{"id":90273,"date":"2026-08-05T00:16:36","date_gmt":"2026-08-04T16:16:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/90273.html"},"modified":"2026-08-05T00:16:36","modified_gmt":"2026-08-04T16:16:36","slug":"penguinharness%e5%ae%9e%e6%b5%8b%ef%bc%9allamafactory%e4%bd%9c%e8%80%85%e6%96%b0%e4%bd%9c%ef%bc%8c0-2%e5%85%83%e9%80%a0%e8%87%aa%e8%bf%9b%e5%8c%96agent","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/90273.html","title":{"rendered":"PenguinHarness\u5b9e\u6d4b\uff1aLlamaFactory\u4f5c\u8005\u65b0\u4f5c\uff0c0.2\u5143\u9020\u81ea\u8fdb\u5316Agent"},"content":{"rendered":"

PenguinHarness\u5b9e\u6d4b：LlamaFactory\u4f5c\u8005\u65b0\u4f5c，0.2\u5143\u9020\u81ea\u8fdb\u5316Agent<\/h2>\n

\u524d\u8a00：\u8ba9 Agent \u81ea\u52a8\u6784\u5efa Agent<\/h3>\n

\u8ba9 Agent \u81ea\u5df1\u642d Agent，\u8fd8\u80fd\u81ea\u5df1\u53d8\u5f3a\u2014\u2014PenguinHarness（\u4f01\u9e45\u9a7e\u9a6d\u5e08）\u628a\u8fd9\u4e2a\u6982\u5ff5\u505a\u6210\u4e86\u5de5\u5177\u30028 \u6708 3 \u65e5\u521a\u53d1 0.2.0 \u7248，\u4f5c\u8005\u90d1\u8000\u5a01（LlamaFactory \u4f5c\u8005），Apache-2.0 \u5f00\u6e90\u3002<\/p>\n

\u9879\u76ee\u4fe1\u606f<\/h3>\n\n\u9879\u5185\u5bb9<\/tr>\n\n\n\n\n\n\n\n\n
\u4ed3\u5e93<\/td>\nhttps:\/\/github.com\/Prism-Shadow\/penguin-harness<\/td>\n<\/tr>\n
\u5b98\u7f51<\/td>\nhttps:\/\/penguin.ooo<\/td>\n<\/tr>\n
\u4f5c\u8005<\/td>\n\u90d1\u8000\u5a01（@hiyouga），LlamaFactory \u4f5c\u8005<\/td>\n<\/tr>\n
AI \u534f\u4f5c\u8005<\/td>\nAnthropic Claude Fable 5（\u53c2\u4e0e\u591a\u4e2a commit）<\/td>\n<\/tr>\n
\u534f\u8bae<\/td>\nApache-2.0<\/td>\n<\/tr>\n
\u7248\u672c<\/td>\n0.2.0（2026-08-03 \u53d1\u5e03）<\/td>\n<\/tr>\n
\u63d0\u4ea4<\/td>\n134 commits<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6838\u5fc3\u7406\u5ff5<\/h3>\n

\u4f5c\u8005\u7684\u5bf9\u6bd4\u5f88\u76f4\u63a5：<\/p>\n

With LangChain, you build agents by hand \u2014 at 1\u00d7 speed.
\nWith PenguinHarness, agents build agents \u2014 at 100\u00d7.<\/p>\n

\u4e09\u5c42\u80fd\u529b：<\/p>\n

  • \u4f4e\u6210\u672c\u9ad8\u8d28\u91cf：\u6781\u7b80\u5de5\u5177\u96c6 + \u5e72\u51c0\u7684\u5e95\u5c42\u63a5\u53e3，\u66f4\u5c11\u7684\u5de5\u5177\u8c03\u7528\u3001\u66f4\u5c11\u7684 token\u3002\u6df1\u5ea6\u9488\u5bf9 DeepSeek \u7b49\u5f00\u6e90\u6a21\u578b\u4f18\u5316<\/li>\n
  • \u4e00\u53e5\u8bdd\u751f\u6210 Agent：\u8f93\u5165\u9700\u6c42，\u81ea\u52a8\u5b8c\u6210\u811a\u624b\u67b6\u642d\u5efa\u3001\u7f16\u7801\u3001\u8fd0\u884c\u8bf4\u660e，\u7aef\u5230\u7aef<\/li>\n
  • \u81ea\u6211\u8fdb\u5316：Agent \u8dd1\u57fa\u51c6\u6d4b\u8bd5 \u2192 \u627e\u5931\u5206\u70b9 \u2192 \u53d1 N+1 \u7248\u672c，\u6bcf\u8f6e\u6709\u5feb\u7167，Trace \u89c6\u56fe\u53ef\u8ffd\u6eaf<\/li>\n

