{"id":118907,"date":"2026-10-28T11:25:19","date_gmt":"2026-10-28T03:25:19","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118907.html"},"modified":"2026-10-28T11:25:19","modified_gmt":"2026-10-28T03:25:19","slug":"zero2agent-%e5%ae%8c%e6%95%b4%e6%8c%87%e5%8d%97%ef%bc%9a131-%e7%af%87%e6%96%87%e7%ab%a0-12-%e5%a4%a7%e6%a8%a1%e5%9d%97%ef%bc%8c%e4%bb%8e%e9%9b%b6%e5%9f%ba%e7%a1%80%e5%88%b0%e5%a4%a7%e5%8e%82-agent","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118907.html","title":{"rendered":"zero2Agent \u5b8c\u6574\u6307\u5357\uff1a131 \u7bc7\u6587\u7ae0 12 \u5927\u6a21\u5757\uff0c\u4ece\u96f6\u57fa\u7840\u5230\u5927\u5382 Agent \u5de5\u7a0b\u5e08\u7684\u7ec8\u6781\u8def\u7ebf\u56fe"},"content":{"rendered":"<ul class=\"gcb-tag-list\">\n<li><span class=\"gcb-tag\">\u6587\u6863<\/span><\/li>\n<li><span class=\"gcb-tag\">\u6559\u7a0b<\/span><\/li>\n<li><span class=\"gcb-tag\">\u77e5\u8bc6\u5e93<\/span><\/li>\n<li><span class=\"gcb-tag\">\u4eba\u5de5\u667a\u80fd<\/span><\/li>\n<\/ul>\n<h3 class=\"gcb-project-title\">\u3010\u514d\u8d39\u4e0b\u8f7d\u94fe\u63a5\u3011zero2Agent<\/h3>\n<p class=\"gcb-project-desc\">\u9762\u5411\u5927\u5382Agent\u7814\u53d1\u5c97\u4f4d\u6c42\u804c\u7684agent\u6559\u7a0b\u7f51\u7ad9&#xff0c;\u6db5\u76d6\u6280\u672f\u8def\u7ebf\u4e0e\u9762\u8bd5\u516b\u80a1\u6587<\/p>\n<p>    <span class=\"gcb-project-addr-label\">\u9879\u76ee\u5730\u5740&#xff1a;<\/span><br \/>\n    <span class=\"gcb-project-addr-link\">https:\/\/gitcode.com\/gh_mirrors\/ze\/zero2Agent<\/span> <\/p>\n<p>  <span class=\"gcb-project-btn\"> <span class=\"gcb-project-btn-main\">\u70b9\u51fb\u67e5\u770b<\/span> <span class=\"gcb-project-btn-sub\">\u514d\u8d39\u4e0b\u8f7d<\/span> <\/span> <\/p>\n<p>zero2Agent \u662f\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u8005\u7684\u5f00\u6e90 Agent \u5de5\u7a0b\u6559\u7a0b\u9879\u76ee&#xff0c;\u7528 131 \u7bc7\u6587\u7ae0\u300112 \u5927\u6a21\u5757\u4e32\u8d77\u4e00\u6761\u5b8c\u6574\u7684 AI Agent \u5b66\u4e60\u8def\u7ebf&#xff1a;\u4ece Agent \u6838\u5fc3\u6982\u5ff5\u3001Tool Calling \u673a\u5236&#xff0c;\u5230 LangGraph\u3001Claude Code \u7b49\u6846\u67b6\u62c6\u89e3&#xff0c;\u518d\u5230 SFT\/RL \u8bad\u7ec3\u5b9e\u6218\u4e0e\u5927\u5382 Agent \u9762\u8bd5\u9898\u6df1\u5ea6\u62c6\u89e3&#xff0c;\u6700\u7ec8\u843d\u5230\u4e00\u4e2a\u7eaf\u624b\u5199\u7684\u5b8c\u6574 Agent \u9879\u76ee\u3002\u5b83\u4e0d\u505c\u7559\u5728 Demo \u5c42\u9762&#xff0c;\u76ee\u6807\u5f88\u660e\u786e\u2014\u2014\u8ba9\u4f60\u4ece\u96f6\u57fa\u7840\u8d70\u5230\u80fd\u5e94\u5bf9\u5927\u5382 Agent \u5de5\u7a0b\u5e08\u9762\u8bd5\u7684\u6c34\u5e73\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028032510-6ae16b16630c1.png\" alt=\"zero2Agent