{"id":1866,"date":"2026-08-18T20:01:54","date_gmt":"2026-08-18T12:01:54","guid":{"rendered":"https:\/\/tongchun.website\/index.php\/2026\/kimi-agent%ef%bc%88%e4%ba%91%e7%ab%af%e6%b2%99%e7%ae%b1%ef%bc%89%e6%8a%80%e6%9c%af%e6%8a%a5%e5%91%8a\/"},"modified":"2026-08-20T23:45:51","modified_gmt":"2026-08-20T15:45:51","slug":"kimi-agent%ef%bc%88%e4%ba%91%e7%ab%af%e6%b2%99%e7%ae%b1%ef%bc%89%e6%8a%80%e6%9c%af%e6%8a%a5%e5%91%8a","status":"publish","type":"post","link":"https:\/\/tongchun.website\/index.php\/2026\/kimi-agent%ef%bc%88%e4%ba%91%e7%ab%af%e6%b2%99%e7%ae%b1%ef%bc%89%e6%8a%80%e6%9c%af%e6%8a%a5%e5%91%8a\/","title":{"rendered":"Kimi Agent \u6280\u672f\u62a5\u544a"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u751f\u547d\u5b58\u5728\u8111\u4e2d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lives comes from box.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"1-%25e6%2591%2598%25e8%25a6%2581\" class=\"wp-block-heading\">1. \u6458\u8981<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kimi Agent \u6c99\u7bb1\u662f Moonshot \u81ea\u7814\u7684 <strong>cubevm microVM \u5bb9\u5668\u5e73\u53f0<\/strong>\uff0c\u6838\u5fc3\u8bbe\u8ba1\u662f<strong>\u4e24\u9636\u6bb5&#8221;\u5ef6\u8fdf\u7ed1\u5b9a&#8221;\u751f\u547d\u5468\u671f<\/strong>\uff1aboot \u9636\u6bb5\u62c9\u8d77\u4e00\u4e2a\u65e0\u8eab\u4efd\u3001\u53ef\u6c60\u5316\u9884\u70ed\u7684\u7a7a\u58f3\u670d\u52a1\u6c60\uff1bclaim \u9636\u6bb5\u624d\u7531\u63a7\u5236\u9762\u52a8\u6001\u6ce8\u5165\u9879\u76ee\u5b58\u50a8\u3001\u7528\u6237\u8d44\u4ea7 overlay \u548c\u77ed\u671f\u51ed\u8bc1\u3002\u4e91\u7aef\u6a21\u578b\u901a\u8fc7\u6c99\u7bb1\u5185\u4e00\u4e2a\u65e0\u9274\u6743\u7684 FastAPI kernel-server \u6267\u884c\u4ee3\u7801\uff0c\u901a\u8fc7 CDP \u4ee3\u7406\u64cd\u4f5c\u6709\u5934 Chromium\uff0c\u901a\u8fc7 E2B \u5b9a\u5236\u7684 envd \u4e0b\u53d1\u547d\u4ee4\u3002\u80fd\u529b\u5c42\u7531 <strong>269 \u4e2a skills + 18 \u4e2a plugins<\/strong> \u6784\u6210\uff0c\u5176\u4e2d\u5927\u91cf\u6280\u80fd\u642c\u8fd0\u81ea OpenClaw\/ClawHub \u793e\u533a\u751f\u6001\u518d\u672c\u5730\u5316\u3002\u6574\u5957\u7cfb\u7edf\u6700\u6709\u4ef7\u503c\u7684\u4e0d\u662f\u5355\u4e2a\u6280\u80fd\uff0c\u800c\u662f&#8221;\u5ef6\u8fdf\u7ed1\u5b9a\u3001\u8584\u63d2\u4ef6\u3001\u786e\u5b9a\u6027\u5f15\u64ce\u515c\u5e95&#8221;\u7684\u5de5\u7a0b\u8303\u5f0f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5206\u7ae0\u8be6\u62a5\uff0819 \u7ae0\uff09<\/strong>\u3000\uff5c\u3000\ud83d\udce6 <a href=\"https:\/\/github.com\/SHAWNTRIBBIANI\/kimiagent-analysis\">GitHub \u4ed3\u5e93\uff08\u5168\u90e8\u539f\u6587\uff09<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-01-system\/\">01 \u00b7 \u7cfb\u7edf\u4e0e\u5bb9\u5668\u5c42<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-02-runtime\/\">02 \u00b7 \u4ee3\u7801\u6267\u884c\u8fd0\u884c\u65f6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-03-storage\/\">03 \u00b7 \u5b58\u50a8\u4e0e\u6301\u4e45\u5316<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-04-gateway\/\">04 \u00b7 \u4e91\u7aef\u7f51\u5173\u4e0e\u5916\u90e8\u8fde\u63a5<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-05-browser\/\">05 \u00b7 \u6d4f\u89c8\u5668\u4e0e\u684c\u9762\u81ea\u52a8\u5316<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-06-skills-a\/\">06 \u00b7 Skills \u76d8\u70b9\u2460<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-07-skills-b\/\">07 \u00b7 Skills \u76d8\u70b9\u2461<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-08-skills-c\/\">08 \u00b7 Skills \u76d8\u70b9\u2462<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-09-skills-d\/\">09 \u00b7 Skills \u76d8\u70b9\u2463<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-10-plugins\/\">10 \u00b7 Plugins \u4f53\u7cfb<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-11-user-layer\/\">11 \u00b7 \u7528\u6237\u81ea\u5b9a\u4e49\u5c42\u4e0e CLI<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-12-toolchain\/\">12 \u00b7 \u9884\u88c5\u5de5\u5177\u94fe<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-13-docx-pdf\/\">13 \u00b7 docx \/ pdf \u6df1\u62c6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-14-slides-design\/\">14 \u00b7 slides \/ design \u6df1\u62c6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-15-swarm\/\">15 \u00b7 swarm \u96c6\u7fa4\u6df1\u62c6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-16-website\/\">16 \u00b7 \u7f51\u7ad9\u6280\u80fd\u6df1\u62c6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-17-research\/\">17 \u00b7 \u6df1\u5ea6\u7814\u7a76\u6280\u80fd\u6df1\u62c6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-18-xlsx\/\">18 \u00b7 xlsx \u8868\u683c\u6df1\u62c6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-19-gaps\/\">19 \u00b7 \u7f3a\u53e3\u8865\u91c7\u4e0e\u6838\u67e5<\/a><\/li>\n<\/ul>\n\n\n<p><!