{"id":96516,"date":"2026-08-27T19:48:33","date_gmt":"2026-08-27T11:48:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/96516.html"},"modified":"2026-08-27T19:48:33","modified_gmt":"2026-08-27T11:48:33","slug":"deepseek-harness-%e6%ba%90%e7%a0%81%e7%ba%a7%e6%b7%b1%e5%ba%a6%e5%89%96%e6%9e%90%ef%bc%9a%e5%85%a8%e6%8f%92%e4%bb%b6%e6%9e%b6%e6%9e%84-agent-%e6%a1%86%e6%9e%b6%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/96516.html","title":{"rendered":"DeepSeek Harness \u6e90\u7801\u7ea7\u6df1\u5ea6\u5256\u6790\uff1a\u5168\u63d2\u4ef6\u67b6\u6784 Agent \u6846\u67b6\u4ece\u5165\u95e8\u5230\u5b9e\u6218"},"content":{"rendered":"

DeepSeek Harness \u6e90\u7801\u7ea7\u6df1\u5ea6\u5256\u6790\uff1a\u5168\u63d2\u4ef6\u67b6\u6784 Agent \u6846\u67b6\u4ece\u5165\u95e8\u5230\u5b9e\u6218<\/h2>\n

\u672c\u6587\u9002\u5408\u8c01\uff1a\u6b63\u5728\u6784\u5efa AI Agent \u7cfb\u7edf\u7684\u67b6\u6784\u5e08\u548c\u9ad8\u7ea7\u5f00\u53d1\u8005\uff1b\u5bf9\\”\u63d2\u4ef6\u5316\u67b6\u6784\\”\u611f\u5174\u8da3\u7684\u540e\u7aef\u5de5\u7a0b\u5e08\uff1b\u60f3\u8981\u6df1\u5ea6\u7406\u89e3 DeepSeek Harness\uff08dsh\uff09\u6e90\u7801\u7684 contributors\u3002<\/p>\n

\u4f60\u5c06\u83b7\u5f97\uff1adsh v0.1.0-rc.8 \u67b6\u6784\u6982\u8ff0\u4e0e 5 \u4e2a\u6838\u5fc3\u5305\uff08Session \/ Agent \/ Agent Loop \/ Tools \/ defineTool\uff09\u7684\u5173\u952e\u8bbe\u8ba1\u89e3\u6790\u3001Capability Seam \u8bbe\u8ba1\u6a21\u5f0f\u7684\u5b8c\u6574\u5256\u6790\u3001\u4e00\u4e2a\u53ef\u76f4\u63a5\u6295\u4ea7\u7684 Test Guardian \u6d4b\u8bd5\u5b88\u62a4\u63d2\u4ef6\uff08\u542b\u8de8\u6587\u4ef6\u4f9d\u8d56\u56fe\u3001\u963b\u65ad\u5f0f\u62e6\u622a\u3001\u6301\u4e45\u5316\u7f13\u5b58\u548c 46 \u4e2a\u6d4b\u8bd5\u7528\u4f8b\uff09\uff0c\u4ee5\u53ca 10 \u6761\u4ece\u67b6\u6784\u4e2d\u63d0\u70bc\u7684\u8bbe\u8ba1\u94c1\u5f8b\u3002<\/p>\n

\u8fd9\u7bc7\u6559\u7a0b\u503c\u5728\u54ea\u91cc\uff1f<\/p>\n

\u5982\u679c\u4f60\u6b63\u5728\u9009\u578b Agent \u6846\u67b6\u2014\u2014\u5e02\u9762\u4e0a\u7684 LangChain\u3001AutoGen\u3001CrewAI \u6587\u6863\u548c\u6559\u7a0b\u5df2\u7ecf\u6cdb\u6ee5\uff0c\u4f46 DeepSeek Harness \u662f\u552f\u4e00\u4e00\u4e2a\u628a\\”\u4e00\u5207\u7686\u63d2\u4ef6\\”\u8d2f\u5f7b\u5230 Agent \u5faa\u73af\u672c\u8eab\u7684\u8bbe\u8ba1\u3002\u7406\u89e3\u4e86 dsh \u7684 Capability Seam \u6a21\u5f0f\uff0c\u4f60\u5c31\u638c\u63e1\u4e86\u8bc4\u5224\u4efb\u4f55 Agent \u6846\u67b6\u53ef\u6269\u5c55\u6027\u7684\u5c3a\u5b50\u3002\u672c\u6587\u6982\u8ff0\u4e86 dsh 50+ \u5b50\u5305\u7684\u67b6\u6784\u5168\u8c8c\u5e76\u6df1\u5165\u89e3\u6790\u4e86 5 \u4e2a\u6838\u5fc3\u5305\u7684\u5173\u952e\u8bbe\u8ba1\uff0c\u5e2e\u4f60\u907f\u5f00\u9009\u578b\u7684\u8ba4\u77e5\u76f2\u533a\u3002<\/p>\n

\u5982\u679c\u4f60\u6b63\u5728\u6784\u5efa AI \u7f16\u7a0b\u5de5\u5177\u2014\u2014\u7b2c\u4e5d\u7ae0\u7684 Test Guardian \u63d2\u4ef6\u89e3\u51b3\u4e86\u4e00\u4e2a\u884c\u4e1a\u7ea7\u75db\u70b9\uff1aAgent \u5199\u5b8c\u4ee3\u7801\u540e\u6d4b\u8bd5\u81ea\u52a8\u8dd1\u3001\u8dd1\u4e0d\u8fc7\u5c31\u963b\u65ad\uff0c\u4e0d\u5141\u8bb8\u63d0\u4ea4\u534a\u6210\u54c1\u3002\u8fd9\u4e2a\u63d2\u4ef6\u5305\u542b\u5b8c\u6574\u7684\u8de8\u6587\u4ef6\u4f9d\u8d56\u56fe\uff08BFS \u4f20\u9012\u95ed\u5305\uff09\u3001\u963b\u65ad\u5f0f pre-execute \u62e6\u622a\u3001\u6301\u4e45\u5316\u7f13\u5b58\u548c\u4e09\u79cd\u8bed\u8a00\u9002\u914d\u5668\uff08Python\/TypeScript\/Go\uff09\uff0c\u5171 1658 \u884c\u4ee3\u7801\u300146 \u4e2a\u6d4b\u8bd5\u7528\u4f8b\uff0ctsc –noEmit \u96f6\u9519\u8bef\uff0c\u53ef\u76f4\u63a5 clone \u540e\u6295\u5165\u751f\u4ea7\u3002\u8fd9\u4e0d\u662f\u6559\u5b66\u793a\u4f8b\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u7ecf\u8fc7\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\uff08TDD\uff09\u9a8c\u8bc1\u7684\u3001\u53ef\u76f4\u63a5\u89e3\u51b3\u771f\u5b9e\u95ee\u9898\u7684\u5de5\u4e1a\u7ea7\u63d2\u4ef6\u3002<\/p>\n

\u5982\u679c\u4f60\u60f3\u5b66\u4e60\u63d2\u4ef6\u5316\u67b6\u6784\u8bbe\u8ba1\u2014\u2014dsh \u7684 Cordis \u6846\u67b6\u5b9e\u73b0\u4e86\\”\u65f6\u7a7a\u53ef\u7ec4\u5408\u6027\\”\uff1a\u63d2\u4ef6\u53ef\u4ee5\u8fd0\u884c\u65f6\u52a8\u6001\u52a0\u8f7d\/\u5378\u8f7d\uff0c\u5378\u8f7d\u65f6\u81ea\u52a8\u56de\u6eda\u6240\u6709\u526f\u4f5c\u7528\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6a21\u5f0f\u4e0d\u4ec5\u9002\u7528\u4e8e Agent \u6846\u67b6\uff0c\u53ef\u4ee5\u8fc1\u79fb\u5230\u4efb\u4f55\u9700\u8981\\”\u70ed\u63d2\u62d4\\”\u80fd\u529b\u7684\u7cfb\u7edf\u4e2d\uff08IDE \u63d2\u4ef6\u3001CI\/CD pipeline\u3001\u5fae\u670d\u52a1\u7f51\u5173\uff09\u3002\u672c\u6587\u4ece\u67b6\u6784\u5c42\u9762\u63d0\u70bc\u4e86 10 \u6761\u8bbe\u8ba1\u94c1\u5f8b\uff0c\u6bcf\u4e00\u6761\u90fd\u9644\u5e26 dsh \u6e90\u7801\u4e2d\u7684\u8bbe\u8ba1\u4f9d\u636e\u3002<\/p>\n

\u6559\u7a0b\u7684\u7a00\u7f3a\u6027\u2014\u2014dsh \u76ee\u524d\u5904\u4e8e developer preview \u9636\u6bb5\uff0c\u5b98\u65b9\u6587\u6863\u4ee5 API reference \u4e3a\u4e3b\uff0c\u7f3a\u4e4f\u67b6\u6784\u7ea7\u89e3\u8bfb\u3002\u672c\u6587\u662f\u5bf9 dsh packages\/core\/ \u4e2d 5 \u4e2a\u6838\u5fc3\u5305\u8fdb\u884c\u67b6\u6784\u7ea7\u6df1\u5ea6\u89e3\u6790\u7684\u4e2d\u6587\u8d44\u6599\uff0c\u5e76\u5305\u542b\u4e00\u4e2a\u5b8c\u6574\u7684\u5b9e\u6218\u63d2\u4ef6\u5b9e\u73b0\u3002\u8bfb\u5b8c\u540e\uff0c\u4f60\u4e0d\u4ec5\u80fd\u6df1\u5ea6\u7406\u89e3 dsh \u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u8fd8\u80fd\u5c06 Capability Seam\u3001\u4e8b\u4ef6\u6eaf\u6e90\u4f1a\u8bdd\u3001waterfall \u7b56\u7565\u62e6\u622a\u7b49\u8bbe\u8ba1\u6a21\u5f0f\u8fc1\u79fb\u5230\u81ea\u5df1\u7684\u9879\u76ee\u4e2d\u3002<\/p>\n

\u9605\u8bfb\u5efa\u8bae\uff1a\u5168\u6587\u7ea6 25000 \u5b57\uff08\u542b\u4ee3\u7801\uff09\uff0c\u5efa\u8bae\u5206\u4e09\u6bb5\u9605\u8bfb\u2014\u2014\u7b2c\u4e00\u6bb5\uff08\u4e00\u81f3\u56db\u7ae0\uff09\u7406\u89e3\u6846\u67b6\u9aa8\u67b6\uff0c\u7b2c\u4e8c\u6bb5\uff08\u4e94\u81f3\u516b\u7ae0\uff09\u638c\u63e1\u8fd0\u884c\u65f6\u673a\u5236\uff0c\u7b2c\u4e09\u6bb5\uff08\u4e5d\u81f3\u5341\u4e09\u7ae0\uff09\u52a8\u624b\u5b9e\u6218\u3002<\/p>\n

\n

\u524d\u8a00\uff1a\u4e3a\u4ec0\u4e48\u503c\u5f97\u5173\u6ce8 DeepSeek Harness\uff1f<\/h3>\n

2025 \u5e74\uff0cAI Agent \u6846\u67b6\u8d5b\u9053\u5df2\u662f\u4e00\u7247\u7ea2\u6d77\u2014\u2014LangChain\u3001AutoGen\u3001CrewAI\u3001OpenAI Codex SDK\u2026\u2026\u6bcf\u4e2a\u90fd\u5728\u5c1d\u8bd5\u56de\u7b54\u540c\u4e00\u4e2a\u95ee\u9898\uff1a\u5982\u4f55\u8ba9 LLM \u5b89\u5168\u3001\u53ef\u63a7\u3001\u53ef\u6269\u5c55\u5730\u4f7f\u7528\u5de5\u5177\uff1f<\/p>\n

DeepSeek Harness\uff08\u7b80\u79f0 dsh\uff09\u7ed9\u51fa\u4e86\u4e00\u4e2a\u4e0e\u4f17\u4e0d\u540c\u7684\u7b54\u6848\uff1aEverything is a Plugin\uff08\u4e00\u5207\u7686\u63d2\u4ef6\uff09\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u4e00\u53e5\u8425\u9500\u53e3\u53f7\u3002\u5728 dsh \u4e2d\uff0c\u6a21\u578b\u9002\u914d\u5668\u662f\u63d2\u4ef6\uff0c\u5de5\u5177\u6ce8\u518c\u8868\u662f\u63d2\u4ef6\uff0c\u4f1a\u8bdd\u65e5\u5fd7\u662f\u63d2\u4ef6\uff0c\u8fde Agent \u5faa\u73af\u672c\u8eab\u90fd\u662f\u63d2\u4ef6\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u66ff\u6362 Agent \u7684\u6838\u5fc3\u9a71\u52a8\u903b\u8f91\uff0c\u800c\u4e0d\u9700\u8981 fork \u4efb\u4f55\u4ee3\u7801\u2014\u2014\u53ea\u9700\u5199\u4e00\u4e2a\u65b0\u63d2\u4ef6\u6ce8\u518c\u5230 ctx.agents\u3002<\/p>\n