Agent\u6559\u7a0b\u7f51\u7ad9\u9996\u9875\uff0c\u5c55\u793a\u4ece\u4f1a\u7528AI\u5230\u4f1a\u5f00\u53d1Agent\u7684\u5b66\u4e60\u8def\u7ebf\" \/><\/p>\n<h3>&#x1f4da; \u9879\u76ee\u7b80\u4ecb&#xff1a;\u8fd9\u4e2a Agent \u6559\u7a0b\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898<\/h3>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u5df2\u7ecf\u4f1a\u7528 ChatGPT\u3001Cursor \u8fd9\u7c7b AI \u5de5\u5177&#xff0c;\u4f46\u4e00\u81ea\u5df1\u52a8\u624b\u505a Agent \u5c31\u5361\u4f4f&#xff1a;\u8bf4\u4e0d\u6e05 Agent \u548c Workflow \u7684\u8fb9\u754c\u3001Demo \u80fd\u8dd1\u4f46\u4e00\u843d\u5730\u5c31\u4e0d\u7a33\u5b9a\u3001\u6846\u67b6\u7ffb\u4e09\u5c42\u62bd\u8c61\u4e0d\u77e5\u9053\u91cc\u9762\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n<p>zero2Agent \u6b63\u662f\u4e3a\u8fd9\u4e9b\u95ee\u9898\u800c\u5199\u7684&#xff0c;\u5185\u5bb9\u8986\u76d6\u56db\u4e2a\u5c42\u6b21&#xff1a;<\/p>\n<ul>\n<li>\u6982\u5ff5\u5c42&#xff1a;Agent \u662f\u4ec0\u4e48\u3001Loop \u5982\u4f55\u8fd0\u8f6c\u3001\u4e3a\u4ec0\u4e48 Demo \u843d\u5730\u5c31\u5d29<\/li>\n<li>\u6846\u67b6\u5c42&#xff1a;LangGraph\u3001\u4e09\u5927\u539f\u5382 SDK\u300113 \u4e2a\u4e3b\u6d41\u6846\u67b6\u6a2a\u5411\u8c03\u7814<\/li>\n<li>\u624b\u5199\u5c42&#xff1a;\u4ece 60 \u884c\u4ee3\u7801\u63a8\u5bfc\u5b8c\u6574 Agent&#xff0c;12 \u8282\u8bfe\u624b\u5199 Coding Agent<\/li>\n<li>\u843d\u5730\u5c42&#xff1a;\u8bad\u7ec3\u5b9e\u6218\u3001\u751f\u4ea7\u90e8\u7f72 &#043; \u5927\u5382\u9762\u8bd5\u9898\u62c6\u89e3 &#043; \u5b8c\u6574\u5b9e\u6218\u9879\u76ee<\/li>\n<\/ul>\n<p>\u9879\u76ee\u6587\u6863\u7ed3\u6784\u53ef\u4ee5\u5728 README.md \u4e2d\u67e5\u770b\u5b8c\u6574\u6a21\u5757\u8868&#xff0c;\u5bfc\u822a\u914d\u7f6e\u89c1 _data\/nav.yml\u3002<\/p>\n<h3>&#x1f5fa;\ufe0f 12 \u5927\u6a21\u5757\u603b\u89c8&#xff1a;131 \u7bc7\u6587\u7ae0\u7684 Agent \u5b66\u4e60\u8def\u7ebf\u6e05\u5355<\/h3>\n<table>\n<tr>\u6a21\u5757\u7bc7\u6570\u72b6\u6001\u5b66\u5b8c\u4f60\u80fd\u505a\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>Agent Basic<\/td>\n<td>17 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u8bb2\u6e05 Agent \u5b9a\u4e49\u3001Tool Calling\u3001Context\/Memory\u3001Loop \u4e0e Infra<\/td>\n<\/tr>\n<tr>\n<td>LangGraph<\/td>\n<td>7 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u7528 StateGraph \u7ec4\u7ec7\u6709\u72b6\u6001\u3001\u53ef\u5206\u652f\u3001\u53ef\u5e76\u884c\u7684 Agent \u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>SDK \u6846\u67b6<\/td>\n<td>4 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u638c\u63e1 OpenAI \/ Google \/ Claude \u4e09\u5927\u539f\u5382 SDK \u4e0e\u9009\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u6846\u67b6\u8c03\u7814<\/td>\n<td>13 