{"id":691,"date":"2026-08-26T18:25:59","date_gmt":"2026-08-26T10:25:59","guid":{"rendered":"https:\/\/aitimes.link\/?p=691"},"modified":"2026-08-26T18:25:59","modified_gmt":"2026-08-26T10:25:59","slug":"deepseekharness-jing-du-yi-ge-yi-qie-jie-cha-jian-de-agent","status":"publish","type":"post","link":"https:\/\/aitimes.link\/index.php\/2026\/08\/26\/deepseekharness-jing-du-yi-ge-yi-qie-jie-cha-jian-de-agent\/","title":{"rendered":"DeepSeek Harness \u7cbe\u8bfb\uff1a\u4e00\u4e2a\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u7684 Agent \u8fd0\u884c\u65f6"},"content":{"rendered":"
\n

\u7cbe\u8bfb\u5bf9\u8c61\uff1agithub.com\/deepseek-ai\/deepseek-harness\uff08dsh\uff09\uff0c2026-08-26 \u514b\u9686\u81ea master \u5206\u652f
\n\u7248\u672c\uff1a0.1.x \u5f00\u53d1\u8005\u9884\u89c8\uff08rc \u9636\u6bb5\uff09\u00b7 MIT \u8bb8\u53ef
\n\u7cbe\u8bfb\u91cd\u70b9\uff1a\u8f68\u8ff9\u65e5\u5fd7\uff08\u4e8b\u4ef6\u6eaf\u6e90\uff09<\/strong> \u4e0e \u63d2\u4ef6\u7cfb\u7edf\uff08Cordis \/ seam\uff09<\/strong> \u4e24\u5957\u6838\u5fc3\u8bbe\u8ba1<\/p>\n<\/blockquote>\n

\n

0. \u4e00\u53e5\u8bdd\u901f\u89c8<\/h2>\n

dsh \u4e0d\u662f\u53c8\u4e00\u4e2a AI \u7f16\u7a0b\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a”Agent \u5916\u58f3”\u7684\u63d2\u4ef6\u5e73\u53f0\u3002<\/strong> \u5b83\u7684\u6838\u5fc3\u547d\u9898\u662f\uff1aAgent = \u6a21\u578b + Harness<\/code>\u2014\u2014\u6a21\u578b\u53ea\u8d1f\u8d23\u63a8\u7406\uff0cHarness \u8d1f\u8d23\u628a\u6a21\u578b\u63a5\u8fdb\u6587\u4ef6\u3001\u547d\u4ee4\u3001\u5de5\u5177\u3001\u4f1a\u8bdd\u3001\u6743\u9650\u4e0e\u754c\u9762\u3002\u800c\u5b83\u8d4c\u7684\u67b6\u6784\u662f\uff1aHarness \u672c\u8eab\u6ca1\u6709\u7279\u6743\u5185\u6838\uff0c\u4e00\u5207\u80fd\u529b\u90fd\u662f\u53ef\u63d2\u62d4\u7684\u63d2\u4ef6<\/strong>\uff0c\u5305\u62ec\u6a21\u578b\u9002\u914d\u5668\u3001\u5de5\u5177\u3001\u6c99\u7bb1\u3001\u4f1a\u8bdd\u65e5\u5fd7\uff0c\u751a\u81f3 Agent \u5faa\u73af\u672c\u8eab\u3002<\/p>\n

\u4e24\u5957\u6700\u503c\u5f97\u8bfb\u7684\u8bbe\u8ba1\uff1a<\/p>\n\n\n\n\n\n\n
\u8bbe\u8ba1<\/th>\n\u4e00\u53e5\u8bdd\u6982\u62ec<\/th>\n\u6740\u624b\u950f<\/th>\n<\/tr>\n<\/thead>\n
\u8f68\u8ff9\u65e5\u5fd7<\/strong><\/td>\n\u4f1a\u8bdd = \u4e00\u6761\u4ec5\u8ffd\u52a0\u7684\u4e8b\u4ef6\u65e5\u5fd7\uff0c\u662f\u552f\u4e00\u771f\u6e90<\/td>\n“\u6a21\u578b\u53ef\u89c1\u5373\u5df2\u8bb0\u5f55”\u2014\u2014\u6a21\u578b\u770b\u5230\u7684\u4e00\u5207\u90fd\u80fd\u4ece\u65e5\u5fd7\u91cd\u5efa<\/td>\n<\/tr>\n
\u63d2\u4ef6\u7cfb\u7edf<\/strong><\/td>\nCordis \u5fae\u5185\u6838\u53ea\u7ba1\u88c5\u914d\uff0c\u80fd\u529b\u6309 seam\uff08\u7f1d\uff09\u4e09\u4ef6\u5957\u7ec4\u7ec7<\/td>\n\u6362\u6389\u4e00\u4e2a\u63d0\u4f9b\u65b9\u5c31\u80fd\u6539\u53d8\u6574\u4e2a\u4ea7\u54c1\uff0c\u4e0d\u7528\u6539\u6e90\u7801<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

1. \u8f68\u8ff9\u65e5\u5fd7\uff1a\u4e8b\u4ef6\u6eaf\u6e90\u5f0f\u4f1a\u8bdd\uff08\u7cbe\u8bfb\u91cd\u70b9 #1\uff09<\/h2>\n

1.1 \u8bbe\u8ba1\u54f2\u5b66\uff1a\u6a21\u578b\u53ef\u89c1\u5373\u5df2\u8bb0\u5f55<\/h3>\n

\u8fd9\u662f dsh \u7684\u7b2c\u4e00\u6761\u94c1\u5f8b\uff0c\u7531\u8fd0\u884c\u65f6\u4e0d\u53d8\u91cf<\/strong>\u5f3a\u5236\u65ad\u8a00\uff1a<\/p>\n

\n

\u62b5\u8fbe\u6a21\u578b\u8bf7\u6c42\u7684\u4e00\u5207\u90fd\u5fc5\u987b\u80fd\u4ece\u65e5\u5fd7\u91cd\u5efa\u3002<\/strong> \u65b0\u589e\u4efb\u4f55\u4e00\u9879\u6a21\u578b\u53ef\u89c1\u8f93\u5165\uff0c\u5c31\u5fc5\u987b\u65b0\u589e\u4e00\u4e2a\u4f1a\u8bdd\u4e8b\u4ef6\u7c7b\u578b\u3002<\/p>\n<\/blockquote>\n

\u4e5f\u5c31\u662f\u8bf4\uff1a\u65e5\u5fd7\u4e0d\u662f”\u804a\u5929\u8bb0\u5f55\u7684\u526f\u672c”\uff0c\u800c\u662f\u552f\u4e00\u771f\u6e90<\/strong>\u3002LLM \u7684\u6d88\u606f\u5386\u53f2\u662f\u4ece\u65e5\u5fd7\u6d3e\u751f<\/em>\u51fa\u6765\u7684\uff08deriveMessages()<\/code>\uff09\uff0c\u4ece\u4e0d\u5355\u72ec\u5b58\u50a8<\/strong>\u3002\u56de\u653e = \u7528\u540c\u4e00\u7ec4\u4e8b\u4ef6\u91cd\u65b0\u6d3e\u751f\u4e00\u904d\u3002<\/p>\n

\"\u4f1a\u8bdd\u4e8b\u4ef6\u6eaf\u6e90\u6570\u636e\u6d41\"<\/p>\n

\u6d3e\u751f\u7684\u597d\u5904\uff1a\u5386\u53f2\u6c38\u8fdc\u4e0d\u4f1a\u548c\u65e5\u5fd7\u4e0d\u4e00\u81f4<\/strong>\u2014\u2014\u4e0d\u5b58\u5728”\u5b58\u4e86\u4e00\u4efd\u6d88\u606f\u6570\u7ec4\u3001\u53c8\u6539\u4e86\u65e5\u5fd7”\u7684\u53cc\u5199\u95ee\u9898\u3002\u6240\u6709\u4e0b\u6e38\u6d88\u8d39\u65b9\uff08UI \u8f6c\u5f55\u3001\u9065\u6d4b\u3001\u4f1a\u8bdd\u6807\u9898\u3001\u641c\u7d22\u7d22\u5f15\uff09\u90fd\u4ece\u540c\u4e00\u4efd\u4e8b\u4ef6\u6d41\u6d3e\u751f\uff0c\u5404\u53d6\u6240\u9700\u3002<\/p>\n

1.2 \u4e8b\u4ef6\u8bcd\u6c47\u8868\uff1a\u65e5\u5fd7\u91cc\u6709\u4ec0\u4e48<\/h3>\n