    \u6700\u70b8\u88c2\u7684\u662f\u7b2c\u4e09\u5c42\u2014\u2014Agent \u81ea\u5df1\u4f18\u5316\u81ea\u5df1\u3002\u8fd0\u884c\u57fa\u51c6\u6d4b\u8bd5，\u53d1\u73b0\u54ea\u91cc\u4e22\u5206，\u81ea\u5df1\u6539，\u751f\u6210\u4e0b\u4e00\u4e2a\u7248\u672c，\u5faa\u73af\u5f80\u590d\u3002\u51c6\u786e\u7387\u80fd\u4ece 50% \u63d0\u5230 90%\u3002<\/p>\n

    \u5de5\u4f5c\u539f\u7406<\/h3>\n
  • Agent \u6784\u5efa Agent：\u7528\u6237\u7528\u4e00\u53e5\u8bdd\u63cf\u8ff0\u9700\u6c42，PenguinHarness \u7684 Agent \u81ea\u52a8\u642d\u5efa\u5b8c\u6574\u7684 Agent \u5e94\u7528（\u542b\u811a\u624b\u67b6\u3001\u4ee3\u7801\u3001\u8fd0\u884c\u6307\u4ee4）<\/li>\n
  • \u81ea\u6211\u8fdb\u5316\u5faa\u73af：Agent \u8fd0\u884c\u57fa\u51c6\u6d4b\u8bd5 \u2192 \u8bc6\u522b\u5931\u5206\u9879 \u2192 \u4f18\u5316 \u2192 \u751f\u6210\u4e0b\u4e00\u7248\u672c，\u5168\u7a0b\u53ef\u8ffd\u6eaf（Trace \u89c6\u56fe + \u5feb\u7167）<\/li>\n
  • \u6a21\u578b\u5c42\u8bbe\u8ba1：\u6a21\u578b\u59cb\u7ec8\u901a\u8fc7\u660e\u786e\u7684 (provider, model_id) \u5bf9\u5f15\u7528，provider \u7edd\u4e0d\u63a8\u65ad\u6216\u731c\u6d4b<\/li>\n
  • OmniMessage \u67b6\u6784：\u5b8c\u6574\u8f7d\u8377\u643a\u5e26\u4e0d\u900f\u660e\u7684 fidelity \u5bf9\u8c61，\u5728 Trace\u3001replay \u548c resume \u4e2d\u539f\u6837\u4f20\u9012<\/li>\n

    \u5185\u7f6e Skills（\u56db\u5927\u7ec4）<\/h3>\n\n\u7ec4\u522b\u6280\u80fd<\/tr>\n\n\n\n\n\n
    \u529e\u516c\u751f\u4ea7\u529b<\/td>\ndata-analysis\u3001firecrawl<\/td>\n<\/tr>\n
    \u8f6f\u4ef6\u5f00\u53d1<\/td>\nweb-design\u3001software-engineering<\/td>\n<\/tr>\n
    AI \u5e94\u7528\u5f00\u53d1<\/td>\npenguin-sdk\u3001penguin-cli\u3001agenthub-models\u3001vllm\u3001ollama\u3001llamafactory<\/td>\n<\/tr>\n
    Agent \u8c03\u4f18<\/td>\nagent-creation\u3001benchmark-design\u3001agent-evaluation\u3001agent-optimization<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    Agent \u4e5f\u53ef\u4ee5\u7f16\u5199\u548c\u4f18\u5316\u81ea\u5df1\u7684 Skill\u3002<\/p>\n

    \u652f\u6301\u7684\u6a21\u578b<\/h3>\n\n\u6a21\u578bProvider<\/tr>\n\n\n\n\n\n\n\n\n
    DeepSeek V4<\/td>\nDeepSeek, OpenRouter, Fireworks AI, SiliconFlow<\/td>\n<\/tr>\n
    Kimi K3<\/td>\nMoonshot AI, OpenRouter<\/td>\n<\/tr>\n
    GLM 5.2<\/td>\nZ.AI, OpenRouter, Fireworks AI, SiliconFlow<\/td>\n<\/tr>\n
    Qwen 3.8 Max<\/td>\nQwen Token Plan, Qwen Pay-As-You-Go<\/td>\n<\/tr>\n
    GPT 5.6<\/td>\nOpenRouter<\/td>\n<\/tr>\n
    Gemini 3.6 Flash<\/td>\nGoogle Gemini, OpenRouter<\/td>\n<\/tr>\n
    Claude 5<\/td>\nAnthropic, OpenRouter<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u652f\u6301 1000+ \u5728\u7ebf\u548c\u672c\u5730\u6a21\u578b，\u4efb\u4f55 OpenAI \u534f\u8bae\u7aef\u70b9\u5747\u53ef\u4f7f\u7528\u3002<\/p>\n