--more--><\/p>\n\n\n<h2 id=\"2-%25e7%25b3%25bb%25e7%25bb%259f%25e6%259e%25b6%25e6%259e%2584\" class=\"wp-block-heading\">2. \u7cfb\u7edf\u67b6\u6784<\/h2>\n\n\n\n<h3 id=\"21-%25e6%2580%25bb%25e4%25bd%2593%25e6%259e%25b6%25e6%259e%2584\" class=\"wp-block-heading\">2.1 \u603b\u4f53\u67b6\u6784<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-01-system\/\">01 \u00b7 \u7cfb\u7edf\u4e0e\u5bb9\u5668\u5c42<\/a><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 Moonshot \u4e91\u7aef\uff08\u63a7\u5236\u9762\uff09\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  kimiwarden       \u6c99\u7bb1\u8c03\u5ea6\/claim\uff0c\u7b7e\u53d1 bind_token(HS256 JWT) + overlay manifest  \u2502\n\u2502  kimiagent \u6a21\u578b    \u7ecf agent-gw.kimi.com\/coding \u4e0e\u6c99\u7bb1\u4ea4\u4e92\uff08API key \u8ba4\u8bc1\uff09        \u2502\n\u2502  PortalService     kimi-api-sandbox.msh.team\/apiv2\uff08Connect-RPC\uff09               \u2502\n\u2502  drive9 \u5b58\u50a8       10.213.5.144\uff08\u9879\u76ee\u5de5\u4f5c\u533a\uff0c\u5185\u7f51\u660e\u6587 HTTP\uff09                     \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n            \u2502 claim \u65f6\u52a8\u6001\u4e0b\u53d1                              \u2502 envd Connect-RPC :49983\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  cubevm microVM\uff08Cube Hypervisor\uff0c\u5b9a\u5236\u5185\u6838 6.6.69-cube\uff0croot=\/dev\/pmem0 dax\uff09    \u2502\n\u2502  \u2514\u2500 Debian 12 \u5bb9\u5668\uff08s6-overlay 3.1.6.2\uff0cPID1 = s6-svscan \/run\/service\uff09        \u2502\n\u2502     \u251c\u2500 portal        Go FUSE \u8d44\u4ea7\u95e8\u9762 \u2192 \/mnt\/portal-overlay\uff08\u53ea\u8bfb\u4e91\u7aef\u8d44\u4ea7\uff09      \u2502\n\u2502     \u251c\u2500 drive9-fuse   \u9879\u76ee\u5de5\u4f5c\u533a \u2192 \/mnt\/agents\uff08\u8bfb\u5199\uff0cclose-sync \u56de\u4f20\uff09          \u2502\n\u2502     \u251c\u2500 kernel-server FastAPI :8888 \u2192 jupyter ipykernel\uff08\u4ee3\u7801\u6267\u884c\u6838\u5fc3\uff09          \u2502\n\u2502     \u251c\u2500 browser-guard Chromium 151 \u770b\u95e8\u72d7\uff08CDP :9222\uff0c\u6e32\u67d3\u5230 Xvnc :99\uff09          \u2502\n\u2502     \u251c\u2500 project-cdp-proxy  :9223\u21929222\uff08\u4f2a\u88c5\u540d socat\uff0c\u5b89\u5168\u66b4\u9732 CDP \u7ed9\u4e91\u7aef\uff09      \u2502\n\u2502     \u251c\u2500 kasmvnc       Xvnc :99 \/ websocket :6080\uff08\u5411\u7528\u6237\u76f4\u64ad agent \u684c\u9762\uff09       \u2502\n\u2502     \u251c\u2500 envd          E2B envd \u5b9a\u5236\u7248\uff08\u4e91\u7aef\u2192\u6c99\u7bb1\u547d\u4ee4\/\u6587\u4ef6\u901a\u9053\uff09                  \u2502\n\u2502     \u2514\u2500 sshd          AllowUsers kimi\uff08uid 999\uff0c\u65e0 sudo\uff0cshadow \u9501\u5b9a\uff09          \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n\n\n\n<h3 id=\"22-%25e5%25ae%25b9%25e5%2599%25a8%25e4%25b8%258e%25e8%2599%259a%25e6%258b%259f%25e5%258c%2596%25e5%25b1%2582\" class=\"wp-block-heading\">2.2 \u5bb9\u5668\u4e0e\u865a\u62df\u5316\u5c42<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53cc\u5c42\u7ed3\u6784<\/strong>\uff1acubevm microVM\uff08DMI \u663e\u793a &#8220;Cube Hypervisor&#8221;\uff0c\u5185\u6838 cmdline \u542b <code>cubevm<\/code>\uff09\u5185\u518d\u8dd1 cgroup v1 + overlay2 \u5bb9\u5668\uff1b\u955c\u50cf\u5c42\u5728 <code>\/run\/blk-cube\/vdc<\/code>\uff0861 \u5c42\uff09\uff0c\u53ef\u5199\u5c42\u5728 vda\u3002<\/li>\n\n\n\n<li><strong>OS<\/strong>\uff1aDebian 12 (bookworm)\uff0c\u5b9a\u5236\u5185\u6838 <code>6.6.69-cube.pvm.guest<\/code>\uff1b\u65e0 <code>\/.dockerenv<\/code>\uff1b\u4e3b\u673a\u540d = \u5bb9\u5668 ID \u524d 8 \u4f4d\u3002<\/li>\n\n\n\n<li><strong>\u8d44\u6e90\u89c4\u683c<\/strong>\uff1a3 \u6838 CPU \/ 4 GiB \u5185\u5b58\u786c\u9650 \/ \u65e0 GPU \/ 41G \u6839\u76d8 \/ nofile 1024 \/ \/dev\/shm 64M \/ \u65e0 swap\u3002<\/li>\n\n\n\n<li><strong>\u7f51\u7edc<\/strong>\uff1aeth0 \u4e3a 169.254.68.4\/30 \u94fe\u8def\u672c\u5730\u6bb5 + \u5bbf\u4e3b NAT\uff1bDNS \u8d70\u817e\u8baf DNSPod\uff1b<strong>\u51fa\u7ad9\u516c\u7f51\u4e0d\u8fc7\u6ee4<\/strong>\uff08\u51fa\u53e3\u817e\u8baf\u4e91\uff09\uff1b\u73af\u5883\u53d8\u91cf\u6307\u5411\u817e\u8baf SCF\u3002<\/li>\n\n\n\n<li><strong>\u65f6\u533a<\/strong>\uff1a\u7cfb\u7edf UTC\uff0c\u5e73\u53f0\u6ce8\u5165 <code>TZ=Asia\/Shanghai<\/code>\u3002<\/li>\n<\/ul>\n\n\n\n<h3 id=\"23-%25e5%25bc%2595%25e5%25af%25bc%25e9%2593%25bes6overlay-%25e4%25b8%258a%25e6%25b8%25b8%25e5%258e%259f%25e7%2589%2588%25e9%259b%25b6%25e5%25ae%259a%25e5%2588%25b6\" class=\"wp-block-heading\">2.3 \u5f15\u5bfc\u94fe\uff08s6-overlay \u4e0a\u6e38\u539f\u7248\u96f6\u5b9a\u5236\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\/init\uff08s6-overlay 3.1.6.2\uff09\u2192 stage0 \u2192 PID1 s6-svscan \/run\/service\n  \u2192 bundle \"user\" \u62c9\u8d77 7 \u4e2a\u57fa\u7840\u670d\u52a1\uff1aenvd \/ portal \/ kernel-server \/\n    kasmvnc \/ browser-guard \/ socat(\u5b9e\u4e3a cdp-proxy) \/ sshd\n  \u2192 claim \u65f6\u63a7\u5236\u9762\u518d\u6ce8\u5165\uff1adrive9-fuse \/ drive9-fuse-watchdog<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u73af\u5883\u53d8\u91cf\u4e09\u7ea7\u6765\u6e90\uff1a\u5e73\u53f0\u6ce8\u5165\uff08container_environment\u2192with-contenv\uff09\u3001sshd SetEnv\uff08\u5b9a\u5236 PATH\/npm \u955c\u50cf\uff09\u3001\u5404 run \u811a\u672c\u5185 export\u3002\u6743\u9650\u6a21\u578b\uff1aroot \u6301\u57fa\u7840\u8bbe\u65bd\uff0ckimi(999:995) \u6301\u7528\u6237\u8d1f\u8f7d\uff0c\u811a\u672c\u7528 <code>s6-setuidgid<\/code> \u964d\u6743\uff0c\u670d\u52a1\u4f9d\u8d56\u7528 <code>s6-svwait<\/code> \u7b49\u5f85\u3002<\/p>\n\n\n\n<h3 id=\"24-%25e7%2594%259f%25e5%2591%25bd%25e5%2591%25a8%25e6%259c%259f%25e4%25b8%25a4%25e9%2598%25b6%25e6%25ae%25b5%25e5%25bb%25b6%25e8%25bf%259f%25e7%25bb%2591%25e5%25ae%259a%25e6%25a0%25b8%25e5%25bf%2583%25e8%25ae%25be%25e8%25ae%25a1\" class=\"wp-block-heading\">2.4 \u751f\u547d\u5468\u671f\uff1a\u4e24\u9636\u6bb5\u5ef6\u8fdf\u7ed1\u5b9a\uff08\u6838\u5fc3\u8bbe\u8ba1\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u9636\u6bb5<\/th><th>\u52a8\u4f5c<\/th><th>\u7ed3\u679c<\/th><\/tr><\/thead><tbody><tr><td>boot<\/td><td>s6 \u62c9\u8d77\u7a7a manifest portal + \u57fa\u7840\u670d\u52a1<\/td><td>\u65e0\u9879\u76ee\u8eab\u4efd\u3001\u65e0\u7528\u6237\u8d44\u4ea7\u7684\u7a7a\u58f3\uff0c<strong>\u53ef\u6c60\u5316\u9884\u70ed<\/strong><\/td><\/tr><tr><td>claim\uff08\u5b9e\u6d4b\u6bd4 boot \u665a ~7 \u5206\u949f\uff09<\/td><td>kimiwarden POST bind_token(JWT) \u5230 portal:8080 \u2192 <code>ValidateBindToken<\/code>\/<code>GetS3Credentials<\/code> \u6362\u9650\u5b9a\u8303\u56f4 STS \u2192 POST manifest \u52a8\u6001\u6302\u8f7d\uff1b\u540c\u65f6\u6ce8\u5165 drive9-fuse \u670d\u52a1<\/td><td>\u5de5\u4f5c\u533a <code>\/mnt\/agents<\/code> \u6302\u8f7d\u3001\u7528\u6237\u8d44\u4ea7 overlay \u4e0a\u7ebf\u3001\u51ed\u8bc1\u751f\u6548<\/td><\/tr><tr><td>\u56de\u6536<\/td><td>\u7ea6 50 \u5206\u949f\u7a7a\u95f2\u540e\u6574\u7bb1\u9500\u6bc1<\/td><td>\u5de5\u4f5c\u533a\u6570\u636e\u5df2\u5728 close-sync \u65f6\u56de\u4f20 drive9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u51ed\u8bc1\u96f6\u955c\u50cf\u70d8\u7119<\/strong>\uff1a\u9759\u6001 K_OSS_* \u51ed\u8bc1\u5df2\u5e9f\u5f03\u4e14 fails-closed\uff1bAPI key \u53ea\u5728 root \u7684 <code>\/root\/.kimi\/agent-gw.json<\/code>\uff08\u53ea\u8bfb 444\uff09\uff0ckimi \u7528\u6237\u8bfb\u4e0d\u5230\uff1b\u6709 KIMI_CANARY \u7070\u5ea6\u673a\u5236\u3002\u9879\u76ee ID\uff08drive9 \u6302\u8f7d\u5bf9\u8c61\uff09\u4e0e chat ID\uff08agent-gw \u8eab\u4efd\uff09\u662f\u4e24\u4e2a\u72ec\u7acb\u5bf9\u8c61\u2014\u2014\u540c\u4e00\u5de5\u4f5c\u533a\u53ef\u88ab\u4e0d\u540c chat \u590d\u7528\u3002<\/p>\n\n\n\n<h3 id=\"25-%25e5%25ad%2598%25e5%2582%25a8%25e4%25b8%258e%25e6%258c%2581%25e4%25b9%2585%25e5%258c%2596%25e4%25b8%2589%25e5%25b1%2582\" class=\"wp-block-heading\">2.5 \u5b58\u50a8\u4e0e\u6301\u4e45\u5316\uff08\u4e09\u5c42\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-03-storage\/\">03 \u00b7 \u5b58\u50a8\u4e0e\u6301\u4e45\u5316<\/a><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5bb9\u5668 overlay \u6839<\/strong> \u2014\u2014 \u4e34\u65f6\uff0c\u968f\u56de\u6536\u9500\u6bc1\u3002<\/li>\n\n\n\n<li><strong>portal FUSE <code>\/mnt\/portal-overlay<\/code>\uff08\u53ea\u8bfb\uff09<\/strong> \u2014\u2014 \u4e91\u7aef\u7528\u6237\u8d44\u4ea7\uff1askills \u63d2\u4ef6\u3001<code>.user<\/code>\uff08\u7528\u6237\u81ea\u5efa\u6280\u80fd\uff09\u3001<code>.vault<\/code>\u3001<code>.websites-templates<\/code>\u3001<code>.agent-gw.json<\/code>\uff0c\u7ecf reception preset \u7684 init_script \u7528\u7b26\u53f7\u94fe\u63a5\u7f1d\u8fdb <code>\/app<\/code>\u3002<\/li>\n\n\n\n<li><strong>drive9 FUSE <code>\/mnt\/agents<\/code>\uff08\u8bfb\u5199\uff09<\/strong> \u2014\u2014 \u9879\u76ee\u5de5\u4f5c\u533a\uff0c\u5199\u7b56\u7565 close-sync + \u672c\u5730 shadow \u7f13\u5b58 + SSE \u7f13\u5b58\u5931\u6548\uff1bprofile <code>kimi-project<\/code> \u7684 <code>[local]<\/code> glob \u6e05\u5355<strong>\u663e\u5f0f\u58f0\u660e\u54ea\u4e9b\u8def\u5f84\u4e0d\u56de\u4f20\u4e91\u7aef<\/strong>\uff08node_modules\/.git\/\u6784\u5efa\u4ea7\u7269\u7b49\uff09\u2014\u2014&#8221;\u4ec0\u4e48\u6301\u4e45&#8221;\u662f\u53ef\u5ba1\u67e5\u7684\u914d\u7f6e\u3002watchdog \u7528\u5c0f\u76ee\u5f55\u63a2\u6d3b + mkdir \u81ea\u6108 + \u8fde\u7eed\u5931\u8d25 