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u770b\u61c2 AgentScope\u3001Mastra\u3001Eino\u3001LangChain \u7b49 13 \u4e2a\u6846\u67b6<\/td>\n<\/tr>\n<tr>\n<td>OpenClaw<\/td>\n<td>9 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u4ece 60 \u884c\u6838\u5fc3\u4ee3\u7801\u63a8\u5bfc\u5b8c\u6574 Agent \u6846\u67b6\u5e76\u90e8\u7f72<\/td>\n<\/tr>\n<tr>\n<td>Claude Code<\/td>\n<td>12 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u624b\u5199 Coding Agent&#xff1a;Subagent\u3001Teams\u3001Worktree \u9694\u79bb<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek Harness<\/td>\n<td>13 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u7406\u89e3\u53ef\u62fc\u88c5 Agent Runtime&#xff1a;\u63d2\u4ef6\u3001\u63a5\u7f1d\u3001\u5b89\u5168\u8fb9\u754c<\/td>\n<\/tr>\n<tr>\n<td>Agent \u8bad\u7ec3\u5b9e\u6218<\/td>\n<td>7 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u638c\u63e1 Agent SFT\u3001GRPO vs PPO\u3001\u4eff\u771f\u6c99\u7bb1\u4e0e\u90e8\u7f72<\/td>\n<\/tr>\n<tr>\n<td>Agent \u5e94\u7528\u5b9e\u6218<\/td>\n<td>5 \u7bc7<\/td>\n<td>&#x1f6a7; \u66f4\u65b0\u4e2d<\/td>\n<td>Vibe Coding\u3001\u65e5\u5e38 Agent \u5de5\u4f5c\u6d41\u3001Eval-Driven \u8fed\u4ee3<\/td>\n<\/tr>\n<tr>\n<td>Pi Coding Agent<\/td>\n<td>8 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u770b\u61c2 Provider \u9002\u914d\u3001MCP \u53d6\u820d\u3001\u6811\u5f62 Session Runtime<\/td>\n<\/tr>\n<tr>\n<td>Codex CLI<\/td>\n<td>7 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u7406\u89e3 TOML \u914d\u7f6e\u3001\u5e73\u53f0\u539f\u751f\u6c99\u7bb1\u4e0e MCP \u5ba1\u6279\u8fb9\u754c<\/td>\n<\/tr>\n<tr>\n<td>\u9762\u8bd5\u901a\u5173<\/td>\n<td>17 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u8986\u76d6 17 \u5927\u8003\u5bdf\u7ef4\u5ea6&#xff0c;\u5bf9\u6bd4\u65b0\u624b\u7b54 vs \u9ad8\u624b\u7b54<\/td>\n<\/tr>\n<tr>\n<td>Final Project<\/td>\n<td>12 \u7bc7<\/td>\n<td>\u2705<\/td>\n<td>\u7eaf\u624b\u5199 OfferPilot&#xff1a;\u4ece PRD \u5230 Web UI \u5b8c\u6574\u843d\u5730<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5408\u8ba1 131 \u7bc7\u6587\u7ae0\u300112 \u4e2a\u5b8c\u6574\u6a21\u5757&#xff0c;\u53e6\u6709 1 \u4e2a\u6a21\u5757&#xff08;\u5e94\u7528\u5b9e\u6218&#xff09;\u6301\u7eed\u66f4\u65b0\u4e2d\u3002<\/p>\n<h3>&#x1f680; \u4e09\u6bb5\u5f0f\u5b66\u4e60\u8def\u7ebf&#xff1a;\u4ece\u96f6\u57fa\u7840\u5230\u5927\u5382 Agent \u5de5\u7a0b\u5e08<\/h3>\n<p>\u4e0d\u5efa\u8bae\u6309\u76ee\u5f55\u987a\u5e8f\u786c\u5543&#xff0c;\u6309\u4f60\u7684\u76ee\u6807\u5206\u4e09\u6bb5\u8d70\u6548\u7387\u6700\u9ad8&#xff1a;<\/p>\n<p>\u7b2c\u4e00\u9636\u6bb5&#xff1a;\u5efa\u7acb\u8ba4\u77e5&#xff08;\u7ea6 28 \u7bc7&#xff09;<\/p>\n<p>\u5148\u8bfb