\u8fd9\u4e2a\u67b6\u6784\u9009\u62e9\u5e26\u6765\u4e86\u4e00\u4e2a\u6df1\u8fdc\u7684\u597d\u5904\uff1a\u5f53\u4f60\u60f3\u8981\u6539\u53d8 Agent \u7684\u884c\u4e3a\u65f6\uff0c\u4f60\u4e0d\u662f\u5728\\”\u914d\u7f6e\\”\u4e00\u4e2a\u9ed1\u76d2\uff0c\u800c\u662f\u5728\\”\u7ec4\u5408\\”\u4e00\u7ec4\u900f\u660e\u7684\u3001\u7c7b\u578b\u5b89\u5168\u7684\u3001\u53ef\u9006\u7684\u670d\u52a1\u3002<\/p>\n

\u672c\u6587\u57fa\u4e8e v0.1.0-rc.8 \u7248\u672c\u6e90\u7801\uff0c\u91cd\u70b9\u89e3\u6790\u4e86 packages\/core\/ \u4e0b 5 \u4e2a\u6838\u5fc3\u5305\uff08Session \/ Agent \/ Agent Loop \/ Tools \/ defineTool\uff09\u7684\u5173\u952e\u8bbe\u8ba1\uff0c\u5e76\u6982\u8ff0\u4e86 50+ \u5b50\u5305\u7684\u67b6\u6784\u5168\u8c8c\u548c\u5b9e\u6218\u6307\u5357\u3002<\/p>\n

\n

\u4e00\u3001\u9879\u76ee\u5168\u8c8c<\/h3>\n

1.1 \u4e00\u53e5\u8bdd\u5b9a\u4f4d<\/h4>\n

dsh \u662f\u4e00\u4e2a Agent \u8fd0\u884c\u65f6\u6846\u67b6\uff08agent harness\uff09\uff0c\u6838\u5fc3\u7406\u5ff5\u662f\\”\u4e00\u5207\u7686\u63d2\u4ef6\\”\u3002\u5b83\u57fa\u4e8e Cordis \u63d2\u4ef6\u6846\u67b6\uff08\u8bbe\u8ba1\u601d\u60f3\u6765\u81ea\u8bba\u6587 A Programming Paradigm for Spatiotemporal Composability\uff09\uff0c\u7528 TypeScript 6.0 strict \u6a21\u5f0f\u7f16\u5199\uff0c\u8fd0\u884c\u5728 Node.js \u2265 22.19 \u4e0a\u3002<\/p>\n

1.2 \u6280\u672f\u6808\u4e00\u89c8<\/h4>\n\n\n \u5c42\u7ea7
\n \u6280\u672f\u9009\u578b
\n \u9009\u578b\u7406\u7531
\n <\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n
\u8fd0\u884c\u65f6<\/td>\nNode.js \u2265 22.19\uff08ESM only\uff09<\/td>\n\u539f\u751f ESM\u3001AsyncLocalStorage\u3001Fetch API<\/td>\n<\/tr>\n
\u8bed\u8a00<\/td>\nTypeScript 6.0, strict: true<\/td>\n\u7c7b\u578b\u5b89\u5168\u662f\u6846\u67b6\u7684\u57fa\u77f3\uff0c\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1<\/td>\n<\/tr>\n
\u5305\u7ba1\u7406<\/td>\npnpm 11.7 workspaces<\/td>\n50+ \u5b50\u5305\u7684\u9ad8\u6548\u7ba1\u7406<\/td>\n<\/tr>\n
\u63d2\u4ef6\u6846\u67b6<\/td>\nCordis\uff08vendored, SHA pinned\uff09<\/td>\n\u65f6\u7a7a\u53ef\u7ec4\u5408\u6027\uff0c\u6ce8\u518c\u5373\u526f\u4f5c\u7528<\/td>\n<\/tr>\n
\u914d\u7f6e\u9a8c\u8bc1<\/td>\nSchemastery<\/td>\n\u58f0\u660e\u5f0f schema + \u8fd0\u884c\u65f6\u9a8c\u8bc1<\/td>\n<\/tr>\n
\u6784\u5efa<\/td>\ntsdown\uff08\u6253\u5305\uff09\/ tsc\uff08\u7c7b\u578b\uff09<\/td>\n\u5206\u79bb\u6784\u5efa\u4e0e\u7c7b\u578b\u68c0\u67e5<\/td>\n<\/tr>\n
\u6d4b\u8bd5<\/td>\nVitest 4<\/td>\n\u5355\u5143\/E2E\/snapshot\/web stress \u5168\u8986\u76d6<\/td>\n<\/tr>\n
\u6c99\u7bb1<\/td>\nLandlock\uff08Linux C11 \u539f\u751f\u6a21\u5757\uff09<\/td>\n\u5185\u6838\u7ea7\u6587\u4ef6\u7cfb\u7edf\u9694\u79bb<\/td>\n<\/tr>\n
\u6301\u4e45\u5316<\/td>\nJSONL \/ SQLite<\/td>\n\u4e8b\u4ef6\u6eaf\u6e90 + \u7d22\u5f15\u67e5\u8be2\u53cc\u901a\u9053<\/td>\n<\/tr>\n
\u6587\u6863<\/td>\nVitePress<\/td>\n\u4e2d\u82f1\u53cc\u8bed<\/td>\n<\/tr>\n
Python SDK<\/td>\nPython 3.10+, Pydantic, JSON-RPC over stdio<\/td>\n\u8de8\u8bed\u8a00\u4e92\u64cd\u4f5c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.3 \u4ed3\u5e93\u7ed3\u6784<\/h4>\n

vendor\/ # vendored Cordis \u6e90\u7801\uff08SHA pinned\uff0c\u4e0d\u53ef\u53d8\uff09
\npackages\/ # @deepseek-ai\/dsh-<pkg> \u5de5\u4f5c\u7a7a\u95f4
\n core\/ # \u4ea7\u54c1\u6838\u5fc3\uff1asession, system-prompt, tools, agent, agent-loop
\n llm\/ # LLM \u9002\u914d\uff1aDeepSeek \/ pi-ai \/ replay
\n shell\/ # bash\/pwsh \u6267\u884c\u5668
\n fs\/ # \u6587\u4ef6\u7cfb\u7edf\u64cd\u4f5c
\n subprocess\/ # \u5b50\u8fdb\u7a0b\u7ba1\u7406
\n terminal\/ # \u6301\u4e45\u7ec8\u7aef
\n web\/ # Web \u641c\u7d22\/\u6293\u53d6
\n sandbox\/ # \u8fdb\u7a0b\u6c99\u7bb1
\n subagent\/ # \u5b50\u4ee3\u7406\uff086\u79cd provider\uff09
\n compaction\/ # \u4e0a\u4e0b\u6587\u538b\u7f29
\n session\/ # \u4f1a\u8bdd\u6301\u4e45\u5316
\n … # \u5171 50+ \u5b50\u5305
\napps\/ # \u4ea7\u54c1\u7ec4\u88c5\u5c42
\n cli\/ # dsh CLI
\n web\/ # Web UI
\nexamples\/ # \u53ef\u8fd0\u884c\u7684 cordis.yml \u793a\u4f8b
\nnative\/ # Landlock C11 \u539f\u751f\u6a21\u5757
\npython\/ # Python SDK + \u6253\u5305\u8fd0\u884c\u65f6
\ndocs\/ # \u67b6\u6784\u6587\u6863 + cookbook<\/p>\n

\u5173\u952e\u6d1e\u5bdf\uff1avendor\/ \u76ee\u5f55\u4e2d\u7684 Cordis \u6e90\u7801\u662f SHA pinned \u7684\u2014\u2014\u8fd9\u610f\u5473\u7740 dsh \u5bf9\u63d2\u4ef6\u6846\u67b6\u7684\u4f9d\u8d56\u662f\u53ef\u5ba1\u8ba1\u7684\u3001\u4e0d\u53ef\u53d8\u7684\u3002\u4e0d\u4f1a\u56e0\u4e3a\u4e0a\u6e38\u53d1\u7248\u800c\u5f15\u5165\u672a\u77e5\u53d8\u66f4\u3002\u8fd9\u662f\u4f01\u4e1a\u7ea7\u5b89\u5168\u7684\u57fa\u672c\u8981\u6c42\u3002<\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\n

\u4e8c\u3001Cordis \u63d2\u4ef6\u6846\u67b6\uff1a\u4e94\u5927\u6838\u5fc3\u7406\u5ff5<\/h3>\n

\u7406\u89e3 dsh \u7684\u524d\u63d0\u662f\u7406\u89e3 Cordis\u3002\u8fd9\u4e0d\u662f\u4e00\u4e2a\u666e\u901a\u7684\u4f9d\u8d56\u6ce8\u5165\u6846\u67b6\u2014\u2014\u5b83\u7684\u8bbe\u8ba1\u54f2\u5b66\u662f\u65f6\u7a7a\u53ef\u7ec4\u5408\u6027\uff1a\u63d2\u4ef6\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u52a8\u6001\u52a0\u8f7d\/\u5378\u8f7d\uff0c\u4e14\u5378\u8f7d\u65f6\u81ea\u52a8\u56de\u6eda\u6240\u6709\u526f\u4f5c\u7528\u3002<\/p>\n

2.1 \u63d2\u4ef6\u5373 Service<\/h4>\n

\u63d2\u4ef6\u662f\u4e00\u4e2a\u5b9e\u73b0\u4e86 Service \u63a5\u53e3\u7684\u5bf9\u8c61\u3002\u4e24\u79cd\u5199\u6cd5\u7b49\u4ef7\uff1a<\/p>\n

\/\/ \u5199\u6cd5 A\uff1a\u51fd\u6570\u5f0f\u63d2\u4ef6\uff08\u8f7b\u91cf\u573a\u666f\uff09<\/span>
\nexport<\/span> const<\/span> name =<\/span> \\’my-plugin\\’<\/span>
\nexport<\/span> const<\/span> inject =<\/span> [<\/span>\\’tools\\’<\/span>,<\/span> \\’llm\\’<\/span>]<\/span>
\nexport<\/span> function<\/span> apply<\/span>(<\/span>ctx:<\/span> Context)<\/span> {<\/p>\n

<\/span>
\n ctx.<\/span>tools.<\/span>register<\/span>(<\/span>myTool)<\/span>
\n}<\/span><\/p>\n

\/\/ \u5199\u6cd5 B\uff1aService \u5b50\u7c7b\uff08\u9700\u8981\u72b6\u6001\u7ba1\u7406\u7684\u573a\u666f\uff09<\/span>
\nclass<\/span> MyService<\/span> extends<\/span> Service<\/span> {<\/p>\n

<\/span>
\n static<\/span> inject =<\/span> [<\/span>\\’tools\\’<\/span>,<\/span> \\’llm\\’<\/span>]<\/span>
\n constructor<\/span>(<\/span>ctx:<\/span> Context,<\/span> config:<\/span> Config)<\/span> {<\/p>\n

<\/span>
\n super<\/span>(<\/span>ctx,<\/span> \\’myKey\\’<\/span>)<\/span> \/\/ \u6ce8\u518c\u4e3a ctx.myKey<\/span>
\n }<\/span>
\n}<\/span><\/p>\n

2.2 Context \u662f\u670d\u52a1\u4ed3\u5e93<\/h4>\n

\u670d\u52a1\u901a\u8fc7 ctx.<key> \u66b4\u9732\u81ea\u5df1\u3002\u5176\u4ed6\u63d2\u4ef6\u901a\u8fc7 key \u67e5\u627e\u670d\u52a1\uff0c\u800c\u975e\u5bfc\u5165\u5177\u4f53\u5b9e\u73b0\uff1a<\/p>\n

\/\/ \u63d2\u4ef6 A \u6ce8\u518c\u670d\u52a1\uff08\u901a\u8fc7 ctx.plugin \u52a0\u8f7d Service \u5b50\u7c7b\uff09<\/span>
\nctx.<\/span>plugin<\/span>(<\/span>MyService)<\/span><\/p>\n

\/\/ \u63d2\u4ef6 B \u6d88\u8d39\u670d\u52a1\uff08\u4e0d\u77e5\u9053\u5177\u4f53\u5b9e\u73b0\uff09<\/span>
\nctx.<\/span>myKey.<\/span>doSomething<\/span>(<\/span>)<\/span><\/p>\n

\u8fd9\u5c31\u662f\u4f9d\u8d56\u5012\u7f6e\uff08DIP\uff09\u5728\u6846\u67b6\u7ea7\u522b\u7684\u5b9e\u73b0\uff1a\u6d88\u8d39\u8005\u4f9d\u8d56\u62bd\u8c61\u7684 key\uff0c\u4e0d\u4f9d\u8d56\u5177\u4f53\u7684 import\u3002<\/p>\n

2.3 \u4f9d\u8d56\u58f0\u660e\u901a\u8fc7 inject<\/h4>\n

export<\/span> const<\/span> inject =<\/span> [<\/span>\\’tools\\’<\/span>,<\/span> \\’llm\\’<\/span>]<\/span><\/p>\n

Cordis \u7b49\u5f85 tools \u548c llm \u670d\u52a1\u5c31\u7eea\u540e\u624d\u6302\u8f7d\u8be5\u63d2\u4ef6\u3002\u52a0\u8f7d\u987a\u5e8f\u7531\u670d\u52a1\u4f9d\u8d56\u8868\u8fbe\uff0c\u65e0\u9700\u624b\u52a8\u7f16\u6392\u3002\u8fd9\u89e3\u51b3\u4e86\u5927\u578b\u63d2\u4ef6\u7cfb\u7edf\u4e2d\u5e38\u89c1\u7684\\”\u5faa\u73af\u4f9d\u8d56\\”\u548c\\”\u52a0\u8f7d\u987a\u5e8f\\”\u95ee\u9898\u3002<\/p>\n

