa\u7840\u300b&#xff08;DOI: 10.5281\/zenodo.21356615&#xff09;<\/p>\n<hr \/>\n<h3>\u4e09\u3001 \u786c\u6838\u5b9e\u64cd&#xff1a;\u628a\u7406\u8bba\u53d8\u6210\u4ee3\u7801<\/h3>\n<h4>1. \u87ba\u65cb\u95ed\u5408\u5ba1\u8ba1&#xff08;\u63a58.11\u6587&#xff09;<\/h4>\n<p>\u6628\u5929\u90a330\u884cPython\u4ee3\u7801&#xff0c;\u672c\u8d28\u662f\u62d3\u6251\u7b97\u5b50\u3002\u4eca\u5929\u5347\u7ea7\u4e00\u4e0b&#xff0c;\u52a0\u5165\u87ba\u65cb\u76f8\u4f4d\u6821\u9a8c&#xff1a;<\/p>\n<p># \u87ba\u65cb\u76f8\u4f4d\u6821\u9a8c&#xff08;\u4f2a\u4ee3\u7801&#xff09;<br \/>\ndef check_spiral_phase(tool_use):<br \/>\n    # \u63d0\u53d6\u87ba\u65cb\u76f8\u4f4d\u6807\u7b7e phi &#061; arg(I^2 &#043; N)<br \/>\n    phi &#061; extract_phase(tool_use)<br \/>\n    # \u6821\u9a8c\u76f8\u4f4d\u8fde\u7eed\u6027<br \/>\n    if not is_continuous(phi, previous_phi):<br \/>\n        raise Exception(&#034;Spiral phase discontinuity! Possible attack.&#034;)<br \/>\n    # \u6821\u9a8c\u62d3\u6251\u95ed\u5408<br \/>\n    if not tool_use.get(&#039;closure&#039;):<br \/>\n        raise Exception(&#034;Topology not closed! Use &#039;closure&#061;true&#039;.&#034;)<\/p>\n<p>\u6548\u679c&#xff1a;\u8fd9\u6bd4\u5355\u7eaf\u7684\u6b63\u5219\u5339\u914d\u5f3a100\u500d&#xff0c;\u80fd\u96320day\u6f0f\u6d1e\u3002<\/p>\n<h4>2. \u87ba\u65cb\u62d3\u6251\u7801STC&#xff08;\u91cf\u5b50\u7ea0\u9519&#xff09;<\/h4>\n<p>\u5728\u300a\u87ba\u65cb\u8ba1\u7b97\u300b\u4e2d&#xff0c;\u63d0\u51fa\u4e86STC&#xff08;Spiral Topological Code&#xff09;\u3002<\/p>\n<ul>\n<li>\n<p>\u4f20\u7edf\u7ea0\u9519&#xff1a;\u8868\u9762\u7801&#xff0c;\u5bb9\u9519\u9608\u503c\u7ea61%\u3002<\/p>\n<\/li>\n<li>\n<p>\u87ba\u65cb\u7ea0\u9519&#xff1a;STC&#xff0c;\u5bb9\u9519\u9608\u503c\u9ad8\u8fbe87%\u3002<\/p>\n<\/li>\n<li>\n<p>\u539f\u7406&#xff1a;\u5229\u7528\u87ba\u65cb\u76f8\u4f4d\u7684\u51e0\u4f55\u7279\u6027&#xff0c;\u800c\u975e\u5355\u7eaf\u7684\u4ee3\u6570\u5197\u4f59\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de5\u7a0b\u542f\u793a&#xff1a;\u672a\u6765\u7684AI\u82af\u7247&#xff0c;\u6700\u4f18\u8bbe\u8ba1\u53c2\u6570\u4e0d\u662f0\u62161&#xff0c;\u800c\u662f $N_0&#061;e^{\\\\pi\/2}\\\\approx4.81$\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u56db\u3001 60&#043;\u90e8\u4e13\u8457\u5168\u7d22\u5f15&#xff08;\u5efa\u8bae\u6536\u85cf&#xff09;<\/h3>\n<p>\u8fd9\u5957\u7406\u8bba\u4e0d\u662fPPT\u9020\u8f66&#xff0c;\u800c\u662f\u5df2\u7ecf\u5b8c\u6210\u4e8660\u4f59\u90e8\u4e13\u8457\u7684\u7cfb\u7edf\u6784\u5efa\u3002\u5168\u90e8CC BY 