pkill \u4ea4 s6 \u91cd\u542f\u3002<\/li>\n<\/ol>\n\n\n\n<h3 id=\"26-%25e4%25bb%25a3%25e7%25a0%2581%25e6%2589%25a7%25e8%25a1%258c%25e8%25bf%2590%25e8%25a1%258c%25e6%2597%25b6\" class=\"wp-block-heading\">2.6 \u4ee3\u7801\u6267\u884c\u8fd0\u884c\u65f6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-02-runtime\/\">02 \u00b7 \u4ee3\u7801\u6267\u884c\u8fd0\u884c\u65f6<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u94fe\u8def\uff1a\u4e91\u7aef agent \u2192 <code>POST :8888\/kernel\/execute {code, timeout=30s}<\/code> \u2192 kernel-server\uff08FastAPI\uff0c\u7ea6 800 \u884c\uff0ckimi \u7528\u6237\uff09\u2192 jupyter_client\/ZMQ \u2192 ipykernel \u2192 iopub \u6d88\u606f\u805a\u5408\uff0c\u56fe\u7247 base64 \u5185\u8054 JSON \u56de\u4f20\u3002<\/li>\n\n\n\n<li>API \u5171 9 \u7aef\u70b9\uff08health\/status\/execute\/reset\/interrupt\/connection\/debug \u7b49\uff09\u3002<\/li>\n\n\n\n<li>*<em>\u5b8c\u5168\u65e0\u9274\u6743\u3001CORS <\/em>**\u2014\u2014\u5b89\u5168\u5b8c\u5168\u4f9d\u8d56\u5bb9\u5668\u7f51\u7edc\u9694\u79bb\uff08<code>\/kernel\/connection<\/code> \u4f1a\u660e\u6587\u6cc4\u9732 ZMQ HMAC key\uff0c\u5c5e\u8bbe\u8ba1\u5f31\u70b9\uff09\u3002<\/li>\n\n\n\n<li>\u5de5\u7a0b\u7ec6\u8282\uff1akernel \u81ea\u52a8\u63a2\u6d3b\u91cd\u542f\u3001\u5168\u5c40\u9501\u4e32\u884c\u3001\u8d85\u65f6 SIGINT\u3001\u6bcf\u6b21 reset \u540e\u81ea\u52a8\u91cd\u653e init \u811a\u672c\uff08matplotlib \u4e2d\u6587\u5b57\u4f53\/PIL viewer\uff09\u3001\u6ce8\u5165 <code>DISPLAY=:99<\/code> \u8ba9\u4ee3\u7801\u5929\u7136\u53ef\u64cd\u4f5c GUI\u3001\u6267\u884c cwd \u53ef\u914d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 id=\"27-%25e6%25b5%258f%25e8%25a7%2588%25e5%2599%25a8%25e4%25b8%258e%25e6%25a1%258c%25e9%259d%25a2%25e8%2587%25aa%25e5%258a%25a8%25e5%258c%2596\" class=\"wp-block-heading\">2.7 \u6d4f\u89c8\u5668\u4e0e\u684c\u9762\u81ea\u52a8\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-05-browser\/\">05 \u00b7 \u6d4f\u89c8\u5668\u4e0e\u684c\u9762\u81ea\u52a8\u5316<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6709\u5934 Chromium 151 \u6e32\u67d3\u5230 KasmVNC \u865a\u62df\u684c\u9762 :99\uff081920&#215;1080\uff09\uff1b<code>browser_guard.py<\/code> \u770b\u95e8\u72d7\u6bcf\u79d2\u8f6e\u8be2 CDP\uff1a\u65e0\u6807\u7b7e\u9875\u81ea\u52a8\u8865\u3001\u7a97\u53e3\u88ab\u6700\u5c0f\u5316\u5f3a\u5236\u62c9\u56de\u6700\u5927\u5316\u3001\u5d29\u6e83\u6307\u6570\u9000\u907f\u81ea\u6108\u91cd\u542f\u3002<\/li>\n\n\n\n<li>\u53cd\u68c0\u6d4b\u57fa\u7ebf\uff1a<code>--disable-blink-features=AutomationControlled<\/code> + <code>\/tmp<\/code> \u4e00\u6b21\u6027 user-data-dir + pdf.js \u6269\u5c55\uff08PDF \u5f53\u7f51\u9875\u6e32\u67d3\u622a\u56fe\uff09\u3002<\/li>\n\n\n\n<li><code>project-cdp-proxy.py<\/code>\uff08295 \u884c\u7eaf asyncio\uff09\uff1a\u6539\u5199 Host \u5934\u7ed5 Chrome \u6821\u9a8c + \u91cd\u5199 <code>webSocketDebuggerUrl<\/code>\uff08ws\u2192wss\uff09\uff0c\u628a loopback CDP \u5b89\u5168\u66b4\u9732\u7ed9\u516c\u7f51\u3002<\/li>\n\n\n\n<li>KasmVNC \u9762\u5411&#8221;\u7ed9\u7528\u6237\u76f4\u64ad agent \u684c\u9762&#8221;\uff1a<code>-SecurityTypes None -AlwaysShared -DisconnectClients 0<\/code>\uff0cwebsocket :6080 \u5185\u7f6e noVNC\u3002<\/li>\n\n\n\n<li>\u81ea\u52a8\u5316\u5e93\uff1aplaywright 1.62 + PyAutoGUI + websockets + python-xlib\uff08\u65e0 selenium\/puppeteer\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 id=\"28-%25e4%25b8%258e%25e4%25ba%2591%25e7%25ab%25af%25e7%259a%2584%25e9%2580%259a%25e4%25bf%25a1%25e9%2580%259a%25e9%2581%2593\" class=\"wp-block-heading\">2.8 \u4e0e\u4e91\u7aef\u7684\u901a\u4fe1\u901a\u9053<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-04-gateway\/\">04 \u00b7 \u4e91\u7aef\u7f51\u5173\u4e0e\u5916\u90e8\u8fde\u63a5<\/a><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u901a\u9053<\/th><th>\u65b9\u5411<\/th><th>\u8ba4\u8bc1<\/th><\/tr><\/thead><tbody><tr><td><code>agent-gw.kimi.com\/coding<\/code><\/td><td>\u6c99\u7bb1\u2192\u4e91\u7aef\u6a21\u578b\/agent \u670d\u52a1<\/td><td>api_key\uff08root \u53ea\u8bfb\u6587\u4ef6\u6301\u6709\uff09<\/td><\/tr><tr><td><code>kimi-api-sandbox.msh.team\/apiv2<\/code><\/td><td>portal\u2192PortalService<\/td><td>bind_token JWT\u2192STS<\/td><\/tr><tr><td>envd :49983 Connect-RPC<\/td><td>\u4e91\u7aef\u2192\u6c99\u7bb1\u547d\u4ee4\/\u6587\u4ef6<\/td><td>\u5e73\u53f0\u5185\u90e8<\/td><\/tr><tr><td>CDP \u4ee3\u7406 :9223<\/td><td>\u4e91\u7aef\u2192\u6c99\u7bb1\u6d4f\u89c8\u5668<\/td><td>\u7f51\u7edc\u9694\u79bb<\/td><\/tr><tr><td>drive9 <code>10.213.5.144<\/code><\/td><td>\u6c99\u7bb1\u2192\u5b58\u50a8<\/td><td>env \u6ce8\u5165 JWT<\/td><\/tr><tr><td>kasmvnc :6080<\/td><td>\u7528\u6237\u6d4f\u89c8\u5668\u2192\u684c\u9762\u76f4\u64ad<\/td><td>VNC \u5bc6\u7801<\/td><\/tr><tr><td>npm\/pypi <code>*.mirrors.msh.team<\/code><\/td><td>\u5305\u5b89\u88c5\uff08\u5185\u7f51\u955c\u50cf\uff09<\/td><td>\u65e0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"29-%25e9%25a2%2584%25e8%25a3%2585%25e5%25b7%25a5%25e5%2585%25b7%25e9%2593%25be%25e8%2587%25aa%25e5%25b8%25a6%25e7%2594%25b5%25e6%25b1%25a0\" class=\"wp-block-heading\">2.9 \u9884\u88c5\u5de5\u5177\u94fe\uff08&#8221;\u81ea\u5e26\u7535\u6c60&#8221;\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-12-toolchain\/\">12 \u00b7 \u9884\u88c5\u5de5\u5177\u94fe<\/a>\u3001<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-11-user-layer\/\">11 \u00b7 \u7528\u6237\u81ea\u5b9a\u4e49\u5c42\u4e0e CLI<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Python 3.12<\/strong>\uff08180 \u5305\uff0c7.9GB\uff09\uff1aPDF \u5168\u5bb6\u6876 12 \u4e2a\uff08pymupdf\/pikepdf\/pdfplumber\/reportlab\u2026\uff09\u3001python-docx\/pptx\/openpyxl\u3001markitdown\u3001easyocr+torch\u3001PyAutoGUI\u3001playwright\u3001Moonshot \u81ea\u7814 agent-gw SDK\u3002<\/li>\n\n\n\n<li><strong>Node 20<\/strong>\uff08714MB \u5168\u5c40\uff09\uff1a@kimi-slides\/cli\u3001mermaid-cli\u3001md-to-pdf\u3001pdf-lib\u3001pptxgenjs\u3001sharp\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7edf\u7ea7<\/strong>\uff1affmpeg\u3001ImageMagick 6\u3001pandoc\u3001LibreOffice 7.4\u3001Chromium 151\u3001qpdf\u3001wkhtmltopdf\u3001<strong>tectonic \u5355\u4e8c\u8fdb\u5236\u66ff\u4ee3 texlive<\/strong>\uff0826MB \u6362 2-3GB \u955c\u50cf\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5b57\u4f53 1996 \u6761<\/strong>\uff1aNoto CJK SC\/TC\/HK\/JP\/KR \u00d7 Sans\/Serif\/Mono \u5168\u5957\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u7814\u4e8c\u8fdb\u5236<\/strong>\uff1aportal\u3001envd\u3001drive9\u3001magika\uff08\u6587\u4ef6\u7c7b\u578b\u8bc6\u522b\uff09\u3001dws\uff08\u9489\u9489 CLI\uff09\u3001lark-cli\uff08\u98de\u4e66 CLI\uff09\u3002<\/li>\n\n\n\n<li>\u6d6a\u8d39\u6e05\u5355\uff1a\u65e0 GPU \u88c5 CUDA \u7248 torch\uff08~5G\uff09\u3001\u6d4f\u89c8\u5668\u4e09\u4efd\u5197\u4f59\uff08~2.2G\uff09\u3001tesseract \u53ea\u6709\u82f1\u6587\u5305\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"3-%25e8%2583%25bd%25e5%258a%259b%25e5%25b1%2582269-skills-18-plugins\" class=\"wp-block-heading\">3. \u80fd\u529b\u5c42\uff1a269 Skills + 18 Plugins<\/h2>\n\n\n\n<h3 id=\"31-%25e5%2585%25b3%25e9%2594%25ae%25e6%2595%25b0%25e5%25ad%2597%25e4%25b8%258e%25e6%259d%25a5%25e6%25ba%2590\" class=\"wp-block-heading\">3.1 \u5173\u952e\u6570\u5b57\u4e0e\u6765\u6e90<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-06-skills-a\/\">06 \u00b7 Skills \u76d8\u70b9\u2460<\/a>\u3001<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-07-skills-b\/\">07 \u00b7 Skills \u76d8\u70b9\u2461<\/a>\u3001<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-08-skills-c\/\">08 \u00b7 Skills \u76d8\u70b9\u2462<\/a>\u3001<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-09-skills-d\/\">09 \u00b7 Skills \u76d8\u70b9\u2463<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>269 \u4e2a skills \u5728 <code>\/app\/.agents\/skills\/<\/code>\uff08<strong>\u955c\u50cf\u5185\u7f6e\u771f\u5b9e\u76ee\u5f55\uff0c\u7ecf\u4e24\u6b21\u5b9e\u4f8b\u6838\u67e5\u96f6\u5dee\u5f02<\/strong>\uff09\uff1b116 \u4e2a\u5e26 scripts\/\u300178 \u4e2a\u5e26 references\/\u300131 \u4e2a\u5e26 <code>_meta.json<\/code>\uff08ClawHub \u5e02\u573a\u5143\u6570\u636e\uff1aownerId\/slug\/version\/publishedAt\uff0c\u76ee\u5f55\u540d\u4e0e slug \u89e3\u8026\uff09\u3002<\/li>\n\n\n\n<li>\u7ea6 1\/3 \u7eaf\u63d0\u793a\u8bcd\u300128+ \u5e26\u53ef\u79fb\u690d\u5355\u6587\u4ef6\u811a\u672c\u3001\u5c11\u6570\u5e26\u6a21\u677f\u6811\u30013-4 \u4e2a\u4f9d\u8d56\u5916\u90e8 API \u51ed\u636e\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6001\u6765\u6e90<\/strong>\uff1a\u5927\u91cf\u4e2d\u82f1\u5b6a\u751f\u6280\u80fd\uff08\u4e2d\u6587\u7248\u5e26 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class=\"wp-block-list\">\n<li>manifest \u683c\u5f0f <code>kimi.plugin.json<\/code>\uff1a<code>skillInstructions<\/code>\uff08\u76f4\u6ce8\u7cfb\u7edf\u63d0\u793a\uff09+ skills \u8def\u5f84 + \u53ef\u9009 sessionStart\/MCP servers\/\u754c\u9762\u5143\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u4e09\u7c7b\uff1a\u8fdc\u7a0b MCP \u578b\uff08github\/cloudflare\/baidu-pan\uff0c\u96f6\u4ee3\u7801\uff09\u3001<strong>agent-gw \u7f51\u5173\u578b<\/strong>\uff0813 \u4e2a\u6570\u636e\u6e90\/\u5a92\u4f53\u63d2\u4ef6\uff0c\u7edf\u4e00 describe\/call CLI \u58f3\uff0cAPI \u6587\u6863\u8fd0\u884c\u65f6\u4ece\u7f51\u5173\u62c9\u53d6\u2014\u2014\u63d2\u4ef6\u6c38\u4e0d\u8fc7\u671f\uff09\u3001\u7eaf skill \u578b\u3002<\/li>\n\n\n\n<li>\u6c99\u7bb1\u5185\u65e0\u4ee3\u7801\u89e3\u6790 manifest\u2014\u2014\u52a0\u8f7d\u65b9\uff08\u4e91\u7aef\uff09\u4e0e\u6267\u884c\u65b9\uff08\u6c99\u7bb1\uff09\u5f7b\u5e95\u89e3\u8026\u3002<\/li>\n\n\n\n<li>cloudflare \u63d2\u4ef6\u7528 Code Mode\uff1a\u53ea\u653e 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\u8bb0\u8d26\u3001\u7279\u6027\u5dee\u96c6\u5e42\u7b49\u3001\u9057\u7559\u5de5\u7a0b\u63a2\u9488\u53cd\u63a8\u3001<code>safe_copy<\/code> \u6c38\u4e0d\u8986\u76d6\u7528\u6237\u4ee3\u7801\u3001\u52a8\u6587\u4ef6\u524d git commit \u5feb\u7167\u515c\u5e95\u3002<\/li>\n\n\n\n<li>9 \u4e2a .mjs \u6b63\u5219\u951a\u70b9\u5408\u5e76\u5668\u66ff\u4ee3 LLM \u624b\u5199 patch\uff1b\u6a21\u677f\u4e0e\u8865\u4e01\u5668\u534f\u540c\u8bbe\u8ba1\uff08ping \u8def\u7531\u3001TODO \u6ce8\u91ca\u662f\u9884\u7559\u6ce8\u5165\u70b9\uff09\u3002<\/li>\n\n\n\n<li>\u9884\u88c5 node_modules \u6a21\u677f\u6811\u5b9e\u73b0<strong>\u96f6\u4e0b\u8f7d\u51b7\u542f\u52a8<\/strong>\uff08\u955c\u50cf\u6784\u5efa\u671f\u9884\u8dd1 npm install\uff09\u3002<\/li>\n\n\n\n<li>portal \u4e00\u952e\u4f9b\u5e94 app_id\/secret + DATABASE_URL + Kimi OAuth\uff08\u56db\u7aef\u70b9 + JWKS \u9a8c\u7b7e\uff09\uff1bSKILL.md \u5c3e\u90e8 &#8220;Product Knowledge&#8221; \u9632\u5e7b\u89c9\u5de5\u7a0b\uff08\u9884\u89c8\u2260\u53d1\u5e03\u3001\u5de5\u5177\u53ea\u56de version ID \u7981\u7f16\u9020 URL\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 id=\"%25e6%25b7%25b1%25e5%25ba%25a6%25e7%25a0%2594%25e7%25a9%25b6deepresearch-%25e7%25b3%25bb\" class=\"wp-block-heading\">\u6df1\u5ea6\u7814\u7a76\uff08deep-research \u7cfb\uff09<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-17-research\/\">17 \u00b7 \u6df1\u5ea6\u7814\u7a76\u6280\u80fd\u6df1\u62c6<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f15\u7528\u94fe\u56db\u6bb5\uff1a\u4e91\u7aef\u641c\u7d22\u5de5\u5177\u5206\u914d\u4e0d\u53ef\u53d8 ID \u2192 \u5199 <code>\/mnt\/agents\/.store\/citation.jsonl<\/code> \u2192 \u6a21\u578b\u539f\u6837\u5f15\u7528\uff08\u7981\u91cd\u6392\/\u7981\u5408\u5e76\uff09\u2192 \u524d\u7aef\u6309 ID \u6620\u5c04\u6765\u6e90\u5361\u7247\uff1bdocx\/pdf \u8f6c\u6362\u6309\u9996\u73b0\u5e8f\u91cd\u6392\u663e\u793a\u7f16\u53f7\uff08\u4e24\u5c42\u7f16\u53f7\u5206\u79bb\uff09\uff0c\u7f3a\u5931 ID \u4fdd\u7559 marker \u7edd\u4e0d\u9759\u9ed8\u5220\u9664\u3002<strong>\u53ef\u8131\u79bb Kimi \u524d\u7aef\u72ec\u7acb\u8fd0\u884c<\/strong>\uff0c\u786c\u4f9d\u8d56\u53ea\u662f&#8221;\u5de5\u5177\u4fa7 ID \u7a33\u5b9a + JSONL \u6eaf\u6e90\u5e93&#8221;\u3002<\/li>\n\n\n\n<li>\u5355 agent \u7248\uff1a\u226510 \u6b65\u641c\u7d22\u5faa\u73af + \u6bcf\u8f6e\u5f3a\u5236 Thinking\/Summary \u9012\u5f52\u53cd\u601d\u3002<\/li>\n\n\n\n<li>equity-research \u7684\u96f6\u5bb9\u5fcd\u91cd\u8bd5\u534f\u8bae\uff1a&#8221;\u5931\u8d25\u4e94\u7c7b\u2192\u53c2\u6570\u8bca\u65ad\u6811\u2192\u6307\u6570\u9000\u907f\u2192\u6362\u6e90\u2192\u8df3\u8fc7\u5e76\u6807\u6ce8&#8221;\uff0cLLM \u8c03\u5916\u90e8 API \u7684\u901a\u7528\u9632\u7f16\u9020\u7ea2\u5b9d\u4e66\u3002<\/li>\n\n\n\n<li>interactive-research-report-en\uff1a\u5168\u5e93 QA \u5bc6\u5ea6\u6700\u9ad8\u2014\u2014\u6a21\u5757\u7ea7&#8221;\u622a\u56fe\u2192\u6279\u8bc4\u2192\u4e09\u91cd\u6d4b\u8bd5\u2192\u4fee\u590d\u590d\u9a8c&#8221;\u5faa\u73af\uff0c\u6536\u5c3e\u6d3e 3-4 \u4e2a\u53ea\u8bca\u65ad review agent \u5206\u7247\u4eba\u5de5\u5ba1\u56fe\u3002<\/li>\n<\/ul>\n\n\n\n<h4 id=\"%25e8%25a1%25a8%25e6%25a0%25bcxlsx\" class=\"wp-block-heading\">\u8868\u683c\uff08xlsx\uff09<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-18-xlsx\/\">18 \u00b7 xlsx \u8868\u683c\u6df1\u62c6<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>80% \u4ef7\u503c\u662f\u7eaf\u63d0\u793a\u8bcd<\/strong>\uff1a\u91d1\u878d\u4e09\u5b50\u6280\u80fd\uff08\u4e09\u8868 959 \u884c\u52fe\u7a3d\u516c\u5f0f\u5e93 \/ DCF 456 \u884c\u5355\u5143\u683c\u7ea7\u7248\u5f0f \/ comps 620 \u884c Year Lock \u534f\u8bae\uff09\u3002<\/li>\n\n\n\n<li>\u516c\u5f0f\u4fdd\u771f\u539f\u5219\uff1a\u53ea\u6709\u771f\u8f93\u5165\/\u5047\u8bbe\/\u5386\u53f2\u6570\u636e\u5141\u8bb8\u786c\u7f16\u7801\uff0c\u6d3e\u751f\u503c\u5fc5\u987b Excel \u6d3b\u516c\u5f0f\u9a71\u52a8\uff0c\u654f\u611f\u6027\u8868\u4e5f\u4e0d\u4f8b\u5916\u3002<\/li>\n\n\n\n<li>\u884c\u4e1a\u60ef\u4f8b\u7f16\u7801\uff1a\u84dd=\u8f93\u5165\/\u9ed1=\u516c\u5f0f\/\u7eff=\u8de8\u8868\u62c9\u53d6\/\u7ea2=\u5916\u90e8\u94fe\u63a5\uff1b\u4e2d\u56fd\u7ea2\u6da8\u7eff\u8dcc\uff1bBalance Check \u5bb9\u5dee\u516c\u5f0f\u3002<\/li>\n\n\n\n<li>reference-check \u4e13\u6cbb AI \u5199\u516c\u5f0f 4 \u7c7b\u5178\u578b\u75c5\uff08\u8d85\u8303\u56f4\u5f15\u7528\/\u5377\u5165\u8868\u5934\/\u805a\u5408\u22642\u683c\/\u5b64\u7acb\u516c\u5f0f\uff09\uff0c\u5c01\u5835&#8221;errors