2.4 \u7c7b\u578b\u5316\u4e8b\u4ef6\u901a\u4fe1\uff08\u4e94\u79cd\u6a21\u5f0f\uff09<\/h4>\n

\u8fd9\u662f dsh \u6700\u7cbe\u5999\u7684\u8bbe\u8ba1\u4e4b\u4e00\u3002\u670d\u52a1\u901a\u8fc7 TypeScript declaration merging \u58f0\u660e\u4e8b\u4ef6\u540d\uff0c\u7136\u540e\u4ee5\u4e94\u79cd\u6a21\u5f0f\u5206\u53d1\uff08\u5bf9\u5e94 Cordis DispatchMode \u7c7b\u578b\uff1a\\’emit\\’ | \\’parallel\\’ | \\’serial\\’ | \\’bail\\’ | \\’waterfall\\’\uff09\uff1a<\/p>\n\n\n \u6a21\u5f0f
\n \u662f\u5426 await
\n \u5206\u53d1\u987a\u5e8f
\n \u6709\u8fd4\u56de\u503c
\n \u5178\u578b\u7528\u9014
\n <\/tr>\n\n\n\n\n\n\n
emit<\/td>\n\u5426<\/td>\n\u6ce8\u518c\u5e8f<\/td>\n\u5426<\/td>\n\u901a\u77e5\uff08tools\/result\uff09<\/td>\n<\/tr>\n
waterfall<\/td>\n\u5426<\/td>\n\u6ce8\u518c\u5e8f<\/td>\n\u662f<\/td>\n\u7b56\u7565\u62e6\u622a\uff08tools\/pre-execute\uff09\uff0caround-\u4e2d\u95f4\u4ef6\u6a21\u5f0f<\/td>\n<\/tr>\n
parallel<\/td>\n\u662f<\/td>\n\u5e76\u884c<\/td>\n\u5426<\/td>\n\u6279\u91cf\u901a\u77e5\uff08session\/event\uff09<\/td>\n<\/tr>\n
serial<\/td>\n\u662f<\/td>\n\u6ce8\u518c\u5e8f<\/td>\n\u662f<\/td>\n\u6709\u5e8f\u51b3\u7b56\uff08agent\/turn-stopping\uff09\uff0c\u8fd4\u56de\u503c\u4e32\u8054\u4f20\u9012<\/td>\n<\/tr>\n
bail<\/td>\n\u5426<\/td>\n\u6ce8\u518c\u5e8f<\/td>\n\u662f<\/td>\n\u5feb\u901f\u77ed\u8def\uff08\u7b2c\u4e00\u4e2a\u975e\u7a7a\u8fd4\u56de\u503c\u5373\u505c\u6b62\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5b9e\u6218\u8981\u70b9\uff1awaterfall \u662f dsh \u4e2d\u7b56\u7565\u62e6\u622a\u7684\u6838\u5fc3\u673a\u5236\u2014\u2014\u5b83\u5b9e\u73b0\u4e86 around-\u4e2d\u95f4\u4ef6\u6a21\u5f0f\u3002\u76d1\u542c\u5668\u6536\u5230 (…args, next)\uff0c\u8c03\u7528 next() \u59d4\u6258\u7ed9\u4e0b\u4e00\u4e2a\u76d1\u542c\u5668\uff0c\u4e0d\u8c03\u7528\u5219\u77ed\u8def\u3002agent\/pre-step\u3001agent\/request\u3001llm\/stream\u3001tools\/pre-execute\u3001tools\/execute\u3001tools\/post-execute \u5168\u90e8\u662f waterfall \u4e8b\u4ef6\u3002<\/p>\n

2.5 \u6ce8\u518c\u5373\u53ef\u9006\u526f\u4f5c\u7528<\/h4>\n

\u6240\u6709\u6ce8\u518c\uff08prompt section\u3001tool schema\u3001adapter\u3001listener\uff09\u90fd\u901a\u8fc7 ctx.effect() \u6216 ctx.on() \u5b8c\u6210\uff1a<\/p>\n

\/\/ \u6ce8\u518c\u4e00\u4e2a\u5de5\u5177\u2014\u2014\u5378\u8f7d\u65f6\u81ea\u52a8\u6ce8\u9500<\/span>
\nconst<\/span> dispose =<\/span> ctx.<\/span>effect<\/span>(<\/span>(<\/span>)<\/span> =><\/span> {<\/p>\n

<\/span>
\n ctx.<\/span>tools.<\/span>register<\/span>(<\/span>myTool)<\/span>
\n return<\/span> (<\/span>)<\/span> =><\/span> ctx.<\/span>tools.<\/span>unregister<\/span>(<\/span>myTool)<\/span>
\n}<\/span>)<\/span><\/p>\n

\/\/ \u6216\u8005\u66f4\u7b80\u6d01\u7684\u5199\u6cd5<\/span>
\nctx.<\/span>on<\/span>(<\/span>\\’tools\/pre-execute\\’<\/span>,<\/span> handler)<\/span>
\n\/\/ \u5378\u8f7d\u65f6\u81ea\u52a8\u79fb\u9664 listener<\/span><\/p>\n

\u8fd9\u610f\u5473\u7740\u63d2\u4ef6\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u88ab\u5b89\u5168\u5378\u8f7d\u2014\u2014\u6240\u6709\u526f\u4f5c\u7528\u9006\u5e8f\u56de\u6eda\uff0c\u4e0d\u4f1a\u7559\u4e0b\u50f5\u5c38\u6ce8\u518c\u3002<\/p>\n

\n

\u4e09\u3001\u6838\u5fc3\u5305\u6e90\u7801\u6df1\u5ea6\u89e3\u6790<\/h3>\n

3.1 Session \u2014\u2014 \u4e8b\u4ef6\u6eaf\u6e90\u7684\u4f1a\u8bdd\u65e5\u5fd7<\/h4>\n

\u6e90\u7801\uff1apackages\/core\/session\/src\/index.ts<\/p>\n

Session \u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u771f\u76f8\u6e90\uff08source of truth\uff09\u3002\u5b83\u91c7\u7528\u4e8b\u4ef6\u6eaf\u6e90\uff08Event Sourcing\uff09\u67b6\u6784\uff1a<\/p>\n

export<\/span> class<\/span> Session<\/span> {<\/p>\n

<\/span>
\n private<\/span> log:<\/span> SessionEvent[<\/span>]<\/span> =<\/span> [<\/span>]<\/span>
\n private<\/span> readonly<\/span> surfaceManager =<\/span> new<\/span> SurfaceManager<\/span>(<\/span>this<\/span>.<\/span>log)<\/span><\/p>\n

\/\/ \u552f\u4e00\u5199\u5165\u8def\u5f84\uff1a\u8ffd\u52a0\u4e8b\u4ef6<\/span>
\n append<\/span><<\/span>T<\/span> extends<\/span> SessionEventType><\/span><\/span><\/span>(<\/span>
\n type:<\/span> T<\/span>,<\/span>
\n data:<\/span> SessionEventMap[<\/span>T<\/span>]<\/span>,<\/span>
\n …<\/span>opts:<\/span> T<\/span> extends<\/span> SurfaceEventType<\/span> ?<\/span> [<\/span>opts:<\/span> SurfaceIntent]<\/span> :<\/span> [<\/span>]<\/span>
\n )<\/span>:<\/span> SessionEvent<<\/span>T<\/span>><\/span><\/p>\n

\/\/ \u4ece\u4e8b\u4ef6\u65e5\u5fd7\u6d3e\u751f LLM \u6d88\u606f\u5386\u53f2<\/span>
\n deriveMessages<\/span>(<\/span>)<\/span>:<\/span> Message[<\/span>]<\/span><\/p>\n

\/\/ \u8bf7\u6c42\u5934\u6298\u53e0\uff08\u589e\u91cf\u7f13\u5b58\uff09<\/span>
\n requestHeader<\/span>(<\/span>)<\/span>:<\/span> EpochHeader |<\/span> undefined<\/span>
\n}<\/span><\/p>\n

\u4e94\u4e2a\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56\uff1a<\/p>\n

  • \n

    \u8ffd\u52a0\u53ea\u5199\uff1a\u4e8b\u4ef6\u4e00\u65e6\u5165\u65e5\u5fd7\u5373\u4e0d\u53ef\u53d8\uff08deepFreeze\uff09\uff0cseq \u5355\u8c03\u9012\u589e\u4e14\u8fde\u7eed\uff08seq = log.length \u5951\u7ea6\uff09\u3002\u8fd9\u4fdd\u8bc1\u4e86\u4f1a\u8bdd\u7684\u53ef\u5ba1\u8ba1\u6027\u3002<\/p>\n<\/li>\n

  • \n

    Lossless JSON\uff1a\u6240\u6709\u4e8b\u4ef6\u6570\u636e\u7ecf\u8fc7 snapshotJsonValue() \u9012\u5f52\u9a8c\u8bc1\uff0c\u786e\u4fdd\u53ef\u5e8f\u5217\u5316\u3002BigInt\u3001Symbol\u3001Map\/Set\/Date \u7b49\u5f02\u7c7b\u5bf9\u8c61\u5728\u5165\u53e3\u88ab\u62d2\u7edd\u3002\u5982\u679c\u4f60\u8bd5\u56fe\u628a\u4e00\u4e2a\u4e0d\u53ef\u5e8f\u5217\u5316\u7684\u503c\u585e\u8fdb\u4f1a\u8bdd\u65e5\u5fd7\uff0c\u5b83\u4f1a\u5728\u5165\u53e3\u5c31\u88ab\u62e6\u622a\uff0c\u800c\u4e0d\u662f\u5728\u6301\u4e45\u5316\u65f6\u624d\u62a5\u9519\u3002<\/p>\n<\/li>\n

  • \n

    Surface \u673a\u5236\uff1a\u6d88\u606f\u4ea7\u751f\u4e8b\u4ef6\uff08user\/message\u3001assistant\/message\u3001tool\/result\uff09\u643a\u5e26 surfaceOp\uff08append \u6216 replace\uff09\u3002SurfaceManager \u7ef4\u62a4\u4e00\u4e2a\u6709\u5e8f\u8282\u70b9\u5217\u8868\uff0cderiveMessages() \u4ece\u4e2d\u6295\u5f71\u6d88\u606f\u5386\u53f2\u3002\u538b\u7f29\u64cd\u4f5c\u901a\u8fc7 replace \u66ff\u6362\u65e7\u8282\u70b9\u2014\u2014\u8fd9\u5c31\u662f\u4e0a\u4e0b\u6587\u538b\u7f29\u7684\u5b9e\u73b0\u65b9\u5f0f\u3002<\/p>\n<\/li>\n

  • \n

    \u7248\u672c\u63a7\u5236\uff1aSESSION_FORMAT_VERSION = 0\uff08\u672a\u53d1\u5e03\u671f\uff0c\u65e0\u517c\u5bb9\u627f\u8bfa\uff09\u3002\u7ed3\u6784\u53d8\u66f4 bump\uff0c\u65b0\u589e\u4e8b\u4ef6\u7c7b\u578b\u4e0d bump\uff08\u9760 ignorable \u6807\u8bb0\uff09\u3002<\/p>\n<\/li>\n

  • \n

    Fork\uff1actx.sessions.fork(source, boundary, childId) \u4ece\u6e90\u4f1a\u8bdd\u7684\u67d0\u4e2a\u4e8b\u4ef6\u5e8f\u53f7\u5207\u51fa\u4e00\u4e2a\u5b50\u4f1a\u8bdd\u3002seed \u662f\u6e90\u65e5\u5fd7\u7684\u8fde\u7eed\u524d\u7f00\uff0c\u4e0d\u5141\u8bb8\u5728\u5f00\u653e turn \u4e2d\u95f4\u5207\u5206\u2014\u2014\u8fd9\u4fdd\u8bc1\u4e86 fork \u7684\u4e00\u81f4\u6027\u3002<\/p>\n<\/li>\n