SessionEventMap<\/code> \u5b9a\u4e49\u4e86\u4e8b\u4ef6\u7c7b\u578b\uff0c\u63d2\u4ef6\u53ef\u4ee5\u901a\u8fc7 TypeScript \u58f0\u660e\u5408\u5e76\u6269\u5c55<\/strong>\uff08\u89c1 \u00a72.4\uff09\u3002\u6838\u5fc3\u4e8b\u4ef6\u5982\u4e0b\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u4e8b\u4ef6<\/th>\n\u4f5c\u7528<\/th>\n\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n
turn\/start<\/code> \/ turn\/end<\/code><\/td>\n\u8f6e\u6b21\u8fb9\u754c<\/td>\n\u8f6e\u6b21 = \u4e00\u6b21\u6392\u7a7a\u5df2\u63a5\u7eb3\u8f93\u5165\u7684\u8fc7\u7a0b\uff1bturn\/end<\/code> \u5e26\u7ed3\u675f\u539f\u56e0<\/td>\n<\/tr>\n
step\/start<\/code> \/ step\/end<\/code><\/td>\n\u6b65\u9aa4\u8fb9\u754c<\/td>\n\u6b65\u9aa4 = \u4e00\u6b21\u6a21\u578b\u8bf7\u6c42 + \u5b83\u89e6\u53d1\u7684\u5de5\u5177\u6267\u884c<\/td>\n<\/tr>\n
user\/message<\/code><\/td>\n\u7528\u6237\u8f93\u5165<\/td>\n\u666e\u901a\u63d0\u793a\u8bcd\u3001\u6ce8\u5165\u4e0a\u4e0b\u6587\uff08agent.inject()<\/code>\uff09\u3001\u76ee\u6807\u7eed\u884c\u5171\u7528\u4e00\u4e2a\u7c7b\u578b\uff0c\u9760 source<\/code> \u533a\u5206<\/td>\n<\/tr>\n
assistant\/chunk<\/code><\/td>\n\u539f\u59cb\u6d41\u5206\u7247<\/strong><\/td>\ntoken \u7ea7\u56de\u653e\u4fdd\u771f\u2014\u2014UI \u80fd\u9010\u5b57\u91cd\u73b0\u8f93\u51fa\u8fc7\u7a0b<\/td>\n<\/tr>\n
assistant\/message<\/code><\/td>\n\u7ec4\u88c5\u540e\u7684\u6a21\u578b\u56de\u590d<\/td>\n\u643a\u5e26 usage<\/code>\uff08token \u8bb0\u8d26\u968f\u6d88\u606f\u8d70\uff09\uff1b\u4e2d\u65ad\u7684\u56de\u590d\u6807\u8bb0 interrupted<\/code><\/td>\n<\/tr>\n
tool\/call<\/code><\/td>\n\u5de5\u5177\u8c03\u7528<\/td>\n\u4fdd\u7559\u6a21\u578b\u4ea7\u51fa\u7684\u539f\u59cb JSON \u53c2\u6570<\/strong>\uff08\u672a\u89e3\u6790\uff09\uff0ccallId<\/code> \u4e0e\u7ed3\u679c\u914d\u5bf9<\/td>\n<\/tr>\n
tool\/result<\/code><\/td>\n\u5de5\u5177\u7ed3\u679c<\/td>\n\u53ef\u9009\u643a\u5e26 error<\/code> \u548c\u5de5\u5177\u79c1\u6709 meta<\/code>\uff08\u5982\u6587\u4ef6 diff \u5361\u7247\uff09<\/td>\n<\/tr>\n
todo\/write<\/code><\/td>\n\u5f85\u529e\u5168\u91cf\u5feb\u7167<\/td>\n\u6574\u8868\u66ff\u6362\u3001last-write-wins\uff0c\u6545\u610f\u4e0d\u505a\u6210\u5e26 id \u7684\u6761\u76ee<\/td>\n<\/tr>\n
request\/header<\/code><\/td>\n\u8bf7\u6c42\u5b8c\u6574\u4fe1\u5c01<\/strong><\/td>\n\u8c03\u7528\u914d\u7f6e + \u7cfb\u7edf\u63d0\u793a\u8bcd + \u5de5\u5177 schema \u5168\u91cf\u5feb\u7167\uff0c\u6bcf\u6b21\u53d8\u5316\u8bb0\u4e00\u4efd<\/td>\n<\/tr>\n
request\/context<\/code><\/td>\n\u8def\u7531\u5143\u6570\u636e<\/td>\n\u63d0\u4f9b\u65b9\/\u6a21\u578b\/\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5bb9\u91cf\u53d8\u5316\u65f6\u8bb0\u5f55<\/td>\n<\/tr>\n
session\/end-seed<\/code><\/td>\n\u79cd\u5b50\u8fb9\u754c<\/td>\n\u6807\u8bb0”\u54ea\u4e9b\u4e8b\u4ef6\u662f\u6062\u590d\/fork \u7ee7\u627f\u7684\u3001\u54ea\u4e9b\u662f\u672c\u8fdb\u7a0b\u65b0\u5199\u7684”<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u51e0\u4e2a\u7ec6\u8282\u975e\u5e38\u89c1\u529f\u529b\uff1a<\/p>\n

    \n
  • seq<\/code> \u5fc5\u987b\u8fde\u7eed<\/strong>\uff08seq = log.length<\/code>\uff09\uff0c\u56e0\u6b64\u4e0d\u80fd\u4ece\u89c4\u8303\u65e5\u5fd7\u91cc\u8fc7\u6ee4\u5206\u7247\u2014\u2014\u8fde assistant\/chunk<\/code> \u90fd\u5fc5\u987b\u65e0\u635f\u4fdd\u5b58\u3002<\/li>\n
  • \u6240\u6709 data<\/code> \u5fc5\u987b\u662f\u53ef\u65e0\u635f JSON \u5e8f\u5217\u5316\u7684<\/strong>\u3002Session.append()<\/code> \u5728\u5199\u5165\u524d\u505a\u4e00\u6b21\u9012\u5f52\u6821\u9a8c\uff08BigInt\u3001\u51fd\u6570\u3001\u5faa\u73af\u5f15\u7528\u3001Map\/Set \u4e00\u5f8b\u62d2\u7edd\uff09\uff0c\u574f\u4e8b\u4ef6\u5728\u6e90\u5934\u5c31\u5931\u8d25<\/strong>\uff0c\u7edd\u4e0d\u8ba9\u9519\u8bef\u8fdb\u5165\u65e5\u5fd7\u3002\u8fd9\u5bf9”\u65e5\u5fd7\u5373\u771f\u6e90”\u662f\u5e95\u7ebf\u4fdd\u969c\u3002<\/li>\n
  • \u70ed\u8def\u5f84\u4e0d\u963b\u585e I\/O<\/strong>\uff1a\u8ffd\u52a0\u662f\u540c\u6b65\u8fdb\u5185\u5b58\uff0c\u6301\u4e45\u5316\u63d2\u4ef6\u5f02\u6b65\u6279\u91cf\u843d\u76d8\u3002<\/li>\n<\/ul>\n

    1.3 Surface \u673a\u5236\uff1a\u5982\u4f55\u4ece\u65e5\u5fd7”\u957f”\u51fa\u6a21\u578b\u5386\u53f2<\/h3>\n

    \u4e0d\u662f\u6240\u6709\u4e8b\u4ef6\u90fd\u6295\u5f71\u6210\u6d88\u606f\u3002\u53ea\u6709 3 \u79cd”\u4ea7\u751f\u6d88\u606f”\u7684\u4e8b\u4ef6\uff08user\/message<\/code>\u3001assistant\/message<\/code>\u3001tool\/result<\/code>\uff09\u643a\u5e26 surfaceOp<\/code>\uff0c\u58f0\u660e\u81ea\u5df1\u5982\u4f55\u52a0\u5165\u6709\u5e8f\u7684\u6d3e\u751f surface\uff1a<\/p>\n

      \n
    • append<\/code>\uff1a\u666e\u901a\u5c3e\u90e8\u8ffd\u52a0\u3002<\/li>\n
    • replace<\/code>\uff1a\u906e\u853d<\/strong>\u4ece start \u5230 end \u7684\u4e00\u6bb5\u65e7\u8282\u70b9\uff0c\u5728\u539f\u4f4d\u63d2\u5165\u65b0\u4e8b\u4ef6\u3002<\/li>\n<\/ul>\n

      replace<\/code> \u662f\u538b\u7f29\uff08compaction\uff09<\/strong> \u7684\u843d\u70b9\uff1a\u4e0a\u4e0b\u6587\u592a\u957f\u65f6\uff0c\u538b\u7f29\u63d2\u4ef6\u628a\u4e00\u6bb5\u65e7\u5386\u53f2\u6298\u53e0\u6210\u4e00\u6761\u6458\u8981\uff0c\u7528 replace<\/code> \u906e\u853d\u65e7\u8282\u70b9\u2014\u2014\u65e5\u5fd7\u672c\u8eab\u4e00\u4e2a\u5b57\u4e0d\u5220<\/strong>\uff0c\u53ea\u662f”\u6a21\u578b\u89c6\u91ce”\u91cc\u90a3\u4e00\u6bb5\u88ab\u6458\u8981\u66ff\u4ee3\u4e86\u3002\u8fd9\u5c31\u662f”\u65e5\u5fd7\u6c38\u8fdc\u53ef\u5ba1\u8ba1\u3001\u53ea\u88ab\u906e\u853d\u3001\u4e0d\u88ab\u5220\u9664”\u3002<\/p>\n