    \u57fa\u51c6\u6d4b\u8bd5\u4e0e\u7ade\u54c1\u5bf9\u6bd4<\/h3>\n\n\u5bf9\u6bd4\u9879\u7ed3\u8bba<\/tr>\n\n\n\n\n
    \u6570\u636e\u5206\u6790\u5957\u4ef6<\/td>\nPenguinHarness \u51c6\u786e\u7387\u6700\u4f73，\u6210\u672c\u4ec5 Claude Code \u7684 1\/70<\/td>\n<\/tr>\n
    \u7f16\u7801\u5957\u4ef6<\/td>\n\u4e0e OpenAI Codex \u6301\u5e73<\/td>\n<\/tr>\n
    \u751f\u6210\u5b8c\u6574 RAG \u5e94\u7528<\/td>\n$0.02（\u7ea6 \u00a50.2）token \u6d88\u8017<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5b89\u88c5<\/h3>\n

    # Linux \/ macOS<\/span>
    \ncurl<\/span> -fsSL<\/span> https:\/\/penguin.ooo\/install.sh |<\/span> sh<\/span><\/p>\n

    # Windows PowerShell<\/span>
    \nirm https:\/\/penguin.ooo\/install.ps1 |<\/span> iex<\/p>\n

    # npm（\u9700 Node >= 24）<\/span>
    \nnpm<\/span> install<\/span> -g<\/span> @prismshadow\/penguin-cli<\/p>\n

    # \u542f\u52a8<\/span>
    \npenguin web # \u6253\u5f00 http:\/\/127.0.0.1:7364<\/span><\/p>\n

    \u9996\u6b21\u767b\u5f55 admin \/ penguin-2026，\u9700\u7acb\u5373\u6539\u5bc6\u7801\u3002<\/p>\n

    \u6a21\u578b\u914d\u7f6e\u793a\u4f8b：<\/p>\n

    penguin config model add<\/span> \\\\<\/span>
    \n –provider<\/span> deepseek \\\\<\/span>
    \n –model-id deepseek-v4-flash \\\\<\/span>
    \n –api-key sk-..<\/span>. \\\\<\/span>
    \n –set-default<\/p>\n

    SDK \u7528\u6cd5<\/h3>\n

    import<\/span> {<\/span> createAgent,<\/span> isCompleteModelMessage,<\/span> userText }<\/span> from<\/span> "@prismshadow\/penguin-core"<\/span>;<\/span><\/p>\n

    const<\/span> agent =<\/span> await<\/span> createAgent<\/span>(<\/span>{<\/span> agentId<\/span>:<\/span> "default_agent"<\/span> }<\/span>)<\/span>;<\/span>
    \nconst<\/span> session =<\/span> await<\/span> agent.<\/span>createSession<\/span>(<\/span>{<\/span> workspaceDir<\/span>:<\/span> process.<\/span>cwd<\/span>(<\/span>)<\/span> }<\/span>)<\/span>;<\/span><\/p>\n

    for<\/span> await<\/span> (<\/span>const<\/span> output of<\/span> session.<\/span>run<\/span>(<\/span>[<\/span>userText<\/span>(<\/span>"Create hello.txt containing hi"<\/span>)<\/span>]<\/span>,<\/span> {<\/span>
    \n approve<\/span>:<\/span> async<\/span> (<\/span>)<\/span> =><\/span> "allow"<\/span>,<\/span>
    \n}<\/span>)<\/span>)<\/span> {<\/span>
    \n if<\/span> (<\/span>isCompleteModelMessage<\/span>(<\/span>output)<\/span> &&<\/span> output.<\/span>payload.<\/span>type ===<\/span> "text"<\/span>)<\/span> {<\/span>
    \n console.<\/span>log<\/span>(<\/span>output.<\/span>payload.<\/span>text)<\/span>;<\/span>
    \n }<\/span>
    \n}<\/span><\/p>\n