    \u4e8b\u4ef6\u7c7b\u578b\u5b8c\u6574\u5206\u7c7b\uff1a<\/p>\n

    \/\/ \u6301\u4e45\u4f1a\u8bdd\u4e8b\u4ef6\uff08durable\uff09\u2014\u2014\u5199\u5165\u65e5\u5fd7\uff0c\u53ef\u6062\u590d<\/span>
    \n\\’turn\/start\\’<\/span> \/\/ \u5f00\u542f\u4e00\u8f6e\u5bf9\u8bdd<\/span>
    \n\\’turn\/end\\’<\/span> \/\/ \u5173\u95ed\u4e00\u8f6e\uff08\u643a\u5e26 TurnEndReason\uff09<\/span>
    \n\\’step\/start\\’<\/span> \/\/ \u5f00\u542f\u4e00\u6b65\uff08\u4e00\u6b21\u6a21\u578b\u8bf7\u6c42\uff09<\/span>
    \n\\’step\/end\\’<\/span> \/\/ \u5173\u95ed\u4e00\u6b65<\/span>
    \n\\’user\/message\\’<\/span> \/\/ \u7528\u6237\u6d88\u606f\uff08\u542b\u6ce8\u5165\u7684\u4e0a\u4e0b\u6587\uff09<\/span>
    \n\\’assistant\/chunk\\’<\/span> \/\/ \u6d41\u5f0f Token<\/span>
    \n\\’assistant\/message\\’<\/span> \/\/ \u5b8c\u6574\u52a9\u624b\u6d88\u606f<\/span>
    \n\\’tool\/call\\’<\/span> \/\/ \u6a21\u578b\u8bf7\u6c42\u5de5\u5177\u8c03\u7528<\/span>
    \n\\’tool\/result\\’<\/span> \/\/ \u5de5\u5177\u6267\u884c\u7ed3\u679c<\/span>
    \n\\’request\/header\\’<\/span> \/\/ \u8bf7\u6c42\u914d\u7f6e\u5feb\u7167<\/span>
    \n\\’request\/context\\’<\/span> \/\/ \u8def\u7531\u5143\u6570\u636e<\/span>
    \n\\’session\/end-seed\\’<\/span> \/\/ \u79cd\u5b50\u7ed3\u675f\u6807\u8bb0<\/span>
    \n\\’todo\/write\\’<\/span> \/\/ \u5f85\u529e\u5217\u8868\u5feb\u7167<\/span><\/p>\n

    \u67b6\u6784\u6d1e\u5bdf\uff1a\u533a\u5206\\”\u6301\u4e45\u4e8b\u4ef6\\”\u548c\\”\u5b9e\u65f6\u4e8b\u4ef6\\”\u662f dsh \u7684\u6838\u5fc3\u8bbe\u8ba1\u3002\u6301\u4e45\u4e8b\u4ef6\uff08turn\/*\u3001step\/*\u3001user\/message \u7b49\uff09\u5199\u5165\u65e5\u5fd7\uff0c\u53ef\u4ece\u65e5\u5fd7\u6062\u590d\u3002\u5b9e\u65f6\u4e8b\u4ef6\uff08agent\/*\u3001tools\/*\u3001llm\/stream \u7b49\uff09\u662f\u8fd0\u884c\u65f6\u901a\u77e5\uff0c\u4e0d\u6301\u4e45\u5316\u3002\u8fd9\u4fdd\u8bc1\u4e86\u4f1a\u8bdd\u6062\u590d\u65f6\u53ea\u91cd\u5efa\u6a21\u578b\u53ef\u89c1\u7684\u72b6\u6001\uff0c\u4e0d\u91cd\u653e\u8fd0\u884c\u65f6\u526f\u4f5c\u7528\u3002<\/p>\n

    3.2 Agent \u2014\u2014 \u4ee3\u7406\u6ce8\u518c\u8868\u4e0e\u53d1\u8d77\u8005\u4f20\u64ad<\/h4>\n

    \u6e90\u7801\uff1apackages\/core\/agent\/src\/index.ts<\/p>\n

    AgentRegistry\uff08ctx.agents\uff09\u7ba1\u7406\u6240\u6709\u6d3b\u8dc3 Agent \u7684\u751f\u547d\u5468\u671f\uff1a<\/p>\n

    export<\/span> class<\/span> AgentRegistry<\/span> extends<\/span> Service<\/span> {<\/p>\n

    <\/span>
    \n private<\/span> store =<\/span> new<\/span> Map<<\/span>SessionId,<\/span> AgentEntry><\/span><\/span>(<\/span>)<\/span>
    \n private<\/span> readonly<\/span> initiators =<\/span> new<\/span> AsyncLocalStorage<<\/span>Agent |<\/span> undefined<\/span>><\/span><\/span>(<\/span>)<\/span><\/p>\n

    async<\/span> create<\/span>(<\/span>options:<\/span> CreateAgentOptions)<\/span>:<\/span> Promise<\/span><<\/span>AgentHandle><\/span>
    \n async<\/span> resume<\/span>(<\/span>options:<\/span> ResumeAgentOptions)<\/span>:<\/span> Promise<\/span><<\/span>AgentHandle><\/span>
    \n register<\/span>(<\/span>agent:<\/span> Agent)<\/span>:<\/span> (<\/span>)<\/span> =><\/span> void<\/span>
    \n}<\/span><\/p>\n

    \u4e09\u4e2a\u5173\u952e\u8bbe\u8ba1\uff1a<\/p>\n

  • \n

    \u5de5\u5382\u59d4\u6258\uff1aAgentRegistry \u4e0d\u76f4\u63a5\u521b\u5efa Agent\uff0c\u800c\u662f\u59d4\u6258\u7ed9 AgentFactory\uff08\u7531 dsh-agent-loop \u63d2\u4ef6\u63d0\u4f9b\uff09\u3002\u6d88\u8d39\u8005\u901a\u8fc7 ctx.agents \u7f16\u7a0b\uff0c\u4e0d\u4f9d\u8d56\u5177\u4f53\u5faa\u73af\u5305\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u66ff\u6362 Agent \u7684\u9a71\u52a8\u903b\u8f91\u800c\u4e0d\u4fee\u6539\u6ce8\u518c\u8868\u4ee3\u7801\u3002<\/p>\n<\/li>\n

  • \n

    Initiator \u4f20\u64ad\uff1awithInitiator(agent, operation) \u4f7f\u7528 AsyncLocalStorage \u5c06\u53d1\u8d77\u8005 Agent \u4f20\u64ad\u5230\u5f02\u6b65\u8c03\u7528\u94fe\u3002\u5b50 Agent \u521b\u5efa\u65f6\uff0c\u8bbe\u7f6e\u7a97\u53e3\u5185\u7684\u6ce8\u518c\u53ea\u5bf9\u8be5 Agent \u53ef\u89c1\u2014\u2014\u8fd9\u662f Agent \u9694\u79bb\u7684\u57fa\u7840\u3002<\/p>\n<\/li>\n

  • \n

    Setup \u7a97\u53e3\u4e0e\u56de\u6eda\u5b89\u5168\uff1aCreateAgentOptions.setup \u662f\u521b\u5efa\u65f6\u7ec4\u5408 Agent scoped world \u7684\u56de\u8c03\u3002\u5de5\u5382\u5728 mint agentCtx \u540e\u3001\u53d1\u5e03\u524d await setup\u3002\u6240\u6709 scoped \u6ce8\u518c\u5728 agent\/created \u548c\u7b2c\u4e00\u4e2a prompt assembly \u524d\u5b8c\u6210\u3002\u5982\u679c setup throw\/rejection\uff0c\u6574\u4e2a scope \u56de\u6eda\uff0c\u4e0d\u53d1\u5e03 session \u6216 agent id\u2014\u2014\u4e0d\u4f1a\u7559\u4e0b\u534a\u521d\u59cb\u5316\u7684 Agent\u3002<\/p>\n<\/li>\n

    3.3 Agent Loop \u2014\u2014 \u9ed8\u8ba4\u9a71\u52a8\u5668<\/h4>\n

    \u6e90\u7801\uff1apackages\/core\/agent-loop\/src\/agent.ts<\/p>\n

    ReactLoopAgent \u662f Agent \u63a5\u53e3\u7684\u9ed8\u8ba4\u5b9e\u73b0\uff0c\u9a71\u52a8\u4f1a\u8bdd\u7a7f\u8d8a turn \u548c step \u8fb9\u754c\uff1a<\/p>\n

    export<\/span> class<\/span> ReactLoopAgent<\/span> implements<\/span> Agent<\/span> {<\/p>\n

    <\/span>
    \n readonly<\/span> inbox:<\/span> Inbox
    \n private<\/span> phase:<\/span> Phase \/\/ \\’idle\\’ | \\’maintenance\\’ | \\’running\\’<\/span>
    \n readonly<\/span> scope:<\/span> Scope
    \n readonly<\/span> ctx:<\/span> Context<\/p>\n

    \/\/ \u4e09\u79cd\u8f93\u5165\u8def\u5f84<\/span>
    \n followup<\/span>(<\/span>input:<\/span> UserMessage)<\/span>:<\/span> void<\/span> \/\/ next-turn, \u5524\u9192<\/span>
    \n steer<\/span>(<\/span>input:<\/span> UserMessage)<\/span>:<\/span> void<\/span> \/\/ next-step, \u5524\u9192<\/span>
    \n inject<\/span>(<\/span>input:<\/span> UserMessage)<\/span>:<\/span> void<\/span> \/\/ next-step, \u4e0d\u5524\u9192<\/span><\/p>\n

    private<\/span> async<\/span> turn<\/span>(<\/span>)<\/span>:<\/span> Promise<\/span><<\/span>boolean<\/span>><\/span> \/\/ \u4e00\u8f6e\u5bf9\u8bdd<\/span>
    \n private<\/span> async<\/span> step<\/span>(<\/span>assembly:<\/span> PromptAssembly)<\/span>:<\/span> Promise<\/span><<\/span>StepEndReason |<\/span> null<\/span>><\/span> \/\/ \u4e00\u6b65<\/span>
    \n}<\/span><\/p>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    Turn\/Step \u6d41\u7a0b\u6df1\u5ea6\u89e3\u6790\uff1a<\/p>\n

  • \n

    turn()\uff1a\u5f00\u542f turn\/start \u4e8b\u4ef6 \u2192 \u8fdb\u5165 step \u5faa\u73af \u2192 \u6bcf\u4e2a step \u8c03\u7528 preStep() \u2192 \u6267\u884c step() \u2192 \u5224\u65ad\u662f\u5426\u7ee7\u7eed \u2192 \u6700\u7ec8 turn\/end\u3002<\/p>\n<\/li>\n

  • \n

    preStep()\uff1aclaim \u8f93\u5165\u6d88\u606f \u2192 assemble \u7cfb\u7edf\u63d0\u793a\u8bcd \u2192 \u8fd0\u884c agent\/pre-step waterfall\uff08\u53ef reject \u6216\u91cd\u5199\u6d88\u606f\uff09\u3002<\/p>\n<\/li>\n

  • \n

    step()\uff1a\u7ec4\u88c5 LLM \u8bf7\u6c42 \u2192 \u8fd0\u884c agent\/request waterfall \u2192 llm\/stream waterfall \u2192 \u9010 chunk \u8ffd\u52a0 assistant\/chunk \u2192 \u7ec4\u88c5 assistant\/message \u2192 \u6267\u884c\u5de5\u5177\u8c03\u7528 \u2192 step\/end\u3002<\/p>\n<\/li>\n

  • \n

    Inbox \u4e09\u901a\u9053\uff08\u8fd9\u662f dsh \u72ec\u7279\u7684\u8bbe\u8ba1\uff09\uff1a<\/p>\n

      \n
    • next-turn\uff1a\u6392\u961f\u5230\u4e0b\u4e00\u8f6e\uff08followup\uff09<\/li>\n
    • next-step\uff1a\u6392\u961f\u5230\u5f53\u524d\u8f6e\u7684\u4e0b\u4e00\u6b65\uff08steer\u3001inject\uff09<\/li>\n
    • inject \u4e0d\u5524\u9192 idle driver\uff0c\u53ea\u6709 followup\/steer \u5524\u9192<\/li>\n<\/ul>\n

      \u5b9e\u6218\u610f\u4e49\uff1ainject \u5141\u8bb8\u4f60\u5728 Agent \u8fd0\u884c\u65f6\u9759\u9ed8\u6ce8\u5165\u4e0a\u4e0b\u6587\uff0c\u4e0d\u6253\u65ad\u5f53\u524d\u6d41\u7a0b\u3002\u8fd9\u5728\u591a Agent \u534f\u4f5c\u4e2d\u975e\u5e38\u6709\u7528\u2014\u2014\u7236 Agent \u53ef\u4ee5\u5411\u5b50 Agent inject \u4e0a\u4e0b\u6587\u800c\u4e0d\u7b49\u5f85\u3002<\/p>\n<\/li>\n

    • \n

      Phase \u72b6\u6001\u673a\uff1a<\/p>\n

      idle \u2192 (wake) \u2192 running \u2192 (turn done) \u2192 idle
      \nidle \u2192 (maintenance) \u2192 maintenance \u2192 (done) \u2192 idle
      \nrunning \u2192 (abort) \u2192 running (aborted) \u2192 idle (latch wake)\n <\/li>\n

    • \n

      \u8bf7\u6c42\u5934\u6301\u4e45\u5316\uff1abuildRequest() \u5728\u6bcf\u4e2a step \u8bb0\u5f55 request\/header\uff08\u521d\u59cb\/resume\/\u53d8\u66f4\uff09\uff0c\u786e\u4fdd\u6a21\u578b\u53ef\u89c1\u7684\u4e00\u5207\u53ef\u4ece\u65e5\u5fd7\u91cd\u5efa\u3002<\/p>\n<\/li>\n

      3.4 Tools \u2014\u2014 \u5de5\u5177\u6ce8\u518c\u8868\u4e0e\u6267\u884c\u7ba1\u9053<\/h4>\n

      \u6e90\u7801\uff1apackages\/core\/tools\/src\/index.ts<\/p>\n

      ToolRuntime\uff08ctx.tools\uff09\u662f\u6574\u4e2a\u5de5\u5177\u7cfb\u7edf\u7684\u6838\u5fc3\u2014\u2014\u6ce8\u518c\u3001\u67e5\u627e\u3001\u6267\u884c\u3001\u7b56\u7565\u62e6\u622a\u7684\u7edf\u4e00\u5165\u53e3\u3002<\/p>\n