      \u6bcf\u4e2a surface \u4e8b\u4ef6\u8fd8\u643a\u5e26 sourceEventSeqs<\/code>\uff08\u5f15\u7528\u4e86\u54ea\u4e9b\u65e9\u671f\u4e8b\u4ef6\uff09\uff0c\u6bd4\u5982 assistant\/message<\/code> \u4f1a\u5f15\u7528\u6784\u6210\u5b83\u7684 assistant\/chunk<\/code> \u5e8f\u53f7\u3002\u538b\u7f29\u65f6\u88ab\u906e\u853d\u7684\u8282\u70b9\u4e5f\u5fc5\u987b\u5728 sourceEventSeqs<\/code> \u91cc\u5217\u5168\u2014\u2014\u8840\u7f18\u53ef\u8ffd\u6eaf<\/strong>\u3002<\/p>\n

      1.4 \u6301\u4e45\u5316\u4e0e\u5d29\u6e83\u6062\u590d<\/h3>\n

      \u6301\u4e45\u5316\u672c\u8eab\u662f\u4e00\u4e2a seam<\/strong>\uff08\u89c1 \u00a72.3\uff09\uff1actx.sessions<\/code> \u53ea\u505a\u5185\u5b58\u4e8b\u4ef6\u5b58\u50a8\uff0c\u6301\u4e45\u5316\u7531\u63d2\u4ef6\u8ba2\u9605 session\/event<\/code> \u5b8c\u6210\u3002<\/p>\n

        \n
      • flush \u68c0\u67e5\u70b9<\/strong>\uff1asession\/flush<\/code> \u662f\u663e\u5f0f\u8010\u4e45\u5c4f\u969c\uff1b\u65e5\u5e38\u5199\u5165\u8d70\u5f02\u6b65\u6279\u91cf\u7f13\u51b2\uff08\u56fa\u5b9a\u65f6\u95f4\u7a97\uff0c\u7a97\u53e3\u5185\u4e8b\u4ef6\u4e0d\u91cd\u7f6e\u622a\u6b62\u65f6\u95f4\uff09\u3002<\/li>\n
      • \u4e24\u4e2a\u53ef\u4e92\u6362\u540e\u7aef<\/strong>\uff1aJSONL\uff08\u9010\u4f1a\u8bdd\u8ffd\u52a0\u65e5\u5fd7\uff0c\u9ed8\u8ba4 Zstandard \u538b\u7f29 + checksum\uff0c\u539f\u5b50\u5199\u5165\uff09\u548c SQLite\uff08schema 17\uff0c\u540c\u4e00\u5206\u7247\u5757\u5185\u5b57\u6bb5\u5b8c\u5168\u5339\u914d\u7684 delta \u6bb5\u505a\u6709\u754c\u7269\u7406\u5b58\u50a8\uff09\u3002<\/li>\n
      • \u5d29\u6e83\u6062\u590d\u7684\u4f18\u96c5\u4e4b\u5904<\/strong>\uff1a\u91cd\u65b0\u52a0\u8f7d\u65f6\u53d1\u73b0\u4e00\u4e2a”\u5f00\u4e86 turn\/start<\/code> \u5374\u6ca1\u6709 turn\/end<\/code>“\u7684\u8f6e\u6b21\uff0c\u4e0d\u622a\u65ad\u65e5\u5fd7<\/strong>\uff08\u957f\u4efb\u52a1\u91cc\u4e00\u4e2a\u8f6e\u6b21\u53ef\u80fd\u5f88\u5927\uff0c\u5220\u4e86\u5c31\u662f\u4e22\u6570\u636e\uff09\uff0c\u800c\u662f\u5408\u6210\u4e00\u4e2a turn\/end { kind: 'interrupted' }<\/code> \u628a\u5b83\u914d\u5e73\u2014\u2014\u8fd9\u662f\u552f\u4e00\u4e00\u4e2a\u4e0d\u7531\u5faa\u73af\u53d1\u51fa\u7684\u7ed3\u675f\u539f\u56e0\u3002<\/li>\n
      • \u683c\u5f0f\u62d2\u7edd<\/strong>\uff1a\u9047\u5230\u7248\u672c\u66f4\u65b0\u7684\u65e5\u5fd7\u3001\u6216\u672a\u77e5\u7684\u5fc5\u9700<\/em>\u4e8b\u4ef6\u7c7b\u578b\uff08\u6ca1\u6709 ignorable<\/code> \u6807\u8bb0\uff09\uff0c\u540e\u7aef\u62d2\u7edd\u52a0\u8f7d\u800c\u4e0d\u662f\u9759\u9ed8\u8df3\u8fc7<\/strong>\u2014\u2014\u56e0\u4e3a”\u8df3\u8fc7\u4e00\u6761\u53ef\u80fd\u6539\u53d8\u6574\u4f53\u89e3\u8bfb\u7684\u4e8b\u4ef6”\u6bd4”\u62d2\u7edd”\u5371\u9669\u5f97\u591a\u3002\u65b0\u683c\u5f0f\u660e\u786e\u63d0\u793a”\u7531\u66f4\u65b0\u7684 harness \u5199\u5165\uff0c\u8bf7\u5347\u7ea7”\u3002<\/li>\n
      • fork \/ resume<\/strong>\uff1a\u53ef\u4ee5\u4ece\u4efb\u610f\u7a33\u5b9a\u8f6e\u6b21\u95f4\u4f4d\u7f6e fork\uff1b\u6062\u590d\u65f6\u5143\u6570\u636e\u91cc\u5b58\u4e86 agentPreset<\/code>\u2014\u2014\u56e0\u4e3a preset \u51b3\u5b9a\u5de5\u5177\u548c\u63d0\u793a\u8bcd\uff0c\u6062\u590d\u6210\u4e0d\u540c\u7684\u7ec4\u5408\u7b49\u4e8e\u8ba9\u6a21\u578b\u56de\u653e\u4e00\u6bb5\u5b83\u65e0\u6cd5\u518d\u884c\u52a8\u7684\u5386\u53f2<\/strong>\u3002<\/li>\n<\/ul>\n

        1.5 \u4e3a\u4ec0\u4e48\u8bf4\u8fd9\u662f\u6740\u624b\u950f<\/h3>\n

        \u5bf9\u8dd1 Agent \u7684\u4eba\u6765\u8bf4\uff0c\u6700\u8d35\u7684\u6210\u672c\u662f”\u5b83\u5230\u5e95\u4e3a\u4ec0\u4e48\u641e\u7838\u4e86<\/strong>“\u3002dsh \u7684\u7b54\u6848\uff1a\u65e5\u5fd7\u91cc\u4ec0\u4e48\u90fd\u6709\uff0c\u4e14\u4fdd\u8bc1\u80fd\u91cd\u5efa\u3002\u8c03\u8bd5\u4e00\u4e2a\u8dd1\u4e86 50 \u6b65\u7684 Agent \u4efb\u52a1\uff0c\u53ef\u4ee5\u56de\u653e\u3001\u5b9a\u4f4d\u5230\u51fa\u9519\u7684\u90a3\u4e00\u6b65\u3001\u770b\u5f53\u65f6\u6a21\u578b\u770b\u5230\u7684\u5b8c\u6574\u4e0a\u4e0b\u6587\u3001\u8fde\u539f\u59cb\u6d41\u5206\u7247\u90fd\u5728\u3002\u8fd9\u540c\u65f6\u662f\u5ba1\u8ba1\u3001\u57fa\u51c6\u6d4b\u8bd5\uff08\u540c\u4e00\u4efb\u52a1\u6362\u6a21\u578b\u5bf9\u6bd4\uff09\u3001\u4ee5\u53ca\u591a Agent \u534f\u4f5c\u6392\u969c\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n

        \n

        2. \u63d2\u4ef6\u7cfb\u7edf\uff1aCordis \u5fae\u5185\u6838 + \u80fd\u529b seam\uff08\u7cbe\u8bfb\u91cd\u70b9 #2\uff09<\/h2>\n