    \u4e00\u4e2a\u6709\u610f\u601d\u7684\u7ec6\u8282<\/h3>\n

    \u9879\u76ee\u534f\u4f5c\u8005\u91cc\u6709\u4e2a\u540d\u5b57\u2014\u2014Claude Fable 5\u3002\u5bf9，\u5c31\u662f Anthropic \u7684\u90a3\u4e2a Claude\u3002AI \u7ed9 AI \u9879\u76ee\u5199\u4ee3\u7801，\u4f5c\u8005\u81ea\u5df1\u4e5f\u5728\u7528 Agent \u9020 Agent\u3002\u8fd9\u6070\u597d\u662f PenguinHarness \u7406\u5ff5\u7684\u6d3b\u6837\u672c：Agent \u4e0d\u53ea\u662f\u88ab\u4f60\u8c03\u7528\u7684\u5de5\u5177，\u5b83\u8fd8\u80fd\u53c2\u4e0e\u6784\u5efa\u4e0b\u4e00\u4ee3 Agent\u3002<\/p>\n

    \u5ba2\u89c2\u8bc4\u4ef7<\/h3>\n

    \u4f18\u70b9：<\/p>\n

  • \u4f5c\u8005\u80cc\u4e66\u5f3a（LlamaFactory \u4f5c\u8005），\u6301\u7eed\u7ef4\u62a4（134 commits，8 \u6708 4 \u65e5\u8fd8\u5728\u66f4\u65b0）<\/li>\n
  • \u6982\u5ff5\u70b8\u88c2\u2014\u2014Agent \u81ea\u52a8\u6784\u5efa Agent + \u81ea\u6211\u8fdb\u5316，\u65b9\u5411\u524d\u6cbf<\/li>\n
  • \u6210\u672c\u6781\u4f4e（$0.02 \u9020 RAG \u5e94\u7528），\u6df1\u5ea6\u9002\u914d\u5f00\u6e90\u6a21\u578b<\/li>\n
  • \u8de8\u5e73\u53f0 + \u4e00\u952e\u5b89\u88c5 + Apache-2.0 \u5f00\u6e90<\/li>\n

    \u4e0d\u8db3：<\/p>\n

  • \u7248\u672c\u53f7 0.2.0\u2014\u2014\u521a\u53d1\u5e03\u4e0d\u4e45，\u751f\u4ea7\u73af\u5883\u614e\u7528，API \u53ef\u80fd\u53d8\u52a8<\/li>\n
  • \u9700\u8981 API Key\u2014\u2014\u81f3\u5c11\u8981\u914d\u4e00\u4e2a\u6a21\u578b\u7684 key \u624d\u80fd\u8dd1<\/li>\n
  • \u81ea\u6211\u8fdb\u5316\u6548\u679c\u5f85\u957f\u671f\u9a8c\u8bc1\u2014\u201450%\u219290% \u662f\u4f5c\u8005\u6570\u636e，\u72ec\u7acb\u590d\u73b0\u6848\u4f8b\u8fd8\u5c11<\/li>\n
  • \u5b66\u4e60\u66f2\u7ebf\u2014\u2014\u7406\u89e3\u81ea\u6211\u8fdb\u5316\u5faa\u73af\u3001Trace \u89c6\u56fe\u3001Skills \u4f53\u7cfb\u9700\u8981\u65f6\u95f4<\/li>\n

    \u4e0b\u8f7d\u4e0e\u8d44\u6e90<\/h3>\n
      \n
    • \u539f\u4ed3\u5e93：https:\/\/github.com\/Prism-Shadow\/penguin-harness<\/li>\n
    • \u5b98\u7f51：https:\/\/penguin.ooo<\/li>\n
    • \u6587\u6863：https:\/\/penguin.ooo\/docs\/<\/li>\n<\/ul>\n

      Apache-2.0 \u534f\u8bae\u5f00\u6e90，\u4f5c\u8005\u90d1\u8000\u5a01\u3002\u672c\u8d44\u6e90\u4ec5\u4f5c\u4fbf\u6377\u5206\u53d1，\u8bf7\u652f\u6301\u539f\u4f5c\u8005，\u53bb GitHub \u70b9\u4e2a Star\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      PenguinHarness\u5b9e\u6d4b：LlamaFactory\u4f5c\u8005\u65b0\u4f5c，0.2\u5143\u9020\u81ea\u8fdb\u5316Agent
      \n\u524d\u8a00：\u8ba9 Agent \u81ea\u52a8\u6784\u5efa Agent
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