      \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u7ba1\u9053\u5341\u9636\u6bb5\uff08\u6709\u5e8f\u6267\u884c\uff0c\u6bcf\u4e2a\u9636\u6bb5\u90fd\u662f\u53ef\u62e6\u622a\u7684\uff09\uff1a<\/p>\n\n\n \u9636\u6bb5
      \n \u4e8b\u4ef6
      \n \u7c7b\u578b
      \n \u80fd\u529b
      \n <\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
      1<\/td>\ntool\/call<\/td>\n\u65e5\u5fd7<\/td>\n\u6a21\u578b\u8bf7\u6c42\u5de5\u5177\u8c03\u7528\uff0c\u8bb0\u5f55\u5230\u4f1a\u8bdd\u65e5\u5fd7<\/td>\n<\/tr>\n
      2<\/td>\npresentCall(args)<\/td>\n\u7eaf\u51fd\u6570<\/td>\nUI \u6e32\u67d3 pending \u5361\u7247\uff08\u53ef\u7528\u4e8e replay\uff09<\/td>\n<\/tr>\n
      3<\/td>\ntools\/pre-execute<\/td>\nwaterfall<\/td>\n\u7b56\u7565\u5c42\uff1a\u8fd4\u56de allow\/deny\/ask<\/td>\n<\/tr>\n
      4<\/td>\nMonotonic Guards<\/td>\n\u540c\u6b65\u68c0\u67e5<\/td>\n\u4e0d\u53ef\u9006\u62d2\u7edd\u2014\u2014\u4e00\u65e6 deny\uff0c\u540e\u7eed\u65e0\u6cd5\u653e\u884c<\/td>\n<\/tr>\n
      5<\/td>\ntools\/execute<\/td>\nwaterfall<\/td>\n\u53ef\u66ff\u6362 exec.signal\uff08\u65bd\u52a0\u8d85\u65f6\uff09\uff0c\u4fe1\u53f7\u878d\u5408<\/td>\n<\/tr>\n
      6<\/td>\nexecute()<\/td>\n\u5de5\u5177\u4e3b\u4f53<\/td>\n\u8fd4\u56de canonical JSON value<\/td>\n<\/tr>\n
      7<\/td>\ntools\/post-execute<\/td>\nwaterfall<\/td>\naccept\/block\/replace\/addContext<\/td>\n<\/tr>\n
      8<\/td>\nnormalizeResult()<\/td>\n\u4e0d\u53d8\u5f0f<\/td>\n\u5feb\u7167 \u2192 JSON \u9a8c\u8bc1 \u2192 \u51bb\u7ed3<\/td>\n<\/tr>\n
      9<\/td>\ntools\/result<\/td>\nemit<\/td>\n\u51bb\u7ed3\u7684\u4e0d\u53ef\u53d8\u6700\u7ec8\u7ed3\u679c\u901a\u77e5<\/td>\n<\/tr>\n
      10<\/td>\ntool\/result<\/td>\n\u65e5\u5fd7<\/td>\n\u6301\u4e45\u5316\u5230\u4f1a\u8bdd\u65e5\u5fd7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u6838\u5fc3\u4ef7\u503c\u70b9\uff1a\u7406\u89e3\u8fd9\u5341\u4e2a\u9636\u6bb5\u662f\u5f00\u53d1 dsh \u63d2\u4ef6\u7684\u5173\u952e\u3002\u7279\u522b\u662f\u7b2c 3 \u9636\u6bb5\uff08pre-execute\uff09\u548c\u7b2c 7 \u9636\u6bb5\uff08post-execute\uff09\u2014\u2014\u5b83\u4eec\u662f\u81ea\u5b9a\u4e49\u5b89\u5168\u7b56\u7565\u548c\u7ed3\u679c\u589e\u5f3a\u7684\u6302\u8f7d\u70b9\u3002\u540e\u9762\u7684 Test Guardian \u63d2\u4ef6\u5c31\u662f\u5229\u7528\u7b2c 3 \u9636\u6bb5\u5b9e\u73b0\u963b\u65ad\u5f0f\u6d4b\u8bd5\u9a8c\u8bc1\u7684\u3002<\/p>\n

      \u4e09\u4e2a\u9ad8\u7ea7\u8bbe\u8ba1\uff1a<\/p>\n

    • \n

      Code Mode\uff1amode: \\’code\\’ \u65f6\uff0c\u6a21\u578b\u53ea\u80fd\u76f4\u63a5\u8c03\u7528 run_code\uff0c\u5176\u4ed6\u5de5\u5177\u901a\u8fc7\u7a0b\u5e8f\u5185 await tools.xxx(args) \u8c03\u7528\u3002\u5b50\u8c03\u7528\u643a\u5e26 parent token\uff0c\u8bb0\u5f55 tool\/code-dispatch \u4e8b\u4ef6\uff0c\u9075\u5b88\u539f\u751f\u8c03\u5ea6\u5951\u7ea6\u3002\u8fd9\u8ba9 Agent \u53ef\u4ee5\u7f16\u5199\u7a0b\u5e8f\u5316\u7684\u5de5\u5177\u8c03\u7528\u903b\u8f91\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u4e00\u4e2a\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<\/li>\n

    • \n

      Scoped Shadowing\uff1a\u901a\u8fc7 agent.ctx \u6ce8\u518c\u7684\u5de5\u5177\u4f1a shadow \u540c\u540d\u5168\u5c40\u5de5\u5177\u3002restrict() \u53ef\u5bf9\u5168\u5c40\u5de5\u5177\u96c6\u505a allow\/deny \u8fc7\u6ee4\u3002\u4f60\u53ef\u4ee5\u4e3a\u6bcf\u4e2a Agent \u914d\u7f6e\u4e0d\u540c\u7684\u5de5\u5177\u96c6\u3002<\/p>\n<\/li>\n

    • \n

      \u5e76\u53d1\u5b89\u5168\uff1a\u5de5\u5177\u58f0\u660e isConcurrencySafe(args) \u8fd4\u56de true \u65f6\uff0c\u53ef\u52a0\u5165 parallel group\u3002\u5426\u5219\u4e3a exclusive\uff08\u6392\u5e8f\u5c4f\u969c\uff09\u3002<\/p>\n<\/li>\n

      3.5 defineTool \u2014\u2014 \u7c7b\u578b\u5b89\u5168\u7684\u5de5\u5177\u5b9a\u4e49<\/h4>\n

      \u6e90\u7801\uff1apackages\/core\/tools\/src\/schema.ts<\/p>\n

      defineTool \u662f\u4e00\u7b49\u5de5\u5177\u7684\u63a8\u8350\u5b9a\u4e49\u65b9\u5f0f\uff1a<\/p>\n

      export<\/span> function<\/span> defineTool<\/span><<\/span>const<\/span> S<\/span> extends<\/span> ParameterSchemaSpec,<\/span> const<\/span> O<\/span> extends<\/span> ValueSchemaSpec><\/span><\/span><\/span>(<\/span>
      \n options:<\/span> DefineToolOptions<<\/span>S<\/span>,<\/span> O<\/span>><\/span>
      \n)<\/span>:<\/span> ToolDefinition<\/p>\n

      \u5b83\u505a\u4e86\u516d\u4ef6\u4e8b\uff1a<\/p>\n

    • \u5c06\u4f5c\u8005\u53cb\u597d\u7684 schema DSL \u7f16\u8bd1\u4e3a raw JSON Schema<\/li>\n
    • \u7f16\u8bd1\u8fc7\u7a0b\u6808\u5b89\u5168\uff08\u8fed\u4ee3\u5f0f\uff0c\u975e\u9012\u5f52\uff09\uff0c\u68c0\u6d4b\u5faa\u73af\u5f15\u7528<\/li>\n
    • InferArgs<S> \u4ece schema \u63a8\u65ad TypeScript \u53c2\u6570\u7c7b\u578b<\/li>\n
    • InferValue<O> \u4ece output schema \u63a8\u65ad\u8fd4\u56de\u503c\u7c7b\u578b<\/li>\n
    • execute \u7684\u53c2\u6570\u81ea\u52a8\u9a8c\u8bc1\uff08validateArgs \u5728 execute \u524d\u8c03\u7528\uff09<\/li>\n
    • presentCall\/presentResult \u8f6f\u9a8c\u8bc1\uff08replay \u65f6\u4e0d throw\uff0c\u56de\u9000\u5230 generic\uff09<\/li>\n

      \u5b9e\u6218\u793a\u4f8b\uff1a<\/p>\n

      import<\/span> {<\/p>\n

      <\/span> readFile }<\/span> from<\/span> \\’node:fs\/promises\\’<\/span><\/p>\n

      const<\/span> readFileTool =<\/span> defineTool<\/span>(<\/span>{<\/p>\n

      <\/span>
      \n name:<\/span> \\’read_file\\’<\/span>,<\/span>
      \n description:<\/span> \\’\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\\’<\/span>,<\/span>
      \n parameters:<\/span> {<\/p>\n

      <\/span>
      \n path:<\/span> {<\/p>\n

      <\/span> type:<\/span> \\’string\\’<\/span>,<\/span> description:<\/span> \\’\u6587\u4ef6\u8def\u5f84\\’<\/span>,<\/span> required:<\/span> true<\/span> }<\/span>,<\/span>
      \n encoding:<\/span> {<\/p>\n

      <\/span> type:<\/span> \\’string\\’<\/span>,<\/span> default<\/span>:<\/span> \\’utf-8\\’<\/span> }<\/span>,<\/span>
      \n }<\/span>,<\/span>
      \n output:<\/span> {<\/p>\n

      <\/span>
      \n type:<\/span> \\’object\\’<\/span>,<\/span>
      \n properties:<\/span> {<\/p>\n

      <\/span>
      \n content:<\/span> {<\/p>\n

      <\/span> type:<\/span> \\’string\\’<\/span> }<\/span>,<\/span>
      \n size:<\/span> {<\/p>\n

      <\/span> type:<\/span> \\’number\\’<\/span> }<\/span>,<\/span>
      \n }<\/span>,<\/span>
      \n }<\/span>,<\/span>
      \n async<\/span> execute<\/span>(<\/span>args)<\/span> {<\/p>\n

      <\/span>
      \n \/\/ args \u7c7b\u578b\u7531 InferArgs \u81ea\u52a8\u63a8\u65ad<\/span>
      \n \/\/ args.path: string (required)<\/span>
      \n \/\/ args.encoding: string (default \\’utf-8\\’)<\/span>
      \n const<\/span> content =<\/span> await<\/span> readFile<\/span>(<\/span>args.<\/span>path,<\/span> args.<\/span>encoding as<\/span> BufferEncoding)<\/span>
      \n return<\/span> {<\/p>\n

      <\/span> content,<\/span> size:<\/span> content.<\/span>length }<\/span>
      \n }<\/span>,<\/span>
      \n}<\/span>)<\/span><\/p>\n

      \u6ce8\u610f\uff1aargs.encoding \u7684\u7c7b\u578b\u662f string\uff0c\u800c readFile \u7684\u7b2c\u4e8c\u4e2a\u53c2\u6570\u7c7b\u578b\u662f BufferEncoding\uff08\\’utf-8\\’ | \\’ascii\\’ | …\uff09\u3002\u5728 strict \u6a21\u5f0f\u4e0b\u9700\u8981\u663e\u5f0f\u65ad\u8a00 as BufferEncoding\u3002\u8fd9\u662f TypeScript strict \u6a21\u5f0f\u4e0b\u7c7b\u578b\u5b89\u5168\u7684\u6b63\u786e\u505a\u6cd5\u2014\u2014\u4e0d\u5728\u6846\u67b6\u8fb9\u754c\u505a\u9690\u5f0f\u8f6c\u6362\u3002<\/p>\n

      \n

      \u56db\u3001Capability Seam \u8bbe\u8ba1\u6a21\u5f0f<\/h3>\n

      \u8fd9\u662f dsh \u6700\u6838\u5fc3\u7684\u67b6\u6784\u6a21\u5f0f\uff0c\u4e5f\u662f\u5b83\u533a\u522b\u4e8e\u5176\u4ed6 Agent \u6846\u67b6\u7684\u5173\u952e\u3002<\/p>\n

      4.1 \u4e09\u89d2\u8272\u5206\u79bb<\/h4>\n

      \u4e00\u4e2a Capability Seam \u7531\u4e09\u4e2a\u72ec\u7acb\u89d2\u8272\u7ec4\u6210\uff1a<\/p>\n\n\n \u89d2\u8272
      \n \u804c\u8d23
      \n \u793a\u4f8b
      \n <\/tr>\n\n\n\n\n
      Service Definition<\/td>\n\u58f0\u660e\u63a5\u53e3\u548c ctx.<key><\/td>\ndsh-shell\uff08ShellExecutor \u62bd\u8c61\u7c7b\uff09<\/td>\n<\/tr>\n
      Service Provider<\/td>\n\u5b9e\u73b0\u63a5\u53e3<\/td>\ndsh-bash-local \/ dsh-bash-sandbox<\/td>\n<\/tr>\n
      Consumer<\/td>\n\u4f7f\u7528\u670d\u52a1<\/td>\ndsh-tool-bash\uff08\u6a21\u578b\u53ef\u89c1\u7684 bash \u5de5\u5177\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u4e3a\u4ec0\u4e48\u4e09\u89d2\u8272\u5206\u79bb\u662f\u5173\u952e\uff1a\u5f53\u4e00\u4e2a provider swap \u65f6\uff0c\u6574\u4e2a\u4ea7\u54c1\u884c\u4e3a\u6539\u53d8\u3002\u4f8b\u5982\uff0c\u5c06 ctx.fs \u4ece fs-local \u6362\u6210 fs-e2b\uff08\u8fdc\u7a0b\u6c99\u7bb1\uff09\uff0cBash\u3001PTY\u3001LSP \u90fd\u8ddf\u7740\u8fc1\u79fb\u5230\u8fdc\u7a0b Linux \u8fd0\u884c\u65f6\uff0c\u96f6 provider fork\u3002<\/p>\n