        2.1 \u4e94\u4e2a\u6838\u5fc3\u6982\u5ff5\uff08Cordis \u5165\u95e8\uff09<\/h3>\n\n\n\n\n\n\n\n\n\n
        \u6982\u5ff5<\/th>\n\u542b\u4e49<\/th>\n<\/tr>\n<\/thead>\n
        \u63d2\u4ef6<\/strong><\/td>\n\u5b9e\u73b0 Service \u7684\u5bf9\u8c61\uff08\u51fd\u6570 + apply(ctx)<\/code> \u6216 Service \u5b50\u7c7b\uff09\uff0c\u751f\u547d\u5468\u671f\u7531 Cordis \u7ba1\u7406<\/td>\n<\/tr>\n
        \u4e0a\u4e0b\u6587<\/strong><\/td>\n\u670d\u52a1\u7684\u5bb9\u5668\u3002\u670d\u52a1\u5360\u636e\u7a33\u5b9a\u7684 ctx.<key><\/code>\uff08\u5982 ctx.llm<\/code>\u3001ctx.tools<\/code>\uff09\uff0c\u5176\u4ed6\u63d2\u4ef6\u6309 key \u67e5\u627e\u670d\u52a1\uff0c\u7edd\u4e0d import \u5177\u4f53\u5b9e\u73b0<\/strong><\/td>\n<\/tr>\n
        inject \u58f0\u660e\u4f9d\u8d56<\/strong><\/td>\n\u63d2\u4ef6\u58f0\u660e\u6240\u9700\u670d\u52a1\u540e\uff0c\u4f1a\u7b49\u5f85\u670d\u52a1\u5c31\u7eea\u624d\u542f\u52a8\u2014\u2014\u52a0\u8f7d\u987a\u5e8f\u7531\u4f9d\u8d56\u8868\u8fbe\uff0c\u800c\u975e\u624b\u52a8\u7f16\u6392<\/td>\n<\/tr>\n
        \u7c7b\u578b\u5316\u4e8b\u4ef6<\/strong><\/td>\n\u670d\u52a1\u901a\u8fc7\u58f0\u660e\u5408\u5e76\u6ce8\u518c\u4e8b\u4ef6\u540d\uff0c\u4ee5 4 \u79cd\u6a21\u5f0f\u5206\u53d1\uff08\u89c1\u4e0b\uff09<\/td>\n<\/tr>\n
        \u6ce8\u518c\u662f\u53ef\u9006\u526f\u4f5c\u7528<\/strong><\/td>\n\u6240\u6709\u6ce8\u518c\uff08\u63d0\u793a\u8bcd\u7247\u6bb5\u3001\u5de5\u5177 schema\u3001\u76d1\u542c\u5668\uff09\u90fd\u662f\u526f\u4f5c\u7528\uff0c\u63d2\u4ef6\u5378\u8f7d\u65f6\u81ea\u52a8\u64a4\u9500<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        2.2 \u4e8b\u4ef6\u5206\u53d1\u6a21\u5f0f\uff1a\u4e00\u9c7c\u56db\u5403<\/h3>\n\n\n\n\n\n\n\n\n
        \u6a21\u5f0f<\/th>\n\u8bed\u4e49<\/th>\n\u5178\u578b\u7528\u9014<\/th>\n<\/tr>\n<\/thead>\n
        emit<\/code><\/td>\n\u76d1\u542c\u5668\u6309\u6ce8\u518c\u987a\u5e8f\u89c2\u5bdf\uff0c\u4e0d\u7b49\u5f85\u3001\u65e0\u8fd4\u56de\u503c<\/td>\n\u5e7f\u64ad\u4e8b\u5b9e\uff08\u5982 session\/event<\/code>\uff09<\/td>\n<\/tr>\n
        waterfall<\/code><\/td>\n\u73af\u7ed5\u4e2d\u95f4\u4ef6<\/strong>\uff1a\u76d1\u542c\u5668\u6536\u5230 (...args, next)<\/code>\uff0c\u53ef\u5305\u88c5\u3001\u6539\u5199\uff0c\u4e0d\u8c03 next \u76f4\u63a5\u8fd4\u56de = \u77ed\u8def<\/strong><\/td>\n\u62e6\u622a\/\u51b3\u7b56\uff08\u5982 agent\/pre-step<\/code>\u3001tools\/pre-execute<\/code>\uff09<\/td>\n<\/tr>\n
        parallel<\/code><\/td>\n\u6240\u6709\u76d1\u542c\u5668\u5e76\u884c\uff0cawait \u5168\u90e8<\/td>\n\u8010\u4e45\u68c0\u67e5\u70b9\uff08\u5982 session\/flush<\/code>\uff09<\/td>\n<\/tr>\n
        serial<\/code><\/td>\n\u6309\u5e8f\u6267\u884c\u3001\u6709\u8fd4\u56de\u503c<\/td>\n\u987a\u5e8f\u51b3\u7b56\uff08\u5982 agent\/turn-stopping<\/code>\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        waterfall<\/code> \u662f\u6700\u806a\u660e\u7684\uff1a\u7b56\u7565\u76d1\u542c\u5668\u62e5\u6709\u51b3\u7b56\u6743\u65f6\u53ef\u4ee5\u77ed\u8def<\/strong>\uff08\u6bd4\u5982”\u8fd9\u6761\u5de5\u5177\u8c03\u7528\u7981\u6b62\u6267\u884c”\uff09\uff0c\u800c\u53ea\u505a\u89c2\u5bdf\u7684\u76d1\u542c\u5668\u5fc5\u987b\u8c03 next()<\/code> \u59d4\u6258\u4e0b\u53bb\u3002\u62e6\u622a\u3001\u5ba1\u6279\u3001\u9650\u6d41\u3001\u6539\u5199\u63d0\u793a\u8bcd\u5168\u90e8\u53ef\u4ee5\u7528\u4e8b\u4ef6\u6302\u4e0a\u53bb\uff0c\u4e0d\u78b0\u6838\u5fc3\u3002<\/p>\n

        2.3 \u80fd\u529b seam\uff1a\u53ef\u66ff\u6362\u80fd\u529b\u7684”\u4e09\u4ef6\u5957”<\/h3>\n

        \u4e00\u4e2a seam<\/strong> \u5305\u542b\u4e09\u79cd\u89d2\u8272\uff1a<\/p>\n

          \n
        1. Service Definition<\/strong>\uff1a\u58f0\u660e\u63a5\u53e3\uff0c\u62e5\u6709\u81ea\u5df1\u7684 ctx.<key><\/code>\uff08\u5982 ShellExecutor<\/code> \u62bd\u8c61\u7c7b\uff09<\/li>\n
        2. Service Provider<\/strong>\uff1a\u5b9e\u73b0\u8be5\u63a5\u53e3\uff08\u53ef\u4ee5\u6709\u591a\u4e2a\uff0c\u53ef\u4e92\u6362\uff09<\/li>\n
        3. Consumer<\/strong>\uff1a\u6d88\u8d39\u8be5\u670d\u52a1\u7684\u63d2\u4ef6\uff08\u901a\u5e38\u662f\u9762\u5411\u6a21\u578b\u7684\u5de5\u5177\uff09<\/li>\n<\/ol>\n