Agent Basic \u7684\u524d 10 \u7bc7\u6838\u5fc3\u5fc5\u8bfb&#xff0c;\u91cd\u70b9\u641e\u61c2 \u4ec0\u4e48\u662f Agent \u548c \u4e3a\u4ec0\u4e48 Agent Demo \u4e00\u843d\u5730\u5c31\u4e0d\u7a33\u5b9a\u3002\u518d\u914d\u5408 LangGraph \u7528\u56fe\u7ed3\u6784\u7ec4\u7ec7\u6267\u884c\u903b\u8f91&#xff0c;\u6700\u540e\u7528 \u4e09\u5927 SDK \u6a2a\u5411\u5bf9\u6bd4 \u5b8c\u6210\u9009\u578b\u3002\u6b64\u9636\u6bb5\u7ed3\u675f\u65f6&#xff0c;\u4f60\u5e94\u80fd\u72ec\u7acb\u89e3\u91ca Agent Loop \u7684\u5b8c\u6574\u673a\u5236\u3002<\/p>\n<p>\u7b2c\u4e8c\u9636\u6bb5&#xff1a;\u6846\u67b6\u6df1\u6c34\u533a&#xff08;\u7ea6 52 \u7bc7&#xff09;<\/p>\n<p>\u8fd9\u662f\u4e0e\u666e\u901a\u6559\u7a0b\u62c9\u5f00\u5dee\u8ddd\u7684\u90e8\u5206\u3002\u6846\u67b6\u8c03\u7814 \u5e2e\u4f60\u6a2a\u5411\u770b\u61c2 13 \u4e2a\u4e3b\u6d41\u6846\u67b6\u7684\u8bbe\u8ba1\u53d6\u820d&#xff1b;OpenClaw \u548c Claude Code 12 \u8282\u8bfe \u5e26\u4f60\u624b\u5199 Coding Agent&#xff1b;DeepSeek Harness \u4e0e Pi\u3001Codex CLI \u5219\u5256\u6790\u751f\u4ea7\u7ea7 Agent Runtime \u7684\u63a7\u5236\u5e73\u9762\u3001\u5b89\u5168\u8fb9\u754c\u4e0e\u4f1a\u8bdd\u6062\u590d\u3002<\/p>\n<p>\u7b2c\u4e09\u9636\u6bb5&#xff1a;\u843d\u5730\u4e0e\u9762\u8bd5&#xff08;\u7ea6 51 \u7bc7&#xff09;<\/p>\n<p>Agent \u8bad\u7ec3\u5b9e\u6218 \u8865\u4e0a SFT\/RL \u89c6\u89d2&#xff0c;\u9762\u8bd5\u901a\u5173 \u6309 17 \u5927\u7ef4\u5ea6\u62c6\u89e3\u8682\u8681\u3001\u963f\u91cc\u3001\u5b57\u8282\u3001\u817e\u8baf\u3001\u643a\u7a0b\u7b49\u771f\u5b9e\u9762\u8bd5\u9898&#xff0c;Final Project \u7ed9\u4f60\u4e00\u4e2a\u53ef\u4ee5\u5199\u8fdb\u7b80\u5386\u7684\u5b8c\u6574\u9879\u76ee\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028032513-6ae16b1923734.png\" alt=\"zero2Agent \u6559\u7a0b\u6587\u7ae0\u9875\u793a\u4f8b\uff0c\u5c55\u793a Agent \u9762\u8bd5\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u9898\u7684\u65b0\u624b\u7b54\u4e0e\u9ad8\u624b\u7b54\u5bf9\u6bd4\" \/><\/p>\n<h3>&#x1f50d; \u91cd\u70b9\u6a21\u5757\u7cbe\u9009&#xff1a;Agent \u5de5\u7a0b\u6559\u7a0b\u7684\u7528\u6cd5\u5efa\u8bae<\/h3>\n<h4>Agent Basic&#xff1a;\u4e00\u5207\u7684\u5730\u57fa<\/h4>\n<p>\u516c\u5f0f\u5148\u8bb0\u4f4f&#xff1a;Agent &#061; LLM &#043; Context &#043; Tools\u300217 \u7bc7\u6309&#034;\u6838\u5fc3\u5fc5\u8bfb&#xff08;01-10&#xff09;\u2192 \u5de5\u7a0b\u8fdb\u9636&#xff08;11-13&#xff09;\u2192 \u524d\u6cbf\u62d3\u5c55&#xff08;14-17&#xff09;&#034;\u5206\u5c42&#xff0c;\u8fd8\u914d\u5957\u4e86 Agent API Lab \u5b9e\u9a8c\u2014\u2014\u65e0\u9700 API Key&#xff0c;\u7528\u786e\u5b9a\u6027 Fake Provider \u6f14\u793a\u5de5\u5177\u8c03\u7528\u8f68\u8ff9\u4e0e\u6545\u969c\u6ce8\u5165&#xff0c;\u5165\u53e3\u4ee3\u7801\u89c1 