      \u8fd9\u4e0d\u662f\u7406\u8bba\u2014\u2014\u8fd9\u662f dsh \u7684\u5b9e\u9645\u80fd\u529b\u3002\u4f60\u53ef\u4ee5\u7528\u540c\u4e00\u5957 Consumer \u4ee3\u7801\uff0c\u5728\u672c\u5730\u3001Docker \u6c99\u7bb1\u3001E2B \u8fdc\u7a0b\u6c99\u7bb1\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\u3002<\/p>\n

      4.2 \u5b8c\u6574\u7684 Capability Seam \u5217\u8868<\/h4>\n\n\n ctx key
      \n \u89d2\u8272
      \n \u5b9e\u73b0\u5305
      \n <\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
      ctx.llm<\/td>\nseam<\/td>\nllm-deepseek \/ llm-pi-ai \/ llm-replay<\/td>\n<\/tr>\n
      ctx.fs<\/td>\nseam<\/td>\nfs-local \/ fs-sandbox \/ fs-e2b<\/td>\n<\/tr>\n
      ctx.shell<\/td>\nseam<\/td>\nbash-local \/ bash-sandbox \/ pwsh-local<\/td>\n<\/tr>\n
      ctx.subprocess<\/td>\nseam<\/td>\nsubprocess-local \/ subprocess-e2b<\/td>\n<\/tr>\n
      ctx.terminals<\/td>\nseam<\/td>\nterminal-bash<\/td>\n<\/tr>\n
      ctx.sandbox<\/td>\nseam<\/td>\nsandbox-local<\/td>\n<\/tr>\n
      ctx.web<\/td>\nseam<\/td>\nweb-search-exa \/ web-search-perplexity \/ web-search-deepseek \/ web-fetch-http<\/td>\n<\/tr>\n
      ctx.compaction<\/td>\nseam<\/td>\ncompaction-basic<\/td>\n<\/tr>\n
      ctx.subagents<\/td>\nseam<\/td>\nspawn-in-process \/ fork-in-process \/ acp \/ codex \/ claude-code \/ dsh-sdk<\/td>\n<\/tr>\n
      ctx.approval<\/td>\nseam<\/td>\nacp<\/td>\n<\/tr>\n
      ctx.codeRuntime<\/td>\nseam<\/td>\ncode-runtime-worker<\/td>\n<\/tr>\n
      ctx.lsp<\/td>\nseam<\/td>\nlsp-local<\/td>\n<\/tr>\n
      ctx.skills<\/td>\nseam<\/td>\nskill-badge \/ skill-filesystem<\/td>\n<\/tr>\n
      ctx.jobs<\/td>\nseam<\/td>\njobs-local<\/td>\n<\/tr>\n
      ctx.sessionPersistence<\/td>\nseam<\/td>\nsession-persistence-jsonl \/ session-persistence-sqlite<\/td>\n<\/tr>\n
      ctx.storage<\/td>\nseam<\/td>\nstorage-json \/ storage-sqlite<\/td>\n<\/tr>\n
      ctx.workflowEngine<\/td>\nseam<\/td>\nworkflow-worker-thread<\/td>\n<\/tr>\n
      ctx.spillStore<\/td>\nseam<\/td>\nspill-local<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u6838\u5fc3\u4ef7\u503c\u70b9\uff1a\u8fd9\u5f20\u8868\u662f dsh \u67b6\u6784\u7684\\”\u5730\u56fe\\”\u3002\u5f53\u4f60\u60f3\u8981\u6269\u5c55\u67d0\u4e2a\u80fd\u529b\u65f6\uff0c\u5148\u627e\u5230\u5bf9\u5e94\u7684 seam\uff0c\u7136\u540e\u5b9e\u73b0 Service Provider \u63a5\u53e3\u3002\u4e0d\u9700\u8981\u4fee\u6539 Consumer \u4ee3\u7801\u3002<\/p>\n

      \n

      \u4e94\u3001Profile \u548c Bundle \u7ec4\u5408\u673a\u5236<\/h3>\n

      dsh \u7684\u8fd0\u884c\u65f6\u662f\u4e00\u4e2a\u4ece\u542f\u52a8\u65f6\u7ec4\u5408\u7684\u63d2\u4ef6\u6811\u3002<\/p>\n

        \n
      • Profile\uff1a\u5b58\u50a8\u5728 Harness home \u4e2d\u7684\u547d\u540d\u7ec4\u5408\u3002\u5217\u51fa\u5b83\u5806\u53e0\u7684 bundle\u3001\u6301\u6709\u7684 out-of-tree \u63d2\u4ef6\u3001\u7528\u6237\u7684 cordis.patch.yml\u3002web \u548c headless \u4f5c\u4e3a\u6a21\u677f\u968f\u4ea7\u54c1\u5206\u53d1\u3002<\/li>\n
      • Bundle\uff1aCordis \u914d\u7f6e\u884c\u548c\u5176\u6240\u6302\u8f7d\u4ee3\u7801\u7684\u5206\u53d1\u683c\u5f0f\u3002\u6bcf\u4e2a\u5728 package.json \u7684 dsh \u5b57\u6bb5\u58f0\u660e\u81ea\u5df1\u3002<\/li>\n<\/ul>\n

        \u7ec4\u5408\u987a\u5e8f\uff08\u4ece\u7a7a\u5230\u6ee1\uff09\uff1a<\/p>\n

      • Profile \u4e2d\u5404 bundle \u7684\u58f0\u660e\u987a\u5e8f<\/li>\n
      • Profile \u7684 cordis.patch.yml<\/li>\n
      • Home \u7ea7 cordis.patch.yml<\/li>\n
      • –patch \u8986\u76d6<\/li>\n

        # \u67e5\u770b\u5b9e\u9645\u542f\u52a8\u7684\u63d2\u4ef6\u6811<\/span>
        \ndsh –profile<\/span> web –dump-config<\/p>\n

        dsh-base \u662f\u6bcf\u4e2a profile \u7684\u7b2c\u4e00\u5c42\uff1a\u6a21\u578b\u9002\u914d\u5668\u3001\u5de5\u5177\u3001\u6301\u4e45\u5316\u3001\u6c99\u7bb1\u548c\u6279\u51c6\u7b56\u7565\u3001\u8bbe\u7f6e\u3001\u51ed\u636e\u3001\u9065\u6d4b\u3002dsh-web-app \u6dfb\u52a0\u6d4f\u89c8\u5668\u5e94\u7528\uff1bdsh-headless \u6dfb\u52a0\u65e0\u670d\u52a1\u5668\u7684\u5355\u6b21\u8fd0\u884c\u5668\u3002<\/p>\n

        \u5b9e\u6218\u6280\u5de7\uff1a\u5728\u5f00\u53d1\u81ea\u5b9a\u4e49\u63d2\u4ef6\u65f6\uff0c\u5148\u521b\u5efa\u4e00\u4e2a cordis.patch.yml \u6765\u8986\u76d6\u9ed8\u8ba4\u914d\u7f6e\uff0c\u800c\u4e0d\u662f\u4fee\u6539 bundle \u6e90\u7801\u3002\u8fd9\u6837\u4f60\u7684\u5b9a\u5236\u662f\u53ef\u9006\u7684\u3001\u53ef\u8ffd\u8e2a\u7684\u3002<\/p>\n

        \n

        \u516d\u3001\u6301\u4e45\u5316\u4e0e\u53ef\u6062\u590d\u6027<\/h3>\n

        6.1 JSONL \u6301\u4e45\u5316<\/h4>\n

        dsh-session-persistence-jsonl \u5c06\u4f1a\u8bdd\u4e8b\u4ef6\u6d41\u5f0f\u5199\u5165 .jsonl \u6587\u4ef6\uff08\u6bcf\u884c\u4e00\u4e2a JSON \u4e8b\u4ef6\uff09\u3002\u652f\u6301 zstd \u538b\u7f29\u3002\u6587\u4ef6\u5b58\u50a8\u5728 root\uff08\u9ed8\u8ba4 .sessions\uff09\u76ee\u5f55\u4e0b\u3002<\/p>\n

        \u9002\u7528\u573a\u666f\uff1a\u5f00\u53d1\u73af\u5883\u3001\u5c0f\u89c4\u6a21\u90e8\u7f72\u3002\u6bcf\u4e2a\u4f1a\u8bdd\u4e00\u4e2a\u6587\u4ef6\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u548c\u67e5\u770b\u3002<\/p>\n

        6.2 SQLite \u6301\u4e45\u5316<\/h4>\n

        dsh-session-persistence-sqlite \u4f7f\u7528 SQLite \u7684\u5355\u8c03 SCHEMA_VERSION \u6301\u4e45\u5316\u4f1a\u8bdd\u4e8b\u4ef6\u3002\u652f\u6301\u5168\u6587\u672c\u641c\u7d22\u548c\u8fc7\u6ee4\u3002<\/p>\n

        \u9002\u7528\u573a\u666f\uff1a\u751f\u4ea7\u73af\u5883\u3002\u7d22\u5f15\u67e5\u8be2\u80fd\u529b\u5f3a\uff0c\u652f\u6301\u4f1a\u8bdd\u641c\u7d22\u548c\u6279\u91cf\u7ba1\u7406\u3002<\/p>\n

        6.3 \u6062\u590d\u6d41\u7a0b<\/h4>\n

        AgentRegistry.resume(options)
        \n \u2192 ctx.sessionPersistence.prepare
        \n \u2192 \u52a0\u8f7d\u4e8b\u4ef6
        \n \u2192 \u6784\u9020 Session.fromRestore()
        \n \u2192 mint agentCtx
        \n \u2192 await setup
        \n \u2192 \u53d1\u5e03
        \n \u2192 \u542f\u52a8\u5faa\u73af<\/p>\n

        \u6062\u590d\u662f\u5b8c\u6574\u7684\u2014\u2014\u4e0d\u4ec5\u6062\u590d\u4f1a\u8bdd\u65e5\u5fd7\uff0c\u8fd8\u91cd\u5efa Agent \u7684 scoped world\uff08\u5de5\u5177\u3001prompt section\u3001listener\uff09\u3002\u8fd9\u610f\u5473\u7740\u4e00\u4e2a\u88ab\u6062\u590d\u7684 Agent \u53ef\u4ee5\u7acb\u5373\u7ee7\u7eed\u5de5\u4f5c\uff0c\u884c\u4e3a\u4e0e\u88ab\u4e2d\u65ad\u524d\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n

        \n

        \u4e03\u3001Python SDK<\/h3>\n

        dsh \u7684 Node.js \u4fa7\u901a\u8fc7 @deepseek-ai\/dsh-cordis-client-runner \u63d0\u4f9b JSON-RPC over stdio \u63a5\u53e3\u3002Python \u4fa7\u901a\u8fc7 deepseek-harness PyPI \u5305\u63d0\u4f9b\u534f\u8bae\u611f\u77e5\u7684 API \u5ba2\u6237\u7aef\u3002<\/p>\n

        \u6ce8\u610f\uff1adeepseek-harness Python \u5305\uff08v0.2.0\uff09\u662f\u4e00\u4e2a DeepSeek V4 API \u5ba2\u6237\u7aef\u5c01\u88c5\uff0c\u63d0\u4f9b\u534f\u8bae\u5c42\u9762\u7684\u5b89\u5168\u9632\u62a4\uff08tool call salvage\u3001reasoning content \u4fdd\u7559\u3001cache \u5b57\u6bb5\u89c4\u8303\u5316\uff09\uff0c\u4e0d\u662f dsh Agent \u6846\u67b6\u7684 Python \u7ed1\u5b9a\u3002\u5982\u9700\u901a\u8fc7 Python \u8c03\u7528 dsh Agent \u529f\u80fd\uff0c\u9700\u8981\u76f4\u63a5\u4f7f\u7528 dsh –profile headless CLI \u5e76\u89e3\u6790\u8f93\u51fa\u3002<\/p>\n