          \u89c4\u8303\u8303\u4f8b\u2014\u2014shell \u80fd\u529b\uff1a<\/p>\n

          ctx.shell\uff08Service Definition\uff09\n\u251c\u2500\u2500 dsh-bash-local       \uff08Provider\uff1a\u672c\u5730 bash\uff09\n\u251c\u2500\u2500 dsh-bash-sandbox     \uff08Provider\uff1a\u6c99\u7bb1 bash\uff09\n\u251c\u2500\u2500 dsh-pwsh-local       \uff08Provider\uff1a\u672c\u5730 PowerShell\uff09\n\u2514\u2500\u2500 dsh-tool-bash        \uff08Consumer\uff1a\u9762\u5411\u6a21\u578b\u7684 bash \u5de5\u5177\uff09\n<\/code><\/pre>\n
          \u66ff\u6362\u4e00\u4e2a\u63d0\u4f9b\u65b9\u5c31\u80fd\u6539\u53d8\u6574\u4e2a\u4ea7\u54c1<\/strong>\uff1a\u628a bash-local<\/code> \u6362\u6210 bash-sandbox<\/code>\uff0c\u6240\u6709\u6d88\u8d39 ctx.shell<\/code> \u7684\u6d88\u8d39\u65b9\uff08bash \u5de5\u5177\u3001\u94a9\u5b50\u6865\u63a5\uff09\u81ea\u52a8\u83b7\u5f97\u6c99\u7bb1\u4fdd\u62a4\uff0c\u6d88\u8d39\u65b9\u96f6\u6539\u52a8<\/strong>\u3002\u6587\u4ef6\u7cfb\u7edf\u3001\u5b50\u8fdb\u7a0b\u3001\u6c99\u7bb1\u3001\u641c\u7d22\u3001\u51ed\u636e\u3001\u5b58\u50a8\u3001\u6280\u80fd\u2026\u2026\u6574\u4e2a\u5e73\u53f0\u90fd\u662f\u6309\u8fd9\u4e2a\u6a21\u5f0f\u7ec4\u7ec7\u7684\u3002<\/p>\n
          seam \u751f\u6001\uff08\u90e8\u5206\u4ee3\u8868\u6027\u670d\u52a1\uff09\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
          ctx \u952e<\/th>\n\u7c7b\u578b<\/th>\n\u53ef\u6362\u63d0\u4f9b\u65b9<\/th>\n\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n
          ctx.llm<\/code><\/td>\nseam<\/td>\ndeepseek \/ pi-ai \/ replay<\/td>\n\u6a21\u578b\u9002\u914d\u5668\u6ce8\u518c\u8868\uff0cagent loop \u63d0\u4f9b\u65b9\u65e0\u5173\u5730\u8c03\u6d41\u5f0f\u670d\u52a1<\/td>\n<\/tr>\n
          ctx.sessionPersistence<\/code><\/td>\nseam<\/td>\njsonl \/ sqlite<\/td>\n\u4f1a\u8bdd\u6301\u4e45\u5316\uff0c\u5e94\u7528\u7ec4\u5408\u65f6\u9009\u540e\u7aef<\/td>\n<\/tr>\n
          ctx.shell<\/code><\/td>\nseam<\/td>\nbash-local \/ bash-sandbox \/ pwsh-local<\/td>\nBash \u6267\u884c\u5668<\/td>\n<\/tr>\n
          ctx.fs<\/code><\/td>\nseam<\/td>\nfs-local \/ fs-sandbox \/ fs-e2b<\/td>\n\u6587\u4ef6\u7cfb\u7edf<\/td>\n<\/tr>\n
          ctx.subagents<\/code><\/td>\nseam<\/td>\n6 \u4e2a\u63d0\u4f9b\u65b9<\/td>\n\u4ece\u8fdb\u7a0b\u5185 fork\uff0c\u5230\u59d4\u6d3e\u7ed9 Claude Code \/ Codex \u8fdb\u7a0b<\/td>\n<\/tr>\n
          ctx.web<\/code><\/td>\nseam<\/td>\nexa \/ perplexity \/ deepseek \/ http-fetch<\/td>\n\u641c\u7d22\u4e0e\u6293\u53d6<\/td>\n<\/tr>\n
          ctx.skills<\/code><\/td>\nseam<\/td>\nbadge \/ filesystem<\/td>\n\u6280\u80fd\u6ce8\u518c\u8868<\/strong>\u2014\u2014tool-skill<\/code> \u6e32\u67d3\u4f1a\u8bdd\u524d\u7f00\u76ee\u5f55\u5e76\u52a0\u8f7d skill \u6b63\u6587<\/td>\n<\/tr>\n
          ctx.approval<\/code><\/td>\nseam<\/td>\nacp<\/td>\n\u4e00\u6b21\u6027\u6743\u9650\u51b3\u7b56<\/td>\n<\/tr>\n
          ctx.credentials<\/code><\/td>\nseam<\/td>\ncredentials-local<\/td>\n\u51ed\u636e<\/td>\n<\/tr>\n
          ctx.storage<\/code><\/td>\nseam<\/td>\njson \/ sqlite<\/td>\n\u975e\u4f1a\u8bdd\u5b58\u50a8<\/td>\n<\/tr>\n
          ctx.sessions<\/code><\/td>\ncore<\/td>\n\u2014<\/td>\n\u4ec5\u8ffd\u52a0\u4e8b\u4ef6\u65e5\u5fd7\uff08\u771f\u6e90\uff09<\/td>\n<\/tr>\n
          ctx.tools<\/code><\/td>\ncore<\/td>\n\u2014<\/td>\n\u5de5\u5177\u6ce8\u518c\u8868 + \u5e26\u628a\u5173\u7684\u6267\u884c\u6d41\u6c34\u7ebf<\/td>\n<\/tr>\n
          ctx.agents<\/code> \/ ctx.agentLoop<\/code><\/td>\ncore<\/td>\n\u2014<\/td>\nAgent \u6ce8\u518c\u8868 + \u552f\u4e00\u5177\u4f53\u5faa\u73af\u9a71\u52a8<\/td>\n<\/tr>\n
          ctx.invariants<\/code><\/td>\ncore<\/td>\n\u2014<\/td>\n\u914d\u5957\u4e0d\u53d8\u91cf\u6ce8\u518c\u8868\uff08\u8fd0\u884c\u65f6\u81ea\u68c0\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
          2.4 \u65e0\u7279\u6743\u5185\u6838\u7684\u4e24\u4e2a\u5173\u952e\u673a\u5236<\/h3>\n
          \u2460 Map \u2192 derived-union \u6269\u5c55\u6a21\u5f0f\u3002<\/strong> \u51e0\u4e4e\u6240\u6709\u53ef\u6269\u5c55\u7684\u8054\u5408\u7c7b\u578b\u90fd\u9075\u5faa\u540c\u4e00\u6a21\u5f0f\uff1a\u63a5\u53e3\u4ee5\u5224\u522b\u6807\u7b7e\u4e3a key\uff08ThingMap<\/code>\uff09\uff0c\u8054\u5408\u7c7b\u578b\u7531 keyof<\/code> \u6d3e\u751f\u3002\u63d2\u4ef6\u901a\u8fc7 TypeScript \u58f0\u660e\u5408\u5e76<\/strong>\u6dfb\u52a0\u53d8\u4f53\u2014\u2014\u4e0d\u9700\u8981\u4fee\u6539\u62e5\u6709\u8be5\u7c7b\u578b\u7684\u5305<\/strong>\uff1a<\/p>\n
          declare module '@deepseek-ai\/dsh-llm' {\n  interface ContentBlockMap {\n    'c': { kind: 'c'; \/* \u2026 *\/ }\n  }\n}\n<\/code><\/pre>\n
          \u516d\u4e2a\u89c4\u8303 map\uff08\u542b SessionEventMap<\/code>\u3001TurnEndReasonMap<\/code>\uff09\u90fd\u8fd9\u4e48\u5e72\u3002\u4ee3\u4ef7\u662f\u7ea6\u5b9a\uff1a\u5bf9\u8fd9\u7c7b\u8054\u5408\u7c7b\u578b\u505a switch<\/code> \u65f6\u7981\u6b62 assertNever<\/code>\u2014\u2014\u63d2\u4ef6\u6dfb\u52a0\u7684\u53d8\u4f53\u662f\u5408\u6cd5\u7684\u672a\u77e5\u503c\uff0cdefault<\/code> \u5206\u652f\u5fc5\u987b\u653e\u884c\u3002<\/p>\n
          \u2461 \u6ce8\u518c\u5373\u526f\u4f5c\u7528\uff0c\u5378\u8f7d\u5373\u64a4\u9500\u3002<\/strong> \u6269\u5c55 dsh \u7684\u65b9\u5f0f\u5c31\u662f”\u628a\u63d2\u4ef6\u6302\u8f7d\u5230\u5176\u4ed6\u63d2\u4ef6\u65c1\u8fb9”\uff0c\u4e0d\u5b58\u5728\u9700\u8981\u6253\u8865\u4e01\u7684\u7279\u6743\u5185\u6838\u3002\u6bcf\u4e2a\u6ce8\u518c\u8981\u4e48\u4ece ctx.effect()<\/code> \u8fd4\u56de\u4e00\u4e2a disposer\uff0c\u8981\u4e48\u7528 Cordis \u8f85\u52a9\u65b9\u6cd5\u81ea\u52a8\u5904\u7406\u2014\u2014reload \u548c teardown \u65f6\u6309\u9884\u671f\u64a4\u9500<\/strong>\u3002\u8fde Agent \u5faa\u73af\u672c\u8eab\u90fd\u662f\u53ef\u6362\u7684\u3002<\/p>\n