will auto-resolve in Excel&#8221;\u63a8\u8bff\u8bdd\u672f\u3002<\/li>\n\n\n\n<li>\u786c\u9aa8\u5934\uff1a\u95ed\u6e90 Xlsx CLI\uff08.NET 77MB\uff0c\u5185\u5d4c\u516c\u5f0f\u6c42\u503c\u5f15\u64ce\uff09\uff0c\u66ff\u4ee3\u8def\u5f84\u4e3a LibreOffice headless \u91cd\u7b97 + Python \u9759\u6001\u68c0\u67e5\u5668\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"4-blueprint%25e5%25a4%258d%25e5%2588%25bb%25e4%25b8%2580%25e4%25b8%25aa-kimi-agent-%25e6%25b2%2599%25e7%25ae%25b1%25e7%259a%2584%25e8%25ae%25be%25e8%25ae%25a1%25e8%2593%259d%25e5%259b%25be\" class=\"wp-block-heading\">4. Blueprint\uff1a\u590d\u523b\u4e00\u4e2a Kimi Agent \u6c99\u7bb1\u7684\u8bbe\u8ba1\u84dd\u56fe<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6309\u5206\u5c42\u7ed9\u51fa&#8221;\u5982\u679c\u8981\u81ea\u5df1\u5efa\u4e00\u5957&#8221;\u7684\u6700\u5c0f\u8bbe\u8ba1\uff1a<\/p>\n\n\n\n<h3 id=\"l1-%25e5%259f%25ba%25e7%25a1%2580%25e8%25ae%25be%25e6%2596%25bd%25e5%25b1%2582\" class=\"wp-block-heading\">L1 \u57fa\u7840\u8bbe\u65bd\u5c42<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>microVM\/\u5bb9\u5668\u6c60 + s6-overlay \u6807\u51c6 init\uff08\u4e0a\u6e38\u539f\u7248\u5373\u53ef\uff09\uff0c\u670d\u52a1\u5168\u8d70 s6-rc bundle \u58f0\u660e\u3002<\/li>\n\n\n\n<li><strong>\u4e24\u9636\u6bb5\u751f\u547d\u5468\u671f<\/strong>\uff1aboot \u7a7a\u58f3\uff08\u53ef\u9884\u70ed\u6c60\u5316\uff09\u2192 claim \u52a8\u6001\u7ed1\u5b9a\uff08\u9879\u76ee\u5b58\u50a8 + \u8d44\u4ea7 overlay + \u77ed\u671f\u51ed\u8bc1\uff09\u3002\u51ed\u8bc1\u5168\u8d70 bind_token\u2192STS \u4ea4\u6362\uff0cfails-closed\uff0c\u96f6\u955c\u50cf\u70d8\u7119\u3002<\/li>\n\n\n\n<li>\u8d44\u6e90\u786c\u9650\uff1a\u5185\u5b58\/CPU\/nofile\/shm \u5168\u90e8\u5361\u6b7b\uff1b\u51fa\u7ad9\u7f51\u7edc\u6309\u9700\u8fc7\u6ee4\uff08Kimi \u9009\u62e9\u4e0d\u8fc7\u6ee4\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 id=\"l2-%25e6%2589%25a7%25e8%25a1%258c%25e5%25b1%2582\" class=\"wp-block-heading\">L2 \u6267\u884c\u5c42<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>kernel-server\uff1aFastAPI \u8584\u5c01\u88c5 + jupyter_client KernelManager + iopub \u805a\u5408 + base64 \u56fe\u7247\u56de\u4f20\uff08~800 \u884c\uff09\uff0c\u4f46\u5fc5\u987b\u8865 token \u9274\u6743\uff08Kimi \u9760\u7f51\u7edc\u9694\u79bb\u7701\u4e86\u5b83\uff09\u3002<\/li>\n\n\n\n<li>\u6bcf\u6b21 kernel reset \u81ea\u52a8\u91cd\u653e init \u811a\u672c\uff08\u7ed8\u56fe\/\u4e2d\u6587\u5b57\u4f53\/GUI \u6ce8\u5165\uff09\uff0c\u4fdd\u8bc1&#8221;\u6a21\u578b\u753b\u56fe\u2192\u56fe\u7247\u56de\u4f20&#8221;\u4f53\u9a8c\u7a33\u5b9a\u3002<\/li>\n\n\n\n<li>envd \u5f0f\u4e91\u2192\u6c99\u7bb1\u547d\u4ee4\u901a\u9053\uff08E2B \u5f00\u6e90\u7ec4\u4ef6\u53ef\u76f4\u63a5\u79fb\u690d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 id=\"l3-%25e6%25b5%258f%25e8%25a7%2588%25e5%2599%25a8%25e5%25b1%2582\" class=\"wp-block-heading\">L3 \u6d4f\u89c8\u5668\u5c42<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6709\u5934 Chromium + \u770b\u95e8\u72d7\uff08\u4fdd\u6d3b\u6807\u7b7e\u9875\/\u5f3a\u5236\u6700\u5927\u5316\/\u5d29\u6e83\u81ea\u6108\uff09+ \u53cd\u68c0\u6d4b flag + \u4e00\u6b21\u6027 profile + pdf.js \u6269\u5c55\u3002<\/li>\n\n\n\n<li>CDP \u4ee3\u7406\uff1aHost \u5934\u6539\u5199 + webSocketDebuggerUrl \u91cd\u5199\uff0c\u628a\u8c03\u8bd5\u53e3\u5b89\u5168\u66b4\u9732\u7ed9\u63a7\u5236\u9762\u3002<\/li>\n\n\n\n<li>\u53ef\u9009 KasmVNC \u684c\u9762\u76f4\u64ad\u7ed9\u7528\u6237\u770b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 id=\"l4-%25e8%2583%25bd%25e5%258a%259b%25e5%25b1%2582\" class=\"wp-block-heading\">L4 \u80fd\u529b\u5c42<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>skills = \u955c\u50cf\u5185\u7f6e\uff08SKILL.md \u76ee\u5f55\uff0c\u58f0\u660e\u5f0f\u4f9d\u8d56 frontmatter\uff09\uff1bplugins = \u4e91\u7aef\u52a8\u6001\u4e0b\u53d1\uff08\u7edf\u4e00 manifest \u6253\u5305\u63d0\u793a\u8bcd+sessionStart+MCP+\u754c\u9762\u5143\u6570\u636e\uff09\u3002<\/li>\n\n\n\n<li>\u8584\u63d2\u4ef6\u6a21\u5f0f\uff1a\u63d2\u4ef6\u53ea\u505a describe\/call CLI \u58f3\uff0cAPI \u6587\u6863\u8fd0\u884c\u65f6\u62c9\u53d6\uff0c\u6c38\u4e0d\u8fc7\u671f\uff1b\u51ed\u8bc1\u4e0e\u6267\u884c\u7528\u6237\u9694\u79bb\u3002<\/li>\n\n\n\n<li>\u660e\u661f\u80fd\u529b\u7684\u7edf\u4e00\u8303\u5f0f = <strong>\u786e\u5b9a\u6027\u5f15\u64ce\u515c\u5e95<\/strong>\uff1aDSL\/\u7a97\u53e3\u5316\u5f15\u64ce\u8d1f\u8d23\u53ef\u9760\u6027\uff0c\u63d0\u793a\u8bcd\u8d1f\u8d23\u8def\u7531\u4e0e\u8d28\u91cf\u89c4\u5219\uff08docx \u7684 WIR\u3001slides \u7684 .pptd+check\u3001xlsx \u7684 CLI \u6821\u9a8c\u95e8\uff09\u3002<\/li>\n\n\n\n<li>\u591a\u4ee3\u7406\u534f\u4f5c = git worktree \u5171\u4eab\u4ed3 + \u63d0\u793a\u8bcd\u7eaa\u5f8b\uff08\u7f1d\u5408\u70b9\u51bb\u7ed3\u3001\u53cd\u9a8c\u8bc1\u87ba\u65cb\uff09\uff0c\u57fa\u7840\u8bbe\u65bd\u53ea\u9700 ~105 \u884c\u811a\u672c\u3002<\/li>\n\n\n\n<li>\u5f15\u7528\u6eaf\u6e90 = \u5de5\u5177\u4fa7\u4e0d\u53ef\u53d8 ID + JSONL \u5e93 + \u4e24\u5c42\u7f16\u53f7\u5206\u79bb\uff0c\u53ef\u8131\u79bb\u7279\u5b9a\u524d\u7aef\u3002<\/li>\n<\/ul>\n\n\n\n<h3 id=\"l5-%25e6%258c%2581%25e4%25b9%2585%25e5%258c%2596%25e5%25b1%2582\" class=\"wp-block-heading\">L5 \u6301\u4e45\u5316\u5c42<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fdc\u7aef FUSE \u5de5\u4f5c\u533a close-sync \u56de\u4f20 + profile \u663e\u5f0f\u58f0\u660e\u54ea\u4e9b\u8def\u5f84\u4e0d\u4e0a\u4e91 + watchdog \u63a2\u6d3b\u81ea\u6108\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"5-%25e6%25b2%2599%25e7%25ae%25b1%25e6%2596%2587%25e4%25bb%25b6%25e7%259b%25ae%25e5%25bd%2595%25e6%25a0%2591\" class=\"wp-block-heading\">5. \u6c99\u7bb1\u6587\u4ef6\u76ee\u5f55\u6811<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\uff08\u6309\u9700\u6c42\u65b9\u8981\u6c42\u7565\u53bb\u76ee\u5f55\u6811\u91c7\u96c6\u3002\u5173\u952e\u8def\u5f84\u5df2\u5728\u7b2c 2\u30013 \u7ae0\u6b63\u6587\u4e2d\u9010\u4e00\u6807\u6ce8\uff1askills=\/app\/.agents\/skills\/\u3001plugins=\/mnt\/portal-overlay\/.agents\/plugins\u3001\u5de5\u4f5c\u533a=\/mnt\/agents\u3001\u8fd0\u884c\u65f6\u4ee3\u7801=\/app\/*.py\u3001\u51ed\u8bc1=\/root\/.kimi\/agent-gw.json\u3002\uff09<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5173\u4e8e kimiagent \u539f\u751f\u7cfb\u7edf\u63d0\u793a\u8bcd<\/strong>\uff1a\u7ecf\u5b9e\u5730\u6838\u67e5\uff0c\u6c99\u7bb1\u5185\u4e0d\u5b58\u5728 kimiagent \u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u2014\u2014agent \u7684\u4e3b\u5faa\u73af\u4e0e\u7cfb\u7edf\u63d0\u793a\u8bcd\u5b8c\u5168\u5728\u4e91\u7aef\uff08agent-gw.kimi.com\/coding \u4e4b\u540e\uff09\uff0c\u6c99\u7bb1\u53ea\u662f\u6267\u884c\u73af\u5883\u3002\u6c99\u7bb1\u5185\u6700\u63a5\u8fd1\u7684\u6ce8\u5165\u7269\u662f plugin manifest \u7684 <code>skillInstructions<\/code> \u5b57\u6bb5\uff08\u4f1a\u76f4\u6ce8\u7cfb\u7edf\u63d0\u793a\uff09\u4e0e\u5404 skill \u7684 SKILL.md\u3002<code>agent_gw<\/code> SDK\uff08site-packages\/agent_gw\/\uff09\u4ec5 5 \u4e2a\u6587\u4ef6\uff0c\u662f\u7eaf HTTP \u5ba2\u6237\u7aef\uff08OpenAI\/Anthropic \u517c\u5bb9\u8def\u7531 + \/v1\/search\u3001\/v1\/fetch\u3001\/v1\/tools \u5206\u53d1\u5668\uff09\uff0c\u65e0\u4efb\u4f55\u63d0\u793a\u8bcd\u5185\u5bb9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"6-%25e5%2590%2588%25e8%25a7%2584%25e4%25b8%258e%25e6%25b3%25a8%25e6%2584%258f%25e4%25ba%258b%25e9%25a1%25b9\" class=\"wp-block-heading\">6. \u5408\u89c4\u4e0e\u6ce8\u610f\u4e8b\u9879<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udcd1 \u5206\u7ae0\u8be6\u62a5\uff1a<a href=\"https:\/\/tongchun.website\/index.php\/kimiagent-19-gaps\/\">19 \u00b7 \u7f3a\u53e3\u8865\u91c7\u4e0e\u6838\u67e5<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>docx\/pdf\/xlsx\/kimi-slides \u7b49\u660e\u661f\u6280\u80fd\u7684\u5f15\u64ce\u4e8c\u8fdb\u5236\u5e26 <strong>Moonshot 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class=\"wp-block-paragraph\"><em>\u62a5\u544a\u5b8c<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u751f\u547d\u5b58\u5728\u8111\u4e2d\u3002 Lives comes from box. 1. \u6458\u8981 Kimi Agent \u6c99\u7bb1\u662f Moon &hellip; <a href=\"https:\/\/tongchun.website\/index.php\/2026\/kimi-agent%ef%bc%88%e4%ba%91%e7%ab%af%e6%b2%99%e7%ae%b1%ef%bc%89%e6%8a%80%e6%9c%af%e6%8a%a5%e5%91%8a\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u201cKimi Agent \u6280\u672f\u62a5\u544a\u201d<\/span><\/a><\/p>\n","protected":false},"author":55404,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[33],"tags":[],"class_list":["post-1866","post","type-post","status-publish","format-standard","hentry","category-tech"],"_links":{"self":[{"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/posts\/1866","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/users\/55404"}],"replies":[{"embeddable":true,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/comments?post=1866"}],"version-history":[{"count":2,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/posts\/1866\/revisions"}],"predecessor-version":[{"id":1915,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/posts\/1866\/revisions\/1915"}],"wp:attachment":[{"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/media?parent=1866"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/categories?post=1866"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tongchun.website\/index.php\/wp-json\/wp\/v2\/tags?post=1866"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}