        7.1 DeepSeekHarness \u2014 DeepSeek V4 \u534f\u8bae\u611f\u77e5\u5ba2\u6237\u7aef<\/h4>\n

        from<\/span> deepseek_harness import<\/span> DeepSeekHarness<\/p>\n

        # DeepSeekHarness \u662f OpenAI SDK \u7684\u534f\u8bae\u5b89\u5168\u5c01\u88c5<\/span>
        \n# \u6784\u9020\u51fd\u6570\u7b7e\u540d\uff1a(api_key, base_url, *, salvage_tool_calls, normalize_cache_fields, …)<\/span>
        \nharness =<\/span> DeepSeekHarness(<\/span>
        \n api_key=<\/span>\\”your-key\\”<\/span>,<\/span>
        \n # base_url \u9ed8\u8ba4 https:\/\/api.deepseek.com<\/span>
        \n disable_thinking_by_default=<\/span>False<\/span>,<\/span> # \u6210\u672c\u654f\u611f\u90e8\u7f72\u53ef\u8bbe True<\/span>
        \n)<\/span><\/p>\n

        # \u63a5\u53e3\u4e0e OpenAI SDK \u5b8c\u5168\u4e00\u81f4\uff1a<\/span>
        \nresponse =<\/span> harness.<\/span>chat.<\/span>completions.<\/span>create(<\/span>
        \n model=<\/span>\\”deepseek-v4-flash\\”<\/span>,<\/span>
        \n messages=<\/span>[<\/span>{<\/p>\n

        <\/span>\\”role\\”<\/span>:<\/span> \\”user\\”<\/span>,<\/span> \\”content\\”<\/span>:<\/span> \\”\u89e3\u91ca\u8fd9\u6bb5\u4ee3\u7801\\”<\/span>}<\/span>]<\/span>,<\/span>
        \n)<\/span><\/p>\n

        print<\/span>(<\/span>response.<\/span>choices[<\/span>0<\/span>]<\/span>.<\/span>message.<\/span>content)<\/span><\/p>\n

        DeepSeekHarness \u5728\u6bcf\u6b21\u8bf7\u6c42\u4e2d\u81ea\u52a8\u6267\u884c\u4e09\u5c42\u5b89\u5168\u9632\u62a4\uff1a<\/p>\n

          \n
        • from_deepseek_response\uff1a\u4fdd\u7559 reasoning_content \u5b57\u6bb5<\/li>\n
        • salvage_tool_calls_from_content\uff1a\u4fee\u590d\u7ea6 11% \u7684 tool call \u6cc4\u6f0f\uff08\u5de5\u5177\u8c03\u7528\u88ab\u9519\u8bef\u5730\u653e\u5728 content \u800c\u975e tool_calls \u4e2d\uff09<\/li>\n
        • normalize_usage\uff1a\u89c4\u8303\u5316\u4e24\u79cd cache-hit \u5b57\u6bb5\u683c\u5f0f\u5e76\u8865\u5145\u6210\u672c\u4f30\u7b97<\/li>\n<\/ul>\n

          7.2 \u9ad8\u7ea7\u529f\u80fd<\/h4>\n

          from<\/span> deepseek_harness import<\/span> (<\/span>
          \n DeepSeekHarness,<\/span>
          \n normalize_usage,<\/span>
          \n estimate_cache_hit,<\/span>
          \n ReasoningLifecycle,<\/span>
          \n salvage_tool_calls_from_content,<\/span>
          \n)<\/span><\/p>\n

          # \u6d41\u5f0f\u8bf7\u6c42\u2014\u2014ReasoningLifecycle \u7ba1\u7406 thinking \u5757<\/span>
          \nharness =<\/span> DeepSeekHarness(<\/span>api_key=<\/span>\\”your-key\\”<\/span>)<\/span>
          \nstream =<\/span> harness.<\/span>chat.<\/span>completions.<\/span>create(<\/span>
          \n model=<\/span>\\”deepseek-v4-pro\\”<\/span>,<\/span>
          \n messages=<\/span>[<\/span>{<\/p>\n

          <\/span>\\”role\\”<\/span>:<\/span> \\”user\\”<\/span>,<\/span> \\”content\\”<\/span>:<\/span> \\”\u5206\u6790\u8fd9\u6bb5\u4ee3\u7801\\”<\/span>}<\/span>]<\/span>,<\/span>
          \n stream=<\/span>True<\/span>,<\/span>
          \n)<\/span>
          \nfor<\/span> chunk in<\/span> stream:<\/span>
          \n print<\/span>(<\/span>chunk.<\/span>choices[<\/span>0<\/span>]<\/span>.<\/span>delta.<\/span>content,<\/span> end=<\/span>\\”\\”<\/span>)<\/span><\/p>\n

          \u6838\u5fc3\u8bbe\u8ba1\uff1a<\/p>\n

            \n
          • \u534f\u8bae\u5b89\u5168\uff1a\u81ea\u52a8\u4fee\u590d DeepSeek V4 \u5df2\u77e5\u7684 11 \u79cd\u534f\u8bae\u5f02\u5e38\uff08tool call \u6cc4\u6f0f\u3001\u7a7a\u7ec8\u5757\u3001cache \u5b57\u6bb5\u4e0d\u4e00\u81f4\u7b49\uff09<\/li>\n
          • \u6210\u672c\u63a7\u5236\uff1adisable_thinking_by_default=True \u53ef\u5728\u7b80\u5355\u8bf7\u6c42\u4e2d\u7981\u7528 reasoning token\uff08\u9ed8\u8ba4 V4-Pro \u4f1a\u5bf9\u6bcf\u4e2a\u8bf7\u6c42\u4ea7\u751f\u7ea6 30 reasoning tokens \u7684\u8d39\u7528\uff09<\/li>\n
          • \u5f02\u5e38\u7c7b\u578b\uff1aHarnessError\u3001ReasoningContentMissingError\u3001ToolCallLeakageError\u3001StrictModeCorruptionError\u3001StreamShapeError<\/li>\n<\/ul>\n
            \n

            \u516b\u3001Landlock \u6c99\u7bb1<\/h3>\n

            @deepseek-ai\/node-addon-landlock-run \u662f\u4e00\u4e2a Linux \u539f\u751f C11 \u7a0b\u5e8f\uff08\u7ea6 300 \u884c\uff09\uff0c\u4f7f\u7528 Landlock \u5185\u6838 UAPI \u5b9e\u73b0\u81ea\u9650\u5236\u540e\u6267\u884c\uff1a<\/p>\n

          • \u5728\u81ea\u8eab\u5b89\u88c5 Landlock ruleset<\/li>\n
          • execve \u88ab\u5305\u88c5\u7684\u547d\u4ee4<\/li>\n
          • ruleset \u8de8 execve \u7ee7\u627f\uff0c\u56e0\u6b64\u547d\u4ee4\u548c\u6240\u6709\u5b50\u8fdb\u7a0b\u90fd\u88ab\u9650\u5236<\/li>\n
          • \u8c03\u7528\u8fdb\u7a0b\u4e0d\u53d7\u9650\u5236<\/li>\n
          • Fail-closed\uff1a\u5185\u6838\u65e0\u6cd5\u6267\u884c\u65f6\uff0c\u4e0d\u8fd0\u884c\u547d\u4ee4\u76f4\u63a5\u9000\u51fa<\/li>\n

            import<\/span> {<\/p>\n

            <\/span> grantArgs,<\/span> launcherPath,<\/span> probe }<\/span> from<\/span> \\’@deepseek-ai\/node-addon-landlock-run\\’<\/span>;<\/span><\/p>\n

            const<\/span> launcher =<\/span> launcherPath<\/span>(<\/span>)<\/span>;<\/span>
            \nif<\/span> (<\/span>probe<\/span>(<\/span>launcher)<\/span> !==<\/span> \\’unusable\\’<\/span>)<\/span> {<\/p>\n

            <\/span>
            \n const<\/span> argv =<\/span> [<\/span>
            \n launcher,<\/span>
            \n …<\/span>grantArgs<\/span>(<\/span>{<\/p>\n

            <\/span> readOnly<\/span>:<\/span> [<\/span>\\’\/\\’<\/span>]<\/span>,<\/span> readWrite<\/span>:<\/span> [<\/span>\\’\/tmp\/work\\’<\/span>]<\/span> }<\/span>)<\/span>,<\/span>
            \n \\’–\\’<\/span>,<\/span> \\’bash\\’<\/span>,<\/span> \\’-c\\’<\/span>,<\/span> command
            \n ]<\/span>;<\/span>
            \n \/\/ spawn argv<\/span>
            \n}<\/span><\/p>\n

            \u652f\u6301 linux-x64 \u548c linux-arm64\uff0c\u5185\u6838 5.13+\u3002\u5176\u4ed6\u5e73\u53f0\u4f7f\u7528\u4e0d\u540c\u7684\u9650\u5236\u540e\u7aef\uff08macOS \u7528 sandbox-exec\uff0cWindows \u7528 ACL restricted-token\uff09\u3002<\/p>\n

            \u5b89\u5168\u6d1e\u5bdf\uff1aLandlock \u7684\u5173\u952e\u4f18\u52bf\u662f\u5b50\u8fdb\u7a0b\u7ee7\u627f\u9650\u5236\u3002\u5373\u4f7f Agent \u901a\u8fc7 shell \u542f\u52a8\u4e86\u4e00\u4e2a\u5b50\u8fdb\u7a0b\uff0c\u5b50\u8fdb\u7a0b\u4e5f\u53d7\u540c\u6837\u7684\u6587\u4ef6\u7cfb\u7edf\u9650\u5236\u3002\u8fd9\u6bd4\u5e94\u7528\u7ea7\u7684\u6743\u9650\u68c0\u67e5\u66f4\u53ef\u9760\u2014\u2014\u5b83\u662f\u5185\u6838\u7ea7\u7684\u3002<\/p>\n

            \n

            \u4e5d\u3001\u5b9e\u6218\uff1aTest Guardian \u6d4b\u8bd5\u5b88\u62a4 Agent<\/h3>\n

            \u8fd9\u662f\u672c\u6587\u7684\u6838\u5fc3\u5b9e\u6218\u90e8\u5206\u3002\u6211\u4eec\u5c06\u7f16\u5199\u4e00\u4e2a\u9ad8\u4ef7\u503c\u63d2\u4ef6\uff0c\u89e3\u51b3 AI Agent \u7f16\u7a0b\u4e2d\u7684\u771f\u5b9e\u75db\u70b9\uff1aAgent \u4fee\u6539\u4ee3\u7801\u540e\uff0c\u5982\u4f55\u786e\u4fdd\u4e0d\u5f15\u5165\u56de\u5f52\uff1f<\/p>\n

            \u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u63d2\u4ef6\u503c\u94b1\uff1f \u5728 AI \u7f16\u7a0b\u5de5\u5177\uff08Cursor\u3001Copilot\u3001Devin\u3001dsh\uff09\u7684\u5b9e\u8df5\u4e2d\uff0cAgent \u751f\u6210\u7684\u4ee3\u7801\u7ea6 15-30% \u5b58\u5728\u9690\u6027\u56de\u5f52\u2014\u2014\u5355\u5143\u6d4b\u8bd5\u4e0d\u901a\u8fc7\u3001\u5bfc\u5165\u8def\u5f84\u65ad\u88c2\u3001\u63a5\u53e3\u7b7e\u540d\u4e0d\u5339\u914d\u3002\u73b0\u6709\u65b9\u6848\u4f9d\u8d56\u4eba\u5de5 review \u6216 post-hoc CI\uff0c\u53cd\u9988\u5468\u671f\u957f\u3001\u6210\u672c\u9ad8\u3002Test Guardian \u5c06\u6d4b\u8bd5\u9a8c\u8bc1\u524d\u7f6e\u5230\u4ee3\u7801\u5199\u5165\u7684\u77ac\u95f4\uff1aAgent \u5199\u4ee3\u7801 \u2192 \u81ea\u52a8\u8dd1\u53d7\u5f71\u54cd\u6d4b\u8bd5 \u2192 \u4e0d\u901a\u8fc7\u5c31\u963b\u65ad\uff0c\u4e0d\u5141\u8bb8\u574f\u4ee3\u7801\u843d\u76d8\u3002\u8fd9\u4e2a\u63d2\u4ef6\u53ef\u4ee5\u76f4\u63a5\u90e8\u7f72\u5230\u4efb\u4f55\u4f7f\u7528 dsh \u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u5c06 AI \u7f16\u7a0b\u7684\u4ee3\u7801\u8d28\u91cf\u4ece\\”\u4e8b\u540e\u515c\u5e95\\”\u5347\u7ea7\u4e3a\\”\u4e8b\u524d\u62e6\u622a\\”\u3002<\/p>\n

            9.1 \u95ee\u9898\u5206\u6790\uff1a\u4e3a\u4ec0\u4e48\u4e0d\u662f\\”\u4ee3\u7801\u5ba1\u67e5\\”\uff1f<\/h4>\n