          2.5 \u88c5\u914d\uff1aprofile \u4e0e\u7ec4\u5408\u5305<\/h3>\n
          \u8fd0\u884c\u4e2d\u7684 dsh \u662f\u4e00\u68f5\u63d2\u4ef6\u6811<\/strong>\uff0c\u7531\u542f\u52a8\u65f6\u6309\u5e8f\u53e0\u52a0\u7684\u5404\u5c42\u7ec4\u6210\uff1a<\/p>\n
            \n
          • profile<\/strong>\uff08web \/ headless\uff09\uff1a\u5177\u540d\u7ec4\u88c5\uff0c\u5217\u51fa\u53e0\u653e\u7684\u7ec4\u5408\u5305\uff0c\u4fdd\u5b58\u7528\u6237\u7684 cordis.patch.yml<\/code>\u3002<\/li>\n
          • \u7ec4\u5408\u5305<\/strong>\uff08bundle\uff09\uff1a\u914d\u7f6e\u9879 + \u6302\u8f7d\u4ee3\u7801\u7684\u5206\u53d1\u683c\u5f0f\uff1bdsh-base<\/code> \u662f\u7b2c\u4e00\u5c42\uff08\u6a21\u578b\/\u5de5\u5177\/\u6301\u4e45\u5316\/\u6c99\u7bb1\/\u5ba1\u6279\/\u8bbe\u7f6e\/\u51ed\u636e\/\u9065\u6d4b\uff09\uff0cdsh-web-app<\/code> \u52a0\u6d4f\u89c8\u5668\u5e94\u7528\u3002<\/li>\n
          • patch \u8986\u76d6<\/strong>\uff1a\u4efb\u4f55\u6761\u76ee\u90fd\u53ef\u4ee5\u88ab\u4e0a\u5c42 patch \u66ff\u6362\u2014\u2014dsh --profile web --dump-config<\/code> \u6253\u5370\u771f\u5b9e\u914d\u7f6e\u6811\uff0c\u6253\u5370\u51fa\u7684\u4efb\u4f55\u6761\u76ee\u90fd\u80fd\u88ab\u4f60\u7684 patch \u66ff\u6362<\/strong>\u3002<\/li>\n<\/ul>\n
            \u8fd9\u5c31\u662f”\u914d\u7f6e\u5c42\u53ef\u6362\u4efb\u610f\u80fd\u529b”\u7684\u843d\u70b9\uff1a\u6362\u6a21\u578b\u7aef\u70b9\u3001\u6362\u6267\u884c\u5de5\u4f5c\u6d41\u3001\u6362 UI\uff0c\u90fd\u4e0d\u78b0\u6e90\u7801\uff0c\u53ea\u6539 YAML\u3002<\/p>\n
            \n
            3. Agent \u5faa\u73af\uff1a\u8f6e\u6b21 \/ \u6b65\u9aa4 \/ scope \/ inbox<\/h2>\n
            \u4e00\u4e2a\u8f6e\u6b21\u6309\u540c\u4e00\u6761\u5faa\u73af\u6d41\u7ecf 6 \u4e2a\u6838\u5fc3\u5305\uff1a<\/p>\n
            \u8ba4\u9886\u8f93\u5165 \u2192 \u5f00\u8f6e\u6b21(turn\/start) \u2192 \u7ec4\u88c5\u63d0\u793a\u8bcd+\u5de5\u5177schema \u2192 \u4ece\u65e5\u5fd7\u6d3e\u751f\u5386\u53f2\n\u2192 \u6a21\u578b\u6d41\u5f0f\u8bf7\u6c42(llm\/stream) \u2192 \u5de5\u5177\u6267\u884c(tools\/*) \u2192 \u6bcf\u4e2a\u6a21\u578b\u53ef\u89c1\u4e8b\u5b9e\u8ffd\u52a0\u56de\u65e5\u5fd7 \u2192 \u5173\u8f6e\u6b21\n<\/code><\/pre>\n
            \u503c\u5f97\u6284\u7684\u8bbe\u8ba1\u70b9\uff1a<\/p>\n
              \n
            • scope\uff08\u4f5c\u7528\u57df\uff09<\/strong>\uff1a\u6309 agent \u5212\u5206\u6ce8\u518c\u5355\u4f4d\uff0c\u53ea\u6709”\u5168\u5c40”\u548c”\u6070\u597d\u5c5e\u4e8e\u4e00\u4e2a agent”\u4e24\u5c42\u3002shadowing \u673a\u5236<\/strong>\u2014\u2014\u5e26\u4f5c\u7528\u57df\u7684\u5de5\u5177\/\u63d0\u793a\u8bcd\u7247\u6bb5\u5728\u8be5 scope \u5185\u66ff\u6362\u540c\u540d\u5168\u5c40\u9879\uff0c\u8fd9\u662f”\u6309 agent \u5b9a\u5236 persona \u548c\u5de5\u5177\u96c6”\u7684\u673a\u5236\u3002\u8fc7\u6ee4\u6389\u7684\u5de5\u5177\u65e2\u4e0d\u51fa\u73b0\u5728\u63d0\u793a\u8bcd\u91cc\u3001\u4e5f\u62d2\u7edd\u6267\u884c\uff0c\u4e0e\u4e0d\u5b58\u5728\u7684\u5de5\u5177\u65e0\u6cd5\u533a\u5206<\/strong>\uff08\u5b89\u5168\u7279\u6027\uff09\u3002<\/li>\n
            • inbox\uff08\u6536\u4ef6\u7bb1\uff09<\/strong>\uff1aagent \u62e5\u6709\u4e24\u6761\u6709\u5e8f\u5f85\u5904\u7406\u5217\u8868\u2014\u2014next-turn<\/code>\uff08\u666e\u901a\u7eed\u95ee\uff09\u548c next-step<\/code>\uff08steering \u4e2d\u9014\u5f15\u5bfc\uff09\uff1binject()<\/code> \u6ce8\u5165\u4e0a\u4e0b\u6587\u4e0d\u5524\u9192<\/strong>\u9a71\u52a8\uff0c\u7559\u5230\u4e0b\u4e00\u4e2a\u6b65\u9aa4\u8fb9\u754c\u3002<\/li>\n
            • \u62e6\u622a\u51b3\u7b56<\/strong>\uff1aagent\/pre-step<\/code> \u662f\u8bf7\u6c42\u6d3e\u751f\u524d\u552f\u4e00\u7684\u4e32\u884c\u76d1\u542c\u5668\u94fe\uff0c\u53ef\u6539\u5199\u751a\u81f3\u62d2\u7edd<\/strong>\u8fdb\u5165\u6b65\u9aa4\u7684\u6d88\u606f\uff08\u62d2\u7edd\u4ecd\u4f1a\u8bb0\u5f55\u4e00\u4e2a\u7a7a\u8f6e\u6b21\u2014\u2014\u65e5\u5fd7\u8bb0\u5f55\u8fd9\u6b21\u5c1d\u8bd5\u672c\u8eab\uff09\uff1bagent\/request-error<\/code> \u76d1\u542c\u5668\u53ef\u4ee5\u8fd4\u56de { kind: 'retry' }<\/code> \u62e5\u6709\u5931\u8d25\u6062\u590d\u3002<\/li>\n
            • \u53d6\u6d88<\/strong>\uff1acancel(cause)<\/code> \u5e26\u7c7b\u578b\u5316\u539f\u56e0\uff08user \/ parent \/ hook \/ disposed\uff09\uff0c\u6301\u4e45\u65e5\u5fd7\u4fdd\u7559\u7c97\u7c92\u5ea6 aborted<\/code>\uff0c\u8c01\u8bf7\u6c42\u7684\u53d6\u6d88\u4e0d\u585e\u8fdb\u7ec8\u6001\u7ed3\u679c<\/strong>\uff08\u90a3\u662f\u53e6\u4e00\u7c7b\u6301\u4e45\u4e8b\u4ef6\u7684\u804c\u8d23\uff09\u3002<\/li>\n<\/ul>\n
              \n
              4. \u4e0e WorkBuddy \u5bf9\u7167\uff1a\u540c\u884c\u4e0d\u540c\u8def<\/h2>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
              \u80fd\u529b<\/th>\ndsh \u7684\u7b54\u6848<\/th>\nWorkBuddy \u7684\u7b54\u6848<\/th>\n<\/tr>\n<\/thead>\n
              \u6269\u5c55\u673a\u5236<\/td>\nCordis \u63d2\u4ef6\u6811\uff0c\u914d\u7f6e\u5c42\u53ef\u6362\u4efb\u610f\u80fd\u529b<\/strong><\/td>\nSkill \u6280\u80fd + Expert \u4e13\u5bb6 + Connector \u8fde\u63a5\u5668\uff08MCP\uff09<\/td>\n<\/tr>\n
              \u4f1a\u8bdd\u8bb0\u5fc6<\/td>\n\u4e8b\u4ef6\u6eaf\u6e90\u65e5\u5fd7<\/strong>\uff0c\u6a21\u578b\u53ef\u89c1\u5373\u5df2\u8bb0\u5f55\uff0c\u53ef\u56de\u653e<\/td>\n\u4e09\u5c42\u8bb0\u5fc6\uff08\u4e91\u7aef\u753b\u50cf \/ \u7528\u6237\u7ea7 \/ \u5de5\u4f5c\u533a\u65e5\u5fd7\uff09+ \u4f1a\u8bdd\u5386\u53f2\u68c0\u7d22<\/td>\n<\/tr>\n
              \u5b50 Agent<\/td>\nctx.subagents<\/code> 6 \u4e2a\u63d0\u4f9b\u65b9\uff08\u8fdb\u7a0b\u5185 \/ Claude Code \/ Codex\uff09<\/td>\n\u5b50 Agent + Team \u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/td>\n<\/tr>\n
              \u6280\u80fd\u7cfb\u7edf<\/td>\nctx.skills<\/code> + tool-skill \u4ece\u6587\u4ef6\u7cfb\u7edf\u52a0\u8f7d\u6280\u80fd\u76ee\u5f55<\/td>\n~\/.workbuddy\/skills\/<\/code> \u6280\u80fd\u76ee\u5f55\uff08\u540c\u6784\uff01\uff09<\/td>\n<\/tr>\n