lab.py\u3002<\/p>\n<h4>\u9762\u8bd5\u901a\u5173 &#043; \u7eff\u76ae\u4e66&#xff1a;\u9762\u8bd5\u5f53\u5929\u901f\u67e5<\/h4>\n<p>17 \u7bc7\u9762\u8bd5\u6587\u7ae0\u6700\u5927\u7684\u7279\u70b9\u662f\u6bcf\u9053\u9898\u90fd\u5bf9\u6bd4 &#034;\u65b0\u624b\u7b54 vs \u9ad8\u624b\u7b54&#034;\u2014\u2014\u8ba9\u4f60\u770b\u5230\u540c\u4e00\u9053\u9898\u7b54\u5230\u4ec0\u4e48\u5c42\u6b21\u624d\u7b97\u8fc7\u5173&#xff0c;\u6bd4\u5982 \u67b6\u6784\u9009\u578b \u91cc\u7684 ReAct vs Plan-and-Execute\u3002\u9762\u8bd5\u524d\u53ef\u4e0b\u8f7d\u914d\u5957\u7684 \u300aAgent \u9762\u8bd5 500 \u95ee\u300b\u7eff\u76ae\u4e66 PDF&#xff0c;\u8986\u76d6 693 \u9053\u9ad8\u9891\u9898&#xff0c;\u6309\u9762\u7ecf\u51fa\u73b0\u9891\u6b21\u6392\u5e8f&#xff0c;\u9002\u5408\u5f53\u5929\u7ffb\u9605\u3002<\/p>\n<h4>Agent \u8bad\u7ec3\u5b9e\u6218&#xff1a;\u8865\u9f50\u6a21\u578b\u4fa7\u89c6\u89d2<\/h4>\n<p>\u5927\u5382 Agent \u5c97\u4e0d\u53ea\u95ee\u5e94\u7528&#xff0c;\u8fd8\u4f1a\u95ee\u8bad\u7ec3\u3002GRPO vs PPO \u6df1\u5ea6\u5bf9\u6bd4 \u548c \u8bad\u7ec3\u73af\u5883\u5de5\u7a0b \u4ece\u8f68\u8ff9\u6570\u636e\u3001Loss Mask \u8bb2\u5230\u4eff\u771f\u6c99\u7bb1\u4e0e\u6570\u636e\u56de\u6d41\u95ed\u73af&#xff0c;\u5e2e\u4f60\u56de\u7b54&#034;\u5982\u4f55\u8ba9\u6a21\u578b\u5b66\u4f1a\u505a Agent&#034;\u8fd9\u7c7b\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028032515-6ae16b1b7cfc3.png\" alt=\"Agent \u8bad\u7ec3\u73af\u5883\u5de5\u7a0b\u4e2d\u7684\u4eff\u771f\u6c99\u7bb1\u4e0e\u6570\u636e\u56de\u6d41\u95ed\u73af\u793a\u610f\u56fe\" \/><\/p>\n<h3>&#x1f4bc; Final Project&#xff1a;OfferPilot \u624b\u5199 Agent \u5b8c\u6574\u5b9e\u6218<\/h3>\n<p>\u8fd9\u662f\u6574\u5957\u6559\u7a0b\u7684&#034;\u6bd5\u4e1a\u9879\u76ee&#034;&#xff1a;\u4e0a\u4f20\u9762\u8bd5\u5f55\u97f3\u6216\u6587\u5b57\u7a3f&#xff0c;\u81ea\u52a8\u8bca\u65ad\u56de\u7b54\u8d28\u91cf&#xff0c;\u8f93\u51fa\u7ed3\u6784\u5316\u6539\u8fdb\u5efa\u8bae\u3002\u7eaf\u624b\u5199 Harness 10 \u5c42\u67b6\u6784&#xff0c;\u4e0d\u4f9d\u8d56 LangChain \/ LangGraph&#xff0c;12 \u7bc7\u6587\u6863\u4ece PRD \u4e00\u8def\u5199\u5230 Web UI \u90e8\u7f72\u3002<\/p>\n<p>\u4e09\u5927\u6838\u5fc3\u573a\u666f\u8986\u76d6\u6587\u5b57\u7a3f\u8bca\u65ad\u3001\u5f55\u97f3\u8bca\u65ad&#xff08;STT \u8f6c\u5199 &#043; \u8bf4\u8bdd\u4eba\u5206\u79bb&#xff09;\u548c\u77e5\u8bc6\u5e93\u5bf9\u6807&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028032515-6ae16b1bd03ff.png\" alt=\"OfferPilot \u9762\u8bd5\u8bca\u65ad Agent \u7684\u4e09\u5927\u7528\u6237\u573a\u666f\u6d41\u7a0b\u56fe\" \/><\/p>\n<p>\u5f00\u53d1\u6309\u56db\u9636\u6bb5\u63a8\u8fdb&#xff1a;MVP&#xff08;Query Engine &#043; \u77e5\u8bc6\u5e93 &#043; Tools&#xff09;\u2192 \u8bed\u97f3\u80fd\u529b \u2192 \u5de5\u7a0b\u5316\u52a0\u56fa&#xff08;Permission\u3001Session\u3001Hook&#xff09;\u2192 \u591a Agent \u9ad8\u7ea7\u529f\u80fd&#xff0c;\u6bcf\u4e2a\u9636\u6bb5\u90fd\u6709\u660e\u786e\u4ea4\u4ed8\u7269&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028032516-6ae16b1c9cf4a.png\" alt=\"OfferPilot Agent \u9879\u76ee\u5f00\u53d1\u8def\u7ebf\u56fe\uff0c\u5c55\u793a\u4ece MVP \u5230\u591a Agent \u7684\u56db\u4e2a\u9636\u6bb5\" \/><\/p>\n<p>\u5de5\u7a0b\u7ec6\u8282\u540c\u6837\u624e\u5b9e\u3002\u6bd4\u5982\u4e0a\u4e0b\u6587\u7ba1\u7406\u91c7\u7528 5 \u5c42\u7ed3\u6784&#xff08;System Prompt \/ User Profile \/ Task Context \/ History Summary \/ Recent Messages&#xff09;&#xff0c;\u603b\u7a97\u53e3\u63a7\u5236\u5728\u7ea6 16000 tokens&#xff0c;\u800c\u4e0d\u662f\u76f2\u76ee\u5806\u6ee1\u4e0a\u4e0b\u6587&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028032517-6ae16b1d4e72e.png\" alt=\"OfferPilot Agent \u7684 5 \u5c42\u4e0a\u4e0b\u6587\u4fe1\u606f\u7ba1\u7406\u5206\u5c42\u67b6\u6784\u56fe\" \/><\/p>\n<p>\u60f3\u590d\u76d8\u8fd9\u4e2a\u9879\u76ee\u7684\u67b6\u6784\u8bbe\u8ba1&#xff0c;\u5efa\u8bae\u4ece PRD&#xff1a;\u4ea7\u54c1\u9700\u6c42\u6587\u6863 \u548c \u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1 \u8bfb\u8d77\u3002<\/p>\n<h3>\u23f1\ufe0f \u5feb\u901f\u4e0a\u624b&#xff1a;\u4e00\u952e Clone \u5e76\u672c\u5730\u9884\u89c8 zero2Agent<\/h3>\n<p>git clone https:\/\/gitcode.com\/gh_mirrors\/ze\/zero2Agent<br \/>\ncd zero2Agent<\/p>\n<p># \u5b89\u88c5 Jekyll&#xff08;\u9700\u8981 Ruby&#xff09;<br \/>\ngem install bundler jekyll<br \/>\nbundle install<\/p>\n<p># \u672c\u5730\u9884\u89c8<br \/>\nbundle exec jekyll serve<br \/>\n# \u8bbf\u95ee http:\/\/localhost:4000\/zero2Agent<\/p>\n<p>\u4ed3\u5e93\u662f\u7eaf\u9759\u6001\u7ad9\u70b9&#xff1a;index.html \u8d1f\u8d23\u9996\u9875\u5b66\u4e60\u8def\u7ebf&#xff0c;\u5404 learn-* \u76ee\u5f55\u662f\u6a21\u5757\u5165\u53e3&#xff0c;_layouts\/default.html \u63d0\u4f9b\u7edf\u4e00\u7684\u4e09\u680f\u9605\u8bfb\u5e03\u5c40&#xff08;\u5de6\u4fa7\u76ee\u5f55 &#043; \u6b63\u6587 &#043; \u53f3\u4fa7 TOC&#xff09;\u3002<\/p>\n<h3>\u2753 \u5e38\u89c1\u95ee\u9898<\/h3>\n<p>Q&#xff1a;\u96f6\u57fa\u7840\u3001\u6ca1\u505a\u8fc7 LLM \u5e94\u7528&#xff0c;\u80fd\u5b66\u5417&#xff1f;<\/p>\n<p>\u53ef\u4ee5\u3002\u53ea\u8981\u4f1a\u5199\u4ee3\u7801\u5c31\u80fd\u5f00\u59cb&#xff0c;Agent Basic \u6a21\u5757\u5047\u8bbe\u4f60&#034;\u61c2\u5927\u6a21\u578b\u57fa\u672c\u6982\u5ff5\u4f46\u6ca1\u7cfb\u7edf\u505a\u8fc7 Agent&#034;&#xff0c;\u6bcf\u7bc7\u90fd\u4ece\u5de5\u7a0b\u95ee\u9898\u51fa\u53d1\u800c\u4e0d\u662f\u5806\u540d\u8bcd\u3002<\/p>\n<p>Q&#xff1a;\u53ea\u60f3\u51c6\u5907\u9762\u8bd5&#xff0c;\u8981\u4e0d\u8981\u5168\u90e8\u8bfb\u5b8c&#xff1f;<\/p>\n<p>\u4e0d\u5fc5\u3002\u76f4\u63a5\u6309 \u9762\u8bd5\u901a\u5173 \u7684 17 \u5927\u7ef4\u5ea6\u51c6\u5907&#xff0c;\u914d\u5408\u7eff\u76ae\u4e66 PDF \u901f\u67e5\u5373\u53ef&#xff1b;\u9762\u8bd5\u4e2d\u8ffd\u5230\u5177\u4f53\u673a\u5236&#xff08;\u5982 Context Compact\u3001Subagent \u7f16\u6392&#xff09;\u65f6&#xff0c;\u518d\u56de Claude Code \u6216 Final Project \u627e\u5bf9\u5e94\u7ae0\u8282\u8865\u8bfe\u3002<\/p>\n<p>Q&#xff1a;\u5185\u5bb9\u4f1a\u8fc7\u65f6\u5417&#xff1f;<\/p>\n<p>Agent \u65b9\u5411\u8fed\u4ee3\u5feb&#xff0c;\u9879\u76ee\u91c7\u7528&#034;\u4e8b\u5b9e\u57fa\u7ebf&#034;\u5199\u6cd5\u2014\u2014\u6bd4\u5982 Pi \u6a21\u5757\u660e\u786e\u6807\u6ce8\u6838\u9a8c\u7684\u5b98\u65b9\u4ed3\u5e93 commit \u4f5c\u4e3a\u4e8b\u5b9e\u6765\u6e90&#xff0c;\u7b2c\u4e09\u65b9\u8d44\u6599\u5355\u72ec\u5728 THIRD_PARTY_NOTICES.md \u4e2d\u767b\u8bb0\u3002\u5e94\u7528\u5b9e\u6218\u6a21\u5757\u4e5f\u5728\u6301\u7eed\u66f4\u65b0\u4e2d&#xff0c;\u5efa\u8bae\u5173\u6ce8\u4ed3\u5e93\u52a8\u6001\u3002<\/p>\n<hr \/>\n<p>\u5c0f\u7ed3&#xff1a;zero2Agent \u63d0\u4f9b\u7684\u4e0d\u662f\u788e\u7247\u5316\u6280\u5de7&#xff0c;\u800c\u662f\u4e00\u6761\u4ece\u6982\u5ff5\u3001\u6846\u67b6\u3001\u624b\u5199\u5b9e\u73b0\u3001\u8bad\u7ec3\u5230\u9762\u8bd5\u7684\u5b8c\u6574\u8def\u7ebf\u3002\u6cbf\u7740\u4e09\u6bb5\u5f0f\u8def\u7ebf\u8d70\u5b8c 131 \u7bc7\u6587\u7ae0&#xff0c;\u518d\u5e26\u7740 OfferPilot \u8fd9\u4e2a\u9879\u76ee\u53bb\u9762\u8bd5&#xff0c;\u4f60\u5c31\u5177\u5907\u4e86\u4e0e\u9762\u8bd5\u5b98\u6df1\u5165\u8ba8\u8bba\u4efb\u4f55 Agent \u5de5\u7a0b\u7ec6\u8282\u7684\u5e95\u6c14\u3002<\/p>\n<p>  <img loading=\"lazy\" decoding=\"async\" class=\"gcb-icon-like\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028032518-6ae16b1e10415.svg\" alt=\"\" width=\"16\" height=\"16\" \/> <span class=\"gcb-like-text\">\u8d5e<\/span>  <\/p>\n<p>   <span class=\"gcb-share-text\">\u5206\u4eab<\/span>  <\/p>\n<ul class=\"gcb-tag-list\">\n<li><span class=\"gcb-tag\">\u6587\u6863<\/span><\/li>\n<li><span class=\"gcb-tag\">\u6559\u7a0b<\/span><\/li>\n<li><span class=\"gcb-tag\">\u77e5\u8bc6\u5e93<\/span><\/li>\n<li><span class=\"gcb-tag\">\u4eba\u5de5\u667a\u80fd<\/span><\/li>\n<\/ul>\n<h3 class=\"gcb-project-title\">\u3010\u514d\u8d39\u4e0b\u8f7d\u94fe\u63a5\u3011zero2Agent<\/h3>\n<p class=\"gcb-project-desc\">\u9762\u5411\u5927\u5382Agent\u7814\u53d1\u5c97\u4f4d\u6c42\u804c\u7684agent\u6559\u7a0b\u7f51\u7ad9&#xff0c;\u6db5\u76d6\u6280\u672f\u8def\u7ebf\u4e0e\u9762\u8bd5\u516b\u80a1\u6587<\/p>\n<p>    <span class=\"gcb-project-addr-label\">\u9879\u76ee\u5730\u5740&#xff1a;<\/span><br \/>\n    <span class=\"gcb-project-addr-link\">https:\/\/gitcode.com\/gh_mirrors\/ze\/zero2Agent<\/span> <\/p>\n<p>  <span class=\"gcb-project-btn\"> <span class=\"gcb-project-btn-main\">\u70b9\u51fb\u67e5\u770b<\/span> <span class=\"gcb-project-btn-sub\">\u514d\u8d39\u4e0b\u8f7d<\/span> <\/span> <\/p>\n<h4 class=\"gcb-related-title\">\u76f8\u5173\u63a8\u8350<\/h4>\n<ul class=\"gcb-related-list\">\n<li class=\"gcb-related-item\">\n<h5 class=\"gcb-related-item-title\">Vichan API\u5f00\u53d1&#xff1a;\u5982\u4f55\u6784\u5efa4chan\u517c\u5bb9\u7684JSON API\u63a5\u53e3<\/h5>\n<p class=\"gcb-related-item-desc\">Vichan API\u5f00\u53d1&#xff1a;\u5982\u4f55\u6784\u5efa4chan\u517c\u5bb9\u7684JSON API\u63a5\u53e3 Vichan\u4f5c\u4e3a\u4e16\u754c\u4e0a\u6700\u6d41\u884c\u548c\u4f7f\u7528\u6700\u5e7f\u6cdb\u7684\u56fe\u50cf\u8bba\u575b\u8f6f\u4ef6&#xff0c;\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u76844chan\u517c\u5bb9J<\/p>\n<\/li>\n<li class=\"gcb-related-item\">\n<h5 class=\"gcb-related-item-title\">\u8ba9\u9759\u6001\u7167\u7247\u52a8\u8d77\u6765&#xff1a;Stable Video Diffusion\u5b9e\u6218\u89e3\u5bc6<\/h5>\n<p class=\"gcb-related-item-desc\">\u8ba9\u9759\u6001\u7167\u7247\u52a8\u8d77\u6765&#xff1a;Stable Video Diffusion\u5b9e\u6218\u89e3\u5bc6 \u4f60\u662f\u5426\u66fe\u51dd\u89c6\u4e00\u5f20\u7167\u7247&#xff0c;\u60f3\u8c61\u5176\u4e2d\u7684\u573a\u666f\u80fd\u591f\u6d3b\u7075\u6d3b\u73b0\u5730\u52a8\u8d77\u6765&#xff1f;\u73b0\u5728&#xff0c;\u8fd9\u4e2a\u9b54\u6cd5\u822c\u7684\u60f3\u6cd5\u53ef\u4ee5\u901a\u8fc7<\/p>\n<p>     <span class=\"gcb-tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><br \/>\n     <span class=\"gcb-tag\">\u57fa\u7840\u6a21\u578b<\/span><br \/>\n     <span class=\"gcb-tag\">\u5927\u6a21\u578b<\/span>\n      <\/li>\n<li class=\"gcb-related-item\">\n<h5 class=\"gcb-related-item-title\">\u6234\u68ee\u7403\u8ba1\u5212\u5de5\u5382\u5efa\u8bbe\u7ec8\u6781\u6307\u5357&#xff1a;\u4ece\u96f6\u57fa\u7840\u5230\u7cbe\u901a\u5927\u5e08\u7684\u5b8c\u6574\u653b\u7565<\/h5>\n<p class=\"gcb-related-item-desc\">\u6234\u68ee\u7403\u8ba1\u5212\u5de5\u5382\u5efa\u8bbe\u7ec8\u6781\u6307\u5357&#xff1a;\u4ece\u96f6\u57fa\u7840\u5230\u7cbe\u901a\u5927\u5e08\u7684\u5b8c\u6574\u653b\u7565 \u8fd8\u5728\u4e3a\u6234\u68ee\u7403\u8ba1\u5212\u4e2d\u590d\u6742\u7684\u5de5\u5382\u8bbe\u8ba1\u611f\u5230\u8ff7\u832b\u5417&#xff1f;\u60f3\u8981\u5feb\u901f\u5efa\u7acb\u9ad8\u6548\u7684\u751f\u4ea7\u7ebf\u5374\u4e0d\u77e5\u4ece\u4f55\u4e0b\u624b&#xff1f;\u522b\u62c5\u5fc3&#xff0c;\u8fd9\u4efd\u7ec8\u6781\u6307<\/p>\n<p>     <span class=\"gcb-tag\">\u6570\u636e\u96c6<\/span>\n      <\/li>\n<\/ul>\n<p>  <span class=\"gcb-prev-next-label\">\u4e0a\u4e00\u7bc7&#xff1a;<\/span><br \/>\n  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