            \u521d\u7248\u65b9\u6848\u662f\u4e00\u4e2a\u57fa\u4e8e tools\/result \u4e8b\u4ef6\u76d1\u542c\u7684\u4ee3\u7801\u5ba1\u67e5\u63d2\u4ef6\u3002\u5b83\u5b58\u5728\u56db\u4e2a\u6839\u672c\u5c40\u9650\uff1a<\/p>\n\n\n \u5c40\u9650
            \n \u539f\u56e0
            \n \u540e\u679c
            \n <\/tr>\n\n\n\n\n\n
            \u5355\u6587\u4ef6\u89c6\u89d2<\/td>\n\u53ea\u5ba1\u67e5\u88ab\u4fee\u6539\u6587\u4ef6\u672c\u8eab\u7684 diff<\/td>\n\u65e0\u6cd5\u53d1\u73b0\u8de8\u6587\u4ef6\u7684\u56de\u5f52<\/td>\n<\/tr>\n
            \u975e\u963b\u65ad\u5f0f\u53cd\u9988<\/td>\n\u4f7f\u7528 tools\/result\uff08emit \u4e8b\u4ef6\uff09\uff0c\u64cd\u4f5c\u5df2\u7ecf\u5b8c\u6210<\/td>\nAgent \u53ef\u80fd\u5ffd\u7565\u53cd\u9988\u76f4\u63a5\u7ed3\u675f<\/td>\n<\/tr>\n
            \u65e0\u7f13\u5b58<\/td>\n\u6bcf\u6b21\u91cd\u65b0\u5206\u6790\u5168\u90e8\u6587\u4ef6<\/td>\n\u91cd\u590d\u5de5\u4f5c\uff0c\u6027\u80fd\u6d6a\u8d39<\/td>\n<\/tr>\n
            \u5ba1\u67e5\u4e3b\u89c2\u6027<\/td>\nLLM \u5ba1\u67e5\u662f\u4e3b\u89c2\u5224\u65ad<\/td>\n\\”\u5ba1\u67e5\u6df1\u5ea6\u4e0d\u591f\\”\u662f\u56fa\u6709\u95ee\u9898<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            Test Guardian \u7684\u91cd\u65b0\u8bbe\u8ba1\uff1a<\/p>\n\n\n \u5c40\u9650
            \n \u89e3\u51b3\u65b9\u6848
            \n \u673a\u5236
            \n <\/tr>\n\n\n\n\n\n
            \u5355\u6587\u4ef6\u89c6\u89d2 \u2192 \u89e3\u51b3<\/td>\n\u53cc\u5411 import \u4f9d\u8d56\u56fe + BFS \u4f20\u9012\u95ed\u5305<\/td>\nDependencyGraphManager<\/td>\n<\/tr>\n
            \u975e\u963b\u65ad\u5f0f \u2192 \u89e3\u51b3<\/td>\n\u6539\u7528 tools\/pre-execute waterfall<\/td>\n\u8fd4\u56de { verdict: \\’deny\\’ } \u77ed\u8def<\/td>\n<\/tr>\n
            \u65e0\u7f13\u5b58 \u2192 \u89e3\u51b3<\/td>\n\u4f9d\u8d56\u56fe + \u6587\u4ef6\u54c8\u5e0c\u6301\u4e45\u5316\u5230 ctx.storage<\/td>\n\u589e\u91cf\u66f4\u65b0\uff0c\u91cd\u542f\u6062\u590d<\/td>\n<\/tr>\n
            \u5ba1\u67e5\u4e3b\u89c2\u6027 \u2192 \u89e3\u51b3<\/td>\n\u6539\u4e3a\u6d4b\u8bd5\u9a8c\u8bc1\u800c\u975e\u4ee3\u7801\u5ba1\u67e5<\/td>\n\u901a\u8fc7\/\u5931\u8d25\u662f\u5ba2\u89c2\u4e8c\u5143\u5224\u5b9a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u6838\u5fc3\u601d\u60f3\uff1a\u4e0d\u95ee\\”\u8fd9\u6bb5\u4ee3\u7801\u597d\u4e0d\u597d\\”\uff0c\u53ea\u95ee\\”\u8fd9\u6bb5\u4ee3\u7801\u7684\u6d4b\u8bd5\u901a\u8fc7\u4e86\u5417\\”\u2014\u2014\u4ece\u4e3b\u89c2\u5224\u65ad\u5347\u7ea7\u4e3a\u5ba2\u89c2\u9a8c\u8bc1\u3002<\/p>\n

            9.2 \u63d2\u4ef6\u7ed3\u6784<\/h4>\n

            packages\/extensions\/test-guardian\/
            \n package.json
            \n tsconfig.json
            \n vitest.config.ts
            \n src\/
            \n index.ts # \u63d2\u4ef6\u5165\u53e3\uff1a\u6ce8\u518c pre-execute \u62e6\u622a + result \u4f9d\u8d56\u66f4\u65b0
            \n types.ts # \u7c7b\u578b\u5b9a\u4e49\uff1aPreExecuteVerdict \/ LanguageAdapter \/ TestResult \/ ToolExec \/ Config
            \n vendor.d.ts # \u5916\u90e8\u4f9d\u8d56\u7c7b\u578b\u6869\uff1a@deepseek-ai\/cordis \/ schemastery\uff08\u65e0\u5b8c\u6574 dsh \u65f6\u7f16\u8bd1\u7528\uff09
            \n dependency-graph.ts # \u4f9d\u8d56\u56fe\u7ba1\u7406\u5668\uff1a\u53cc\u5411\u90bb\u63a5\u8868 + BFS \u4f20\u9012\u95ed\u5305
            \n test-runner.ts # \u6d4b\u8bd5\u8fd0\u884c\u5668\uff1a\u9632\u9012\u5f52 + \u591a\u8bed\u8a00\u6d4b\u8bd5\u6267\u884c
            \n sandbox.js # \u52a8\u6001\u6c99\u7bb1\u517c\u5bb9\u7248\uff08\u7eaf JS\uff0c\u53ef\u76f4\u63a5\u7c98\u8d34\u8fdb cordis_define\uff09
            \n adapters\/
            \n python.ts # Python \u9002\u914d\u5668\uff1apytest \/ from…import
            \n typescript.ts # TS\/JS \u9002\u914d\u5668\uff1avitest \/ import…from
            \n go.ts # Go \u9002\u914d\u5668\uff1ago test \/ import
            \n tests\/
            \n test-guardian.spec.ts # \u5b8c\u6574\u6d4b\u8bd5\u5957\u4ef6\uff1a46 \u7528\u4f8b
            \n e2e-verification.ts # \u7aef\u5230\u7aef\u5b9e\u6218\u9a8c\u8bc1\u811a\u672c\uff1a6 \u573a\u666f<\/p>\n

            9.3 \u6838\u5fc3\u67b6\u6784<\/h4>\n

            Agent \u8c03\u7528 write\/edit \u5de5\u5177
            \n \u2193
            \n tools\/pre-execute waterfall \u89e6\u53d1 \u2190 \u963b\u65ad\u5f0f\u62e6\u622a\u70b9
            \n \u2193
            \n TestGuardian \u68c0\u67e5\u6587\u4ef6\u7c7b\u578b
            \n \u2193
            \n \u66f4\u65b0\u4f9d\u8d56\u56fe\uff08\u589e\u91cf\uff0c\u57fa\u4e8e\u6587\u4ef6\u54c8\u5e0c\uff09
            \n \u2193
            \n \u67e5\u4f9d\u8d56\u56fe\uff1a\u54ea\u4e9b\u6587\u4ef6\u53d7\u5f71\u54cd\uff1f \u2190 \u8de8\u6587\u4ef6\u5f71\u54cd\u5206\u6790
            \n \uff08BFS \u4f20\u9012\u95ed\u5305\uff1areverse \u56fe\u904d\u5386\uff09
            \n \u2193
            \n \u250c\u2500 \u6709\u6d4b\u8bd5\u6587\u4ef6 \u2500\u2192 \u8fd0\u884c\u6d4b\u8bd5 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
            \n \u2502 \uff08ctx.shell \u6267\u884c\uff0c\u9632\u9012\u5f52\u4fdd\u62a4\uff09 \u251c\u2500 \u901a\u8fc7 \u2192 allow\uff08\u653e\u884c\uff09
            \n \u2502 \u2514\u2500 \u5931\u8d25 \u2192 deny\uff08\u963b\u65ad\uff09+ inject \u53cd\u9988
            \n \u2514\u2500 \u65e0\u6d4b\u8bd5\u6587\u4ef6 \u2500\u2192 LLM \u751f\u6210\u6d4b\u8bd5\u9aa8\u67b6 \u2500\u2192 \u8fd0\u884c \u2500\u2510
            \n \u251c\u2500 \u901a\u8fc7 \u2192 allow
            \n \u2514\u2500 \u5931\u8d25 \u2192 deny + \u53cd\u9988
            \n \u2193
            \n tools\/result \u4e8b\u4ef6\u540c\u6b65\u4f9d\u8d56\u56fe \u2190 \u6301\u7eed\u66f4\u65b0\u4f9d\u8d56\u56fe
            \n \uff08\u5373\u4f7f pre-execute \u88ab\u8df3\u8fc7\uff0c\u4e5f\u7ef4\u62a4\u56fe\uff09<\/p>\n

            9.4 \u7c7b\u578b\u5b9a\u4e49\uff08types.ts\uff09<\/h4>\n

            \/**
            \n * pre-execute waterfall \u7684\u8fd4\u56de\u503c\u3002
            \n * dsh \u6e90\u7801\u4e2d\u5b9a\u4e49\u4e86\u4e09\u79cd\u88c1\u51b3\uff1a
            \n * – \\’allow\\’\uff1a\u653e\u884c\uff0c\u7ee7\u7eed\u6267\u884c\u5de5\u5177
            \n * – \\’deny\\’\uff1a\u77ed\u8def\uff0c\u62d2\u7edd\u6267\u884c\uff0creason \u8fd4\u7ed9\u6a21\u578b
            \n * – \\’ask\\’\uff1a\u8bf7\u6c42\u4eba\u5de5\u6279\u51c6\uff08\u901a\u8fc7 ctx.approval\uff09
            \n *\/<\/span>
            \nexport<\/span> type<\/span> PreExecuteVerdict<\/span> =<\/span>
            \n |<\/span> {<\/p>\n

            <\/span> verdict:<\/span> \\’allow\\’<\/span> }<\/span>
            \n |<\/span> {<\/p>\n

            <\/span> verdict:<\/span> \\’deny\\’<\/span>;<\/span> reason:<\/span> string<\/span> }<\/span>
            \n |<\/span> {<\/p>\n

            <\/span> verdict:<\/span> \\’ask\\’<\/span>;<\/span> reason:<\/span> string<\/span> }<\/span><\/p>\n

            \/**
            \n * \u5de5\u5177\u6267\u884c\u8bf7\u6c42\uff08exec\uff09\u7684\u63cf\u8ff0\u3002
            \n * \u8fd9\u662f\u5728 pre-execute waterfall \u4e2d\u63a5\u6536\u5230\u7684\u53c2\u6570\u3002
            \n *\/<\/span>
            \nexport<\/span> interface<\/span> ToolExec<\/span> {<\/p>\n

            <\/span>
            \n \/** \u5de5\u5177\u540d\u79f0\uff0c\u5982 \\’write\\’\u3001\\’edit\\’\u3001\\’bash\\’ *\/<\/span>
            \n name:<\/span> string<\/span>
            \n \/** \u5de5\u5177\u53c2\u6570\uff08\u5df2\u7ecf\u8fc7 validateArgs \u9a8c\u8bc1\uff09 *\/<\/span>
            \n args:<\/span> Record<<\/span>string<\/span>,<\/span> unknown<\/span>><\/span>
            \n \/** \u53d1\u8d77\u6b64\u5de5\u5177\u8c03\u7528\u7684 Agent\uff08\u53ef\u80fd\u4e3a undefined\uff09 *\/<\/span>
            \n agent?<\/span>:<\/span> {<\/p>\n

            <\/span>
            \n inject<\/span>:<\/span> (<\/span>message:<\/span> unknown<\/span>)<\/span> =><\/span> void<\/span>
            \n }<\/span>
            \n \/** \u53d6\u6d88\u4fe1\u53f7 *\/<\/span>
            \n signal?<\/span>:<\/span> AbortSignal
            \n}<\/span><\/p>\n

            \/**
            \n * \u8bed\u8a00\u9002\u914d\u5668\u63a5\u53e3\uff08ISP \u539f\u5219\uff1a\u6d88\u8d39\u8005\u53ea\u4f9d\u8d56\u9700\u8981\u7684\u65b9\u6cd5\uff09\u3002
            \n * \u6bcf\u79cd\u7f16\u7a0b\u8bed\u8a00\u5b9e\u73b0\u6b64\u63a5\u53e3\uff0c\u63d0\u4f9b\u6d4b\u8bd5\u53d1\u73b0\u3001import \u89e3\u6790\u3001\u6d4b\u8bd5\u6267\u884c\u80fd\u529b\u3002
            \n *\/<\/span>
            \nexport<\/span> interface<\/span> LanguageAdapter<\/span> {<\/p>\n

            <\/span>
            \n readonly<\/span> language:<\/span> string<\/span>
            \n readonly<\/span> extensions:<\/span> readonly<\/span> string<\/span>[<\/span>]<\/span>
            \n matches<\/span>(<\/span>filePath:<\/span> string<\/span>)<\/span>:<\/span> boolean<\/span>
            \n parseImports<\/span>(<\/span>content:<\/span> string<\/span>,<\/span> ownPath:<\/span> string<\/span>)<\/span>:<\/span> string<\/span>[<\/span>]<\/span>
            \n findTestFile<\/span>(<\/span>sourcePath:<\/span> string<\/span>)<\/span>:<\/span> string<\/span> |<\/span> null<\/span>
            \n buildTestCommand<\/span>(<\/span>testFiles:<\/span> string<\/span>[<\/span>]<\/span>,<\/span> projectRoot:<\/span> string<\/span>)<\/span>:<\/span> string<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

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