              \u6743\u9650<\/td>\nctx.approval<\/code> + permission-presets \u9884\u8bbe\u8868<\/td>\n\u6743\u9650\u7cfb\u7edf + \u6c99\u7bb1<\/td>\n<\/tr>\n
              \u659c\u6760\u547d\u4ee4<\/td>\nctx.commands<\/code>\uff08\u4e0d\u7ecf\u8fc7\u6a21\u578b\u8f6e\u6b21\uff09<\/td>\n\/ \u547d\u4ee4\u4f53\u7cfb<\/td>\n<\/tr>\n
              \u540e\u53f0\u4efb\u52a1<\/td>\nctx.jobs<\/code><\/td>\n\u540e\u53f0\u4efb\u52a1 \/ \u81ea\u52a8\u5316<\/td>\n<\/tr>\n
              \u8ba1\u5212\u6a21\u5f0f<\/td>\nctx.planMode<\/code><\/td>\nPlan \u6a21\u5f0f<\/td>\n<\/tr>\n
              \u6c99\u7bb1<\/td>\nctx.sandbox<\/code> \/ ctx.fs<\/code> \/ ctx.shell<\/code> \u4e09 seam<\/td>\nBash \u6c99\u7bb1<\/td>\n<\/tr>\n
              \u5f62\u6001<\/td>\n\u5f00\u6e90 MIT\uff0cnpx @deepseek-ai\/dsh web<\/code> \u4e00\u884c\u8d77<\/td>\n\u5546\u4e1a\u4ea7\u54c1\uff0c\u684c\u9762 IDE \u5f00\u7bb1\u5373\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
              \u6700\u6709\u8da3\u7684\u53d1\u73b0\uff1adsh \u7684 ctx.skills<\/code> \u4e0e WorkBuddy \u7684 skill \u76ee\u5f55\u662f\u540c\u4e00\u79cd\u4e1c\u897f<\/strong>\u2014\u2014\u90fd\u662f”\u6280\u80fd\u63d0\u4f9b\u65b9\u6ce8\u518c\u8868 + \u4ece\u6587\u4ef6\u7cfb\u7edf\u52a0\u8f7d\u6280\u80fd\u6b63\u6587 + \u6e32\u67d3\u8fdb\u4f1a\u8bdd\u524d\u7f00”\u3002\u4f60\u5728 WorkBuddy \u91cc\u79ef\u7d2f skill \u7684\u8def\u7ebf\uff0c\u88ab dsh \u5370\u8bc1\u4e3a\u884c\u4e1a\u5171\u8bc6\u3002<\/p>\n
              \u800c WorkBuddy \u76ee\u524d\u6ca1\u6709<\/strong>\u7684\u662f dsh \u7684”\u4e8b\u4ef6\u6eaf\u6e90\u7ea7\u5b8c\u6574\u8f68\u8ff9”\uff1aWorkBuddy \u6709\u8bb0\u5fc6\u6c89\u6dc0\uff0c\u4f46\u4e0d\u662f”\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u3001\u6bcf\u4e2a\u539f\u59cb chunk \u90fd\u53ef\u56de\u653e”\u7684\u5b8c\u6574\u65e5\u5fd7\u3002<\/p>\n
              \n
              5. \u53ef\u501f\u9274\u6e05\u5355\uff08\u7ed3\u5408\u4f60\u7684\u9879\u76ee\uff09<\/h2>\n
              5.1 \u8ba4\u77e5\u5c42\uff1a\u76f4\u63a5\u5438\u6536<\/h3>\n
                \n
              1. \n
                \u8f68\u8ff9\u590d\u76d8\u4e60\u60ef<\/strong>\uff1a\u7ed9 teammate \u7684\u6bcf\u4e2a\u6295\u8d44\u51b3\u7b56\u3001\u6bcf\u7bc7\u535a\u5ba2\u5185\u5bb9\u751f\u4ea7\uff0c\u517b\u6210”\u8fc7\u7a0b\u53ef\u7559\u75d5”\u7684\u4e60\u60ef\u2014\u2014\u5173\u952e\u8282\u70b9\uff08\u5224\u65ad\u3001\u5de5\u5177\u7ed3\u679c\u3001\u4e2d\u9014\u4fee\u6539\uff09\u8bb0\u6210\u7ed3\u6784\u5316\u6761\u76ee\uff0c\u4e8b\u540e\u53ef\u56de\u653e\u3001\u53ef\u5f52\u56e0\u3002WorkBuddy \u7684\u4f1a\u8bdd\u8bb0\u5fc6 + \u5de5\u4f5c\u533a\u65e5\u5fd7\u5df2\u7ecf\u662f\u96cf\u5f62\uff0c\u628a\u5b83\u7528\u5f97\u66f4\u72e0\u3002<\/p>\n<\/li>\n
              2. \n
                “\u6a21\u578b\u53ef\u89c1\u5373\u5df2\u8bb0\u5f55”\u662f\u8c03\u8bd5\u7684\u5e95\u7ebf<\/strong>\uff1a\u591a agent \u534f\u4f5c\uff08teammate 6 \u4e2a agent\uff09\u51fa\u95ee\u9898\uff0c\u6700\u8d35\u7684\u662f”\u4e0d\u77e5\u9053\u54ea\u4e00\u6b65\u9519\u4e86”\u3002\u4efb\u4f55 AI \u4ea4\u4e92\u7cfb\u7edf\uff0c\u5148\u4fdd\u8bc1\u8f93\u5165\u8f93\u51fa\u6709\u5b8c\u6574\u7559\u75d5\uff0c\u518d\u8c08\u522b\u7684<\/strong>\u3002<\/p>\n<\/li>\n
              3. \n
                \u573a\u666f\u5316\u8fd0\u884c\u6a21\u5f0f<\/strong>\uff1adsh \u6709 Standard \/ Code \/ Minimal \/ Creator \u56db\u6a21\u5f0f\uff0cWorkBuddy \u6709 Craft \/ Plan \/ Ask\u2014\u2014”\u6309\u4efb\u52a1\u7c7b\u578b\u5207\u6362\u8fd0\u884c\u5f62\u6001”\u5df2\u662f\u884c\u4e1a\u5171\u8bc6\uff0c\u4f60\u73b0\u5728\u7684\u7528\u6cd5\u662f\u5bf9\u7684\u3002<\/p>\n<\/li>\n<\/ol>\n
                5.2 \u67b6\u6784\u5c42\uff1a\u53ef\u843d\u5230\u81ea\u5df1\u7684\u4ee3\u7801<\/h3>\n
                  \n
                1. \n
                  \u4e8b\u4ef6\u6eaf\u6e90\u4ee3\u66ff”\u76f4\u63a5\u5b58\u6d88\u606f\u6570\u7ec4”<\/strong>\uff1a\u5982\u679c\u4f60\u7ed9\u300a\u65cf\u8c31\u300b\u5c0f\u7a0b\u5e8f\u6216\u6295\u8d44\u7cfb\u7edf\u505a AI \u4f1a\u8bdd\u6301\u4e45\u5316\uff0c\u53c2\u8003 dsh \u7684\u6a21\u5f0f\u2014\u2014\u53ea\u8ffd\u52a0\u4e8b\u4ef6\u65e5\u5fd7\uff08user<\/code> \/ assistant_chunk<\/code> \/ assistant<\/code> \/ tool_call<\/code> \/ tool_result<\/code> \/ header<\/code>\uff09\uff0c\u5386\u53f2\u7531\u6295\u5f71\u6d3e\u751f\u3002\u6536\u76ca\uff1a\u6c38\u4e0d\u53cc\u5199\u3001\u53ef\u56de\u653e\u3001\u53ef fork\u3001\u538b\u7f29\u53ea\u906e\u853d\u4e0d\u5220\u9664\u3002<\/p>\n<\/li>\n
                2. \n
                  seam \u4e09\u4ef6\u5957\u7ec4\u7ec7\u6269\u5c55<\/strong>\uff1a\u5b9a\u4e49\u63a5\u53e3 \/ \u63d0\u4f9b\u65b9\u5b9e\u73b0 \/ \u6d88\u8d39\u65b9\u5206\u79bb\uff0c\u6d88\u8d39\u65b9\u53ea\u4f9d\u8d56\u63a5\u53e3<\/strong>\u3002teammate \u7684 6 \u4e2a agent \u5982\u679c\u5171\u4eab\u63a5\u53e3\u5b9a\u4e49\uff0c\u6362\u6a21\u578b\u3001\u6362\u6570\u636e\u6e90\u90fd\u4e0d\u52a8\u5176\u4ed6 agent\u3002\u8fd9\u662f dsh \u5168\u6587\u6700\u503c\u5f97\u6284\u7684\u7ec4\u7ec7\u6a21\u5f0f\u3002<\/p>\n<\/li>\n
                3. \n
                  \u5d29\u6e83\u6062\u590d”\u4e0d\u622a\u65ad\u3001\u5408\u6210\u7ed3\u675f\u6807\u8bb0”<\/strong>\uff1a\u957f\u4efb\u52a1\u4e2d\u65ad\u540e\u6062\u590d\uff0c\u522b\u5220\u5c3e\u90e8\uff0c\u5408\u6210\u4e00\u4e2a interrupted<\/code> \u7ed3\u675f\u6807\u8bb0\u914d\u5e73\u2014\u2014\u6570\u636e\u6c38\u8fdc\u4e0d\u4e22\u3002<\/p>\n<\/li>\n
                4. \n
                  \u574f\u6570\u636e\u5728\u6e90\u5934\u62d2\u7edd<\/strong>\uff1a\u5199\u65e5\u5fd7\u524d\u505a\u5e8f\u5217\u5316\u6821\u9a8c\uff08\u62d2\u7edd\u4e0d\u53ef JSON \u5e8f\u5217\u5316\u7684 payload\uff09\uff0c\u5b81\u53ef\u5728\u5199\u5165\u65f6\u62a5\u9519\uff0c\u4e5f\u4e0d\u8ba9\u574f\u4e8b\u4ef6\u8fdb\u5165\u771f\u6e90\u3002<\/p>\n<\/li>\n