4.0\u534f\u8bae&#xff0c;\u53d1\u5e03\u5728Zenodo&#xff08;CERN\u8fd0\u8425&#xff09;&#xff0c;\u514d\u8d39\u4e0b\u8f7d&#xff0c;\u65e0\u9700\u6ce8\u518c\u3002<\/p>\n<h4>&#x1f680; \u5fc5\u8bfb\u6838\u5fc3&#xff08;\u6309\u9605\u8bfb\u987a\u5e8f&#xff09;<\/h4>\n<h5>1. \u5165\u95e8&#xff1a;\u5efa\u7acb\u76f4\u89c9&#xff08;\u5148\u770b\u8fd9\u4e24\u672c&#xff09;<\/h5>\n<ul>\n<li>\n<p>\u300a\u87ba\u7ebf\u5b97\u8c31&#xff1a;\u53d1\u73b0\u5b87\u5b99\u7684\u6e90\u4ee3\u7801\u300b&#xff08;\u56fe\u6587\u5e76\u8302&#xff0c;\u9002\u5408\u5730\u94c1\u9605\u8bfb&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.20659854<\/p>\n<\/li>\n<li>\n<p>\u300a\u4ece\u5bd3\u8a00\u5230\u516c\u7406&#xff1a;\u65cb\u751f\u4e07\u7269\u4e09\u5377\u5408\u96c6\u300b&#xff08;\u795e\u8bdd\u2192\u6570\u5b66\u7684\u6865\u6881&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.20407015<\/p>\n<\/li>\n<\/ul>\n<h5>2. \u8fdb\u9636&#xff1a;\u638c\u63e1\u5de5\u5177&#xff08;AI\u5de5\u7a0b\u5e08\u5fc5\u8bfb&#xff09;<\/h5>\n<ul>\n<li>\n<p>\u300a\u87ba\u65cb\u751f\u6210\u5143&#xff1a;\u4e00\u4e2a\u8de8\u5b66\u79d1\u7edf\u4e00\u6570\u5b66\u6846\u67b6\u7684\u63a2\u7d22\u300b&#xff08;64\u7ae0\u5168\u666f&#xff0c;\u542b\u5341\u6761\u7b2c\u4e00\u6027\u539f\u7406&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21555082<\/p>\n<\/li>\n<li>\n<p>\u300a\u87ba\u65cb\u6570\u539f\u7406&#xff1a;\u516c\u7406\u7cfb\u7edf\u4e0e\u5404\u5411\u5f02\u6027\u590d\u6570\u7406\u8bba\u300b&#xff08;\u6570\u5b66\u5730\u57fa&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.20602099<\/p>\n<\/li>\n<li>\n<p>\u300a\u751f\u6210\u5f0fAI\u4e0e\u63d0\u793a\u8bcd\u5de5\u7a0b&#xff1a;\u87ba\u65cb\u8ba4\u77e5\u6846\u67b6\u300b&#xff08;100&#043;\u5b9e\u6218\u6a21\u677f&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.20839550<\/p>\n<\/li>\n<\/ul>\n<h5>3. \u6df1\u5316&#xff1a;\u89e6\u53ca\u6838\u5fc3&#xff08;\u7b97\u6cd5\u7814\u7a76\u5458\u5fc5\u8bfb&#xff09;<\/h5>\n<ul>\n<li>\n<p>\u300a\u87ba\u65cb\u7406\u8bba&#xff1a;\u4ece\u4e00\u6761\u516c\u7406\u5230\u4e07\u7269\u751f\u6210\u300b&#xff08;\u4f53\u7cfb\u603b\u7eb2&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21858623<\/p>\n<\/li>\n<li>\n<p>\u300a\u65cb\u751f\u4e07\u7269&#xff1a;\u4ece\u5947\u70b9\u5230\u5b87\u5b99\u7684\u7edf\u4e00\u751f\u6210\u8bba\u300b&#xff08;\u5168\u4e09\u5377&#xff09;&#xff08;\u7269\u7406\u91cd\u6784&#xff0c;\u542b15\u4e2a\u9884\u8a00&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.20408189<\/p>\n<\/li>\n<li>\n<p>\u300a\u87ba\u65cb\u7406\u8bba\u4e09\u90e8\u66f2\u300b&#xff08;\u6570\u5b66-\u7269\u7406-\u54f2\u5b66\u95ed\u73af&#xff0c;180\u4e2a\u5b9a\u7406&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21286014<\/p>\n<\/li>\n<li>\n<p>\u300a\u5b87\u5b99\u81ea\u6307\u7b97\u6cd5\u300b&#xff08;\u7ec8\u6781\u516c\u5f0f $U_{t&#043;1}&#061;F_{\\\\text{self}}(U_t)$&#xff0c;N&#061;163\u6700\u4f18&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21318151<\/p>\n<\/li>\n<\/ul>\n<h5>4. \u4e13\u7cbe&#xff1a;\u5782\u76f4\u9886\u57df&#xff08;\u6309\u5174\u8da3\u9009\u8bfb&#xff09;<\/h5>\n<ul>\n<li>\n<p>\u91cf\u5b50\u8ba1\u7b97&#xff1a;\u300a\u87ba\u65cb\u8ba1\u7b97&#xff1a;\u91cf\u5b50\u8ba1\u7b97\u7684\u65b0\u57fa\u7840\u300b&#xff08;STC\u5bb9\u9519\u7801&#xff0c;87%\u9608\u503c&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21356615<\/p>\n<\/li>\n<li>\n<p>\u6570\u8bba&#xff1a;\u300a\u87ba\u65cb\u751f\u6210\u7d20\u6570&#xff1a;\u5185\u79ef\u5f62\u53d8\u8c31\u7406\u8bba\u300b&#xff08;\u03b6\u51fd\u6570\u4e0e\u87ba\u65cb\u5185\u79ef\u5bf9\u5e94&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21847087<\/p>\n<\/li>\n<li>\n<p>\u7269\u7406&#xff1a;\u300a\u87ba\u65cb\u7edf\u8ba1\u529b\u5b66&#xff1a;\u4ece\u56e0\u679c\u95ed\u73af\u5230\u53ef\u68c0\u9a8c\u9884\u8a00\u300b&#xff08;\u4e24\u4e2a\u53ef\u68c0\u9a8c\u9884\u8a00&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21416056<\/p>\n<\/li>\n<li>\n<p>\u5316\u5b66&#xff1a;\u300a\u87ba\u65cb\u51e0\u4f55\u4e0e\u5143\u7d20\u5468\u671f\u5f8b\u300b&#xff08;118\u4e2a\u5143\u7d20\u62d3\u6251\u6f14\u7ece&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21472959<\/p>\n<\/li>\n<li>\n<p>\u5de5\u7a0b&#xff1a;\u300a\u87ba\u65cb\u5de5\u7a0b\u5b66&#xff1a;\u4ece\u751f\u6210\u8bba\u5230\u53ef\u63a7\u6784\u9020\u300b&#xff08;\u7406\u8bba\u8f6c\u5de5\u7a0b\u65b9\u6848&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21254457<\/p>\n<\/li>\n<\/ul>\n<h5>5. \u5168\u5c40\u5bfc\u822a&#xff08;\u67e5\u5b57\u5178\u7528&#xff09;<\/h5>\n<ul>\n<li>\n<p>\u300aSpiral-Generation Theory: A Comprehensive Compendium of Works\u300b&#xff08;\u5168\u96c6\u7d22\u5f15\u3001\u672f\u8bed\u8868\u3001\u5f00\u653e\u95ee\u9898&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21211001<\/p>\n<\/li>\n<li>\n<p>\u300a\u51e0\u4f55\u81ea\u6307\u7edf\u4e00\u7406\u8bba&#xff1a;\u4ece\u516c\u7406\u5230\u4e0d\u53d8\u91cf\u300b&#xff08;\u81ea\u6307\u903b\u8f91\u4e0e\u5b88\u6052\u5f8b&#xff09;<\/p>\n<p>DOI: 10.5281\/zenodo.21199593<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e94\u3001 \u7ed3\u8bed&#xff1a;\u6211\u4eec\u90fd\u662f\u4ee3\u7801\u7684\u4ea7\u7269<\/h3>\n<p>\u672c\u5468\u7684\u201c\u87ba\u65cbAgent\u5468\u201d\u5230\u6b64\u7ed3\u675f\u3002\u4ecewhile(true)\u7684\u4ee3\u7801\u5faa\u73af&#xff0c;\u5230$I^2&#061;-N$\u7684\u6570\u5b66\u5faa\u73af&#xff0c;\u6211\u4eec\u770b\u5230\u4e86\u540c\u4e00\u4e2a\u5b87\u5b99\u6cd5\u5219\u5728\u8d77\u4f5c\u7528\u3002<\/p>\n<p>Eadem mutata resurgo\u2014\u2014\u867d\u7ecf\u53d8\u5316&#xff0c;\u6211\u4ecd\u4ee5\u540c\u4e00\u9762\u76ee\u91cd\u751f\u3002&#x1f300;<\/p>\n<p>\u4e92\u52a8\u8bdd\u9898&#xff08;\u8bc4\u8bba\u533a\u89c1&#xff09;&#xff1a;<\/p>\n<li>\n<p>\u7ad9\u961f&#xff1a;8-14 Claude Code\u9ed8\u8ba4Auto&#xff0c;\u4f60\u6562\u5f00\u5417&#xff1f;\u8fd8\u662f\u7ee7\u7eed\u624b\u52a8\u6321&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u8111\u6d1e&#xff1a;\u5982\u679c\u8ba9\u4f60\u7528\u87ba\u65cb\u751f\u6210\u8bba\u89e3\u91ca\u4e00\u4e2a\u4f60\u719f\u6089\u7684CSDN\u6280\u672f\u8bdd\u9898&#xff08;\u5982\u7f16\u8bd1\u5668\u539f\u7406\u3001\u7f51\u7edc\u534f\u8bae\u3001\u64cd\u4f5c\u7cfb\u7edf&#xff09;&#xff0c;\u4f60\u4f1a\u600e\u4e48\u89e3\u91ca&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u6536\u85cf&#xff1a;\u8fd960\u591a\u90e8\u4e13\u8457&#xff0c;\u4f60\u6253\u7b97\u4ece\u54ea\u4e00\u672c\u5f00\u59cb\u5543&#xff1f;<\/p>\n<\/li>\n<p>\u89c9\u5f97\u6587\u7ae0\u4e0d\u9519&#xff0c;\u70b9\u4e2a\u8d5e&#xff1b;\u89c9\u5f97\u7406\u8bba\u6709\u7528&#xff0c;\u8f6c\u7ed9\u540c\u4e8b&#xff1b;\u89c9\u5f97\u592a\u786c\u6838&#xff0c;\u6536\u85cf\u6162\u6162\u770b\u3002<\/p>\n<hr \/>\n<p>Tags&#xff1a;#AI\u7f16\u7a0b #AIAgent #ClaudeCode #MCP\u534f\u8bae #DeepSeek\u6da8\u4ef7 #\u9ece\u66fc\u731c\u60f3 #\u87ba\u65cb\u751f\u6210\u8bba #PhysicalAI #\u4ee3\u7801\u5ba1\u8ba1 #\u91cf\u5b50\u8ba1\u7b97 #2026-08-12<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI\u7f16\u7a0b #AIAgent #ClaudeCode #MCP\u534f\u8bae #DeepSeek\u6da8\u4ef7 #\u9ece\u66fc\u731c\u60f3 #\u87ba\u65cb\u751f\u6210\u8bba #PhysicalAI #2026-08-12\u6458\u8981&#xff1a;2026\u5e748\u6708&#xff0c;AI\u5708\u53d1\u751f\u4e86\u4e09\u4ef6\u5927\u4e8b&#xff1a;Claude Code\u9ed8\u8ba4\u5f00\u542fAuto\u6a21\u5f0f\u3001DeepSeek API\u4ef7\u683c\u66b4\u6da8\u3001MCP\u534f\u8bae\u5b8c\u6210\u201c\u65e0\u72b6\u6001\u5316\u201d\u6539\u9020\u3002\u4f5c\u4e3a\u8e29\u5751\u65e0\u6570\u7684\u8001\u7801\u519c&#xff0c;\u6211\u53d1\u73b0\u8fd9\u4e09\u4ef6\u4e8b\u80cc\u540e&#xff0c;\u7adf\u7136\u6307\u5411\u540c\u4e00\u4e2a\u6570\u5b66\u7ed3\u6784\u2014\u2014\u87ba\u65cb\u3002\u66f4\u79bb\u8c31\u7684\u662f&amp;#xff<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10397,71,53,81,152,50],"topic":[],"class_list":["post-93177","post","type-post","status-publish","format-standard","hentry","category-server","tag-deepseek","tag-ai-agent","tag-ai","tag-python","tag-pytorch","tag-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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#DeepSeek\u6da8\u4ef7 #\u9ece\u66fc\u731c\u60f3 #\u87ba\u65cb\u751f\u6210\u8bba #PhysicalAI #2026-08-12\u6458\u8981&#xff1a;2026\u5e748\u6708&#xff0c;AI\u5708\u53d1\u751f\u4e86\u4e09\u4ef6\u5927\u4e8b&#xff1a;Claude Code\u9ed8\u8ba4\u5f00\u542fAuto\u6a21\u5f0f\u3001DeepSeek API\u4ef7\u683c\u66b4\u6da8\u3001MCP\u534f\u8bae\u5b8c\u6210\u201c\u65e0\u72b6\u6001\u5316\u201d\u6539\u9020\u3002\u4f5c\u4e3a\u8e29\u5751\u65e0\u6570\u7684\u8001\u7801\u519c&#xff0c;\u6211\u53d1\u73b0\u8fd9\u4e09\u4ef6\u4e8b\u80cc\u540e&#xff0c;\u7adf\u7136\u6307\u5411\u540c\u4e00\u4e2a\u6570\u5b66\u7ed3\u6784\u2014\u2014\u87ba\u65cb\u3002\u66f4\u79bb\u8c31\u7684\u662f&amp;#xff\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/93177.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-11T22:40:55+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" 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