                5. \n
                  waterfall \u4e8b\u4ef6\u505a\u7b56\u7565<\/strong>\uff1a\u9700\u8981\u505a”\u62e6\u622a\/\u5ba1\u6279\/\u6539\u5199”\u7684\u5730\u65b9\uff0c\u7528”\u53ef\u77ed\u8def\u7684\u73af\u7ed5\u4e2d\u95f4\u4ef6”\u800c\u4e0d\u662f\u786c\u7f16\u7801 if-else\u2014\u2014\u7b56\u7565\u4e0e\u4e3b\u6d41\u7a0b\u89e3\u8026\uff0c\u8fd8\u80fd\u6309\u9700\u53e0\u52a0\u3002<\/p>\n<\/li>\n<\/ol>\n
                  5.3 \u751f\u6001\u5c42\uff1a\u53ef\u6284\u7684\u73b0\u6210\u7ec4\u4ef6<\/h3>\n
                    \n
                  1. dsh \u7684\u6280\u80fd\u3001\u5b50 agent \u591a\u540e\u7aef\u3001session-query\uff08\u4f1a\u8bdd\u5168\u6587\u641c\u7d22\uff09\u3001compaction\uff08\u4e0a\u4e0b\u6587\u538b\u7f29\uff09\u90fd\u662f\u72ec\u7acb\u5305\uff0c\u6982\u5ff5\u53ef\u4ee5\u76f4\u63a5\u79fb\u690d<\/strong>\u5230\u4f60\u81ea\u5df1\u7684\u67b6\u6784\u91cc\uff0c\u4e0d\u7528\u6284\u4ee3\u7801\u3002<\/li>\n<\/ol>\n
                    \n
                    6. \u98ce\u9669\u4e0e\u89c2\u671b\u70b9<\/h2>\n\n\n\n\n\n\n\n\n\n
                    \u98ce\u9669<\/th>\n\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n
                    0.1.x \u5f00\u53d1\u8005\u9884\u89c8<\/strong><\/td>\n8\/13 \u53d1\u5e03\uff0cAPI \u4e0e\u78c1\u76d8\u683c\u5f0f\u90fd\u5728\u5feb\u901f\u6f14\u8fdb\uff0cSESSION_FORMAT_VERSION<\/code> \u660e\u786e\u4e0d\u505a\u8fc1\u79fb<\/strong>\u2014\u2014\u65e7\u65e5\u5fd7\u53ef\u80fd\u6253\u4e0d\u5f00<\/td>\n<\/tr>\n
                    Star \u6570\u6709\u6c34\u5206<\/strong><\/td>\n\u4e00\u5468 17 \u4e07 star \u660e\u663e\u542b\u5927\u91cf”\u5148\u6536\u85cf\u518d\u8bf4”\uff0c\u771f\u5b9e\u5de5\u7a0b\u91c7\u7eb3\u7387\u672a\u9a8c\u8bc1<\/td>\n<\/tr>\n
                    \u751f\u6001\u8d77\u6b65\u671f<\/strong><\/td>\ndsh-plugin<\/code> npm \u8bdd\u9898\u521a\u5f62\u6210\uff0c\u6210\u719f\u63d2\u4ef6\u5c11\uff1bCordis \u662f vendor \u8fdb\u6765\u7684\u7b2c\u4e09\u65b9\u5185\u6838\uff0c\u4e0a\u6e38\u98ce\u9669\u8981\u770b cordiverse\/cordis \u7684\u7ef4\u62a4<\/td>\n<\/tr>\n
                    \u5b9a\u4f4d\u7a84<\/strong><\/td>\n\u5b83\u53ea\u662f harness\uff08\u5916\u58f3\uff09\uff0c\u4e0d\u63d0\u4f9b\u6a21\u578b\u3001\u4e0d\u505a\u8bad\u7ec3\u3001\u4e0d\u505a RAG \u4e2d\u95f4\u4ef6\u2014\u2014\u522b\u6307\u671b\u5f00\u7bb1\u5373\u7528\u7684”\u5b8c\u6574 Agent \u5e94\u7528”<\/td>\n<\/tr>\n
                    \u5bf9\u666e\u901a\u7528\u6237\u4e0d\u53cb\u597d<\/strong><\/td>\n\u662f\u7ed9\u5f00\u53d1\u8005\/\u5e73\u53f0\u6784\u5efa\u8005\u7684\u79ef\u6728\uff0c\u65e5\u5e38\u7528\u6237\u4ecd\u5e94\u5f85\u5728 WorkBuddy \u8fd9\u7c7b\u6210\u54c1\u91cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                    \u7ed3\u8bba\uff1a<\/strong> \u503c\u5f97\u8bfb\u6e90\u7801\u548c\u6587\u6863\uff08\u5c24\u5176\u662f docs\/subsystems\/<\/code> \u548c docs\/cookbook\/<\/code>\uff09\uff0c\u4f5c\u4e3a”\u4e0b\u4e00\u4ee3 Agent \u5e73\u53f0”\u7684\u514d\u8d39\u6559\u6750\uff1b\u4f46\u522b\u6025\u7740\u4e0a\u751f\u4ea7<\/strong>\uff0c\u7b49\u5b83\u5230 1.0 \u6216\u751f\u6001\u7a33\u5b9a\u518d\u8003\u8651\u4f5c\u4e3a\u81ea\u5efa\u5e95\u5ea7\u3002<\/p>\n
                    \n
                    7. \u5ef6\u4f38\u9605\u8bfb<\/h2>\n
                      \n
                    • \u67b6\u6784\u603b\u89c8\uff1adocs\/architecture.zh.md<\/code>\uff08\u542b\u8f6e\u6b21\u6d41\u7a0b\u56fe\uff09<\/li>\n
                    • \u8f68\u8ff9\u65e5\u5fd7\uff1adocs\/subsystems\/session.zh.md<\/code> \u2192 docs\/subsystems\/persistence.zh.md<\/code><\/li>\n
                    • \u63d2\u4ef6\u7cfb\u7edf\uff1adocs\/cordis-primer.zh.md<\/code> \u2192 docs\/capability-seams.zh.md<\/code> \u2192 docs\/event-producer-consumer.zh.md<\/code><\/li>\n
                    • Agent \u5faa\u73af\uff1adocs\/subsystems\/core.zh.md<\/code><\/li>\n
                    • \u672f\u8bed\u8868\uff1adocs\/glossary.zh.md<\/code>\uff08seam \/ scope \/ turn \/ step \u7684\u89c4\u8303\u5b9a\u4e49\uff09<\/li>\n
                    • \u6269\u5c55\u5b9e\u64cd\uff1adocs\/cookbook\/extension-cookbook.zh.md<\/code>\uff08\u52a0\u5de5\u5177 \/ \u52a0 LLM \u9002\u914d\u5668 \/ \u52a0 Chat \u8282\u70b9\u5206\u6b65\u6307\u5357\uff09<\/li>\n
                    • \u672c\u5730\u6e90\u7801\uff1a\u672c\u4ed3\u5e93\u5df2\u514b\u9686\u81f3 dsh-src\/<\/code>\uff08packages\/core\/session<\/code> \u662f\u8f68\u8ff9\u65e5\u5fd7\u5b9e\u73b0\uff0cpackages\/shell<\/code> \u662f seam \u89c4\u8303\u8303\u4f8b\uff09<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"
                      \u7cbe\u8bfb\u5bf9\u8c61\uff1agithub.com\/deepseek-ai\/deepseek-harness\uff08dsh\uff09\uff0c2026- […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[22,23,21,24,25],"class_list":["post-691","post","type-post","status-publish","format-standard","hentry","category-ji-shu","tag-Agent","tag-ai-jia-gou","tag-DeepSeek","tag-shi-jian-su-yuan","tag-cha-jian-xi-tong"],"_links":{"self":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/691","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/comments?post=691"}],"version-history":[{"count":1,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/691\/revisions"}],"predecessor-version":[{"id":693,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/691\/revisions\/693"}],"wp:attachment":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/media?parent=691"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/categories?post=691"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/tags?post=691"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}