{"id":622,"date":"2025-12-16T11:59:24","date_gmt":"2025-12-16T03:59:24","guid":{"rendered":"https:\/\/trantor.ink\/?p=622"},"modified":"2025-12-16T11:59:25","modified_gmt":"2025-12-16T03:59:25","slug":"koog-ai-%e6%a1%86%e6%9e%b6%e6%b7%b1%e5%ba%a6%e6%9e%b6%e6%9e%84%e5%89%96%e6%9e%90%e4%b8%8e%e4%bc%81%e4%b8%9a%e7%ba%a7%e5%ba%94%e7%94%a8%e7%a0%94%e7%a9%b6%e6%8a%a5%e5%91%8a","status":"publish","type":"post","link":"https:\/\/trantor.ink\/?p=622","title":{"rendered":"Koog AI \u6846\u67b6\u6df1\u5ea6\u67b6\u6784\u5256\u6790\u4e0e\u4f01\u4e1a\u7ea7\u5e94\u7528\u7814\u7a76\u62a5\u544a"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/trantor.ink\/?p=622\/#1_%E6%89%A7%E8%A1%8C%E6%91%98%E8%A6%81%EF%BC%9AJVM_%E7%94%9F%E6%80%81%E4%B8%8B%E7%9A%84%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E5%B7%A5%E7%A8%8B%E5%8C%96%E6%96%B0%E8%8C%83%E5%BC%8F\" >1. \u6267\u884c\u6458\u8981\uff1aJVM \u751f\u6001\u4e0b\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u7a0b\u5316\u65b0\u8303\u5f0f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/trantor.ink\/?p=622\/#2_%E6%A0%B8%E5%BF%83%E8%AE%BE%E8%AE%A1%E5%93%B2%E5%AD%A6%E4%B8%8E%E6%9E%B6%E6%9E%84%E5%85%A8%E6%99%AF\" >2. \u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\u4e0e\u67b6\u6784\u5168\u666f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/trantor.ink\/?p=622\/#21_%E4%BB%8E%E8%84%9A%E6%9C%AC%E5%8C%96%E5%88%B0%E5%B7%A5%E7%A8%8B%E5%8C%96%E7%9A%84%E6%BC%94%E8%BF%9B\" >2.1 \u4ece\u811a\u672c\u5316\u5230\u5de5\u7a0b\u5316\u7684\u6f14\u8fdb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/trantor.ink\/?p=622\/#22_%E5%88%86%E5%B1%82%E6%9E%B6%E6%9E%84%E4%BD%93%E7%B3%BB\" >2.2 \u5206\u5c42\u67b6\u6784\u4f53\u7cfb<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/trantor.ink\/?p=622\/#221_%E5%BA%95%E5%B1%82%E8%BF%9E%E6%8E%A5%E5%B1%82%EF%BC%9ALLM_Clients\" >2.2.1 \u5e95\u5c42\u8fde\u63a5\u5c42\uff1aLLM Clients<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/trantor.ink\/?p=622\/#222_%E5%8A%9F%E8%83%BD%E5%A2%9E%E5%BC%BA%E5%B1%82%EF%BC%9ADecorators\" >2.2.2 \u529f\u80fd\u589e\u5f3a\u5c42\uff1aDecorators<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/trantor.ink\/?p=622\/#223_%E4%B8%9A%E5%8A%A1%E6%8A%BD%E8%B1%A1%E5%B1%82%EF%BC%9APrompt_Executors\" >2.2.3 \u4e1a\u52a1\u62bd\u8c61\u5c42\uff1aPrompt Executors<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/trantor.ink\/?p=622\/#3_Prompt_API%EF%BC%9A%E4%B8%8E%E5%A4%A7%E6%A8%A1%E5%9E%8B%E4%BA%A4%E4%BA%92%E7%9A%84%E6%A0%87%E5%87%86%E5%8C%96%E8%AF%AD%E8%A8%80\" >3. Prompt API\uff1a\u4e0e\u5927\u6a21\u578b\u4ea4\u4e92\u7684\u6807\u51c6\u5316\u8bed\u8a00<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/trantor.ink\/?p=622\/#31_%E7%B1%BB%E5%9E%8B%E5%AE%89%E5%85%A8%E7%9A%84_DSL_%E6%9E%84%E5%BB%BA%E7%B3%BB%E7%BB%9F\" >3.1 \u7c7b\u578b\u5b89\u5168\u7684 DSL \u6784\u5efa\u7cfb\u7edf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/trantor.ink\/?p=622\/#32_%E5%A4%9A%E6%A8%A1%E6%80%81%E8%BE%93%E5%85%A5%E7%9A%84%E7%BB%9F%E4%B8%80%E6%8A%BD%E8%B1%A1\" >3.2 \u591a\u6a21\u6001\u8f93\u5165\u7684\u7edf\u4e00\u62bd\u8c61<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/trantor.ink\/?p=622\/#4_%E5%B7%A5%E5%85%B7%E7%94%9F%E6%80%81%E4%B8%8E_MCP_%E9%9B%86%E6%88%90%EF%BC%9A%E8%B5%8B%E4%BA%88_AI_%E7%9C%9F%E5%AE%9E%E4%B8%96%E7%95%8C%E7%9A%84%E8%A1%8C%E5%8A%A8%E5%8A%9B\" >4. \u5de5\u5177\u751f\u6001\u4e0e MCP \u96c6\u6210\uff1a\u8d4b\u4e88 AI \u771f\u5b9e\u4e16\u754c\u7684\u884c\u52a8\u529b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/trantor.ink\/?p=622\/#41_%E5%A4%9A%E6%A0%B7%E5%8C%96%E7%9A%84%E5%B7%A5%E5%85%B7%E5%AE%9A%E4%B9%89%E8%8C%83%E5%BC%8F\" >4.1 \u591a\u6837\u5316\u7684\u5de5\u5177\u5b9a\u4e49\u8303\u5f0f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/trantor.ink\/?p=622\/#42_%E6%99%BA%E8%83%BD%E4%BD%93%E5%8D%B3%E5%B7%A5%E5%85%B7%EF%BC%88Agent-as-a-Tool%EF%BC%89%E4%B8%8E%E5%88%86%E5%B1%82%E6%9E%B6%E6%9E%84\" >4.2 \u667a\u80fd\u4f53\u5373\u5de5\u5177\uff08Agent-as-a-Tool\uff09\u4e0e\u5206\u5c42\u67b6\u6784<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/trantor.ink\/?p=622\/#43_%E6%A8%A1%E5%9E%8B%E4%B8%8A%E4%B8%8B%E6%96%87%E5%8D%8F%E8%AE%AE%EF%BC%88MCP%EF%BC%89%E7%9A%84%E6%B7%B1%E5%BA%A6%E9%9B%86%E6%88%90\" >4.3 \u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09\u7684\u6df1\u5ea6\u96c6\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/trantor.ink\/?p=622\/#44_%E5%B7%A5%E5%85%B7%E6%89%A7%E8%A1%8C%E7%9A%84%E5%B9%B6%E5%8F%91%E4%B8%8E%E6%8E%A7%E5%88%B6\" >4.4 \u5de5\u5177\u6267\u884c\u7684\u5e76\u53d1\u4e0e\u63a7\u5236<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/trantor.ink\/?p=622\/#5_%E7%AD%96%E7%95%A5%E5%BC%95%E6%93%8E%EF%BC%9A%E5%9F%BA%E4%BA%8E%E5%9B%BE%E8%AE%BA%E7%9A%84%E7%A1%AE%E5%AE%9A%E6%80%A7%E5%B7%A5%E4%BD%9C%E6%B5%81\" >5. \u7b56\u7565\u5f15\u64ce\uff1a\u57fa\u4e8e\u56fe\u8bba\u7684\u786e\u5b9a\u6027\u5de5\u4f5c\u6d41<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/trantor.ink\/?p=622\/#51_%E5%9B%BE_DSL%EF%BC%9A%E5%9C%A8%E6%B7%B7%E6%B2%8C%E4%B8%AD%E5%BB%BA%E7%AB%8B%E7%A7%A9%E5%BA%8F\" >5.1 \u56fe DSL\uff1a\u5728\u6df7\u6c8c\u4e2d\u5efa\u7acb\u79e9\u5e8f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/trantor.ink\/?p=622\/#52_%E9%A2%84%E7%BD%AE%E7%AD%96%E7%95%A5%EF%BC%9A%E5%BC%80%E7%AE%B1%E5%8D%B3%E7%94%A8%E7%9A%84%E6%9C%80%E4%BD%B3%E5%AE%9E%E8%B7%B5\" >5.2 \u9884\u7f6e\u7b56\u7565\uff1a\u5f00\u7bb1\u5373\u7528\u7684\u6700\u4f73\u5b9e\u8df5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/trantor.ink\/?p=622\/#521_Chat_Agent_Strategy%EF%BC%88%E5%AF%B9%E8%AF%9D%E7%AD%96%E7%95%A5%EF%BC%89\" >5.2.1 Chat Agent Strategy\uff08\u5bf9\u8bdd\u7b56\u7565\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/trantor.ink\/?p=622\/#522_ReAct_Strategy%EF%BC%88%E6%8E%A8%E7%90%86%E4%B8%8E%E8%A1%8C%E5%8A%A8%E7%AD%96%E7%95%A5%EF%BC%89\" >5.2.2 ReAct Strategy\uff08\u63a8\u7406\u4e0e\u884c\u52a8\u7b56\u7565\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/trantor.ink\/?p=622\/#53_%E8%87%AA%E5%AE%9A%E4%B9%89%E7%AD%96%E7%95%A5%E4%B8%8E%E5%AD%90%E5%9B%BE\" >5.3 \u81ea\u5b9a\u4e49\u7b56\u7565\u4e0e\u5b50\u56fe<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/trantor.ink\/?p=622\/#6_%E7%8A%B6%E6%80%81%E7%AE%A1%E7%90%86%E4%B8%8E%E6%8C%81%E4%B9%85%E5%8C%96%EF%BC%9A%E4%BC%81%E4%B8%9A%E7%BA%A7%E5%AE%B9%E9%94%99%E7%9A%84%E6%A0%B8%E5%BF%83\" >6. \u72b6\u6001\u7ba1\u7406\u4e0e\u6301\u4e45\u5316\uff1a\u4f01\u4e1a\u7ea7\u5bb9\u9519\u7684\u6838\u5fc3<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/trantor.ink\/?p=622\/#61_%E6%A3%80%E6%9F%A5%E7%82%B9%EF%BC%88Checkpoints%EF%BC%89%E6%9C%BA%E5%88%B6\" >6.1 \u68c0\u67e5\u70b9\uff08Checkpoints\uff09\u673a\u5236<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/trantor.ink\/?p=622\/#62_%E6%97%B6%E5%85%89%E5%80%92%E6%B5%81%E4%B8%8E%E5%89%AF%E4%BD%9C%E7%94%A8%E5%9B%9E%E6%BB%9A\" >6.2 \u65f6\u5149\u5012\u6d41\u4e0e\u526f\u4f5c\u7528\u56de\u6eda<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/trantor.ink\/?p=622\/#63_%E5%AD%98%E5%82%A8%E5%90%8E%E7%AB%AF%E7%9A%84%E7%81%B5%E6%B4%BB%E6%80%A7\" >6.3 \u5b58\u50a8\u540e\u7aef\u7684\u7075\u6d3b\u6027<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/trantor.ink\/?p=622\/#7_%E4%B8%8A%E4%B8%8B%E6%96%87%E5%8E%8B%E7%BC%A9%E4%B8%8E%E8%AE%B0%E5%BF%86%E7%AE%A1%E7%90%86%EF%BC%9A%E7%AA%81%E7%A0%B4_Token_%E9%99%90%E5%88%B6\" >7. \u4e0a\u4e0b\u6587\u538b\u7f29\u4e0e\u8bb0\u5fc6\u7ba1\u7406\uff1a\u7a81\u7834 Token \u9650\u5236<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/trantor.ink\/?p=622\/#71_%E8%AF%AD%E4%B9%89%E5%8E%8B%E7%BC%A9%E7%AD%96%E7%95%A5\" >7.1 \u8bed\u4e49\u538b\u7f29\u7b56\u7565<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/trantor.ink\/?p=622\/#72_%E8%AE%B0%E5%BF%86%E4%BF%9D%E6%8A%A4%E6%9C%BA%E5%88%B6\" >7.2 \u8bb0\u5fc6\u4fdd\u62a4\u673a\u5236<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/trantor.ink\/?p=622\/#8_%E7%BB%93%E6%9E%84%E5%8C%96%E8%BE%93%E5%87%BA%E4%B8%8E%E7%B1%BB%E5%9E%8B%E7%B3%BB%E7%BB%9F%EF%BC%9A%E9%A9%AF%E6%9C%8D%E6%A6%82%E7%8E%87%E6%A8%A1%E5%9E%8B\" >8. \u7ed3\u6784\u5316\u8f93\u51fa\u4e0e\u7c7b\u578b\u7cfb\u7edf\uff1a\u9a6f\u670d\u6982\u7387\u6a21\u578b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/trantor.ink\/?p=622\/#81_%E4%BB%8E_Data_Class_%E5%88%B0_JSON_Schema\" >8.1 \u4ece Data Class \u5230 JSON Schema<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/trantor.ink\/?p=622\/#82_%E8%87%AA%E6%84%88%E5%BC%8F%E8%A7%A3%E6%9E%90%EF%BC%88Self-Healing%EF%BC%89\" >8.2 \u81ea\u6108\u5f0f\u89e3\u6790\uff08Self-Healing\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/trantor.ink\/?p=622\/#9_%E7%9F%A5%E8%AF%86%E6%A3%80%E7%B4%A2%EF%BC%88RAG%EF%BC%89%E4%B8%8E%E5%90%91%E9%87%8F%E8%AE%A1%E7%AE%97\" >9. \u77e5\u8bc6\u68c0\u7d22\uff08RAG\uff09\u4e0e\u5411\u91cf\u8ba1\u7b97<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/trantor.ink\/?p=622\/#91_%E5%B5%8C%E5%85%A5%EF%BC%88Embeddings%EF%BC%89%E7%AE%A1%E9%81%93\" >9.1 \u5d4c\u5165\uff08Embeddings\uff09\u7ba1\u9053<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/trantor.ink\/?p=622\/#92_%E6%8E%92%E5%90%8D%E6%96%87%E6%A1%A3%E5%AD%98%E5%82%A8%EF%BC%88Ranked_Document_Storage%EF%BC%89\" >9.2 \u6392\u540d\u6587\u6863\u5b58\u50a8\uff08Ranked Document Storage\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/trantor.ink\/?p=622\/#10_%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E4%B8%8E%E5%85%A8%E9%93%BE%E8%B7%AF%E8%BF%BD%E8%B8%AA\" >10. \u53ef\u89c2\u6d4b\u6027\u4e0e\u5168\u94fe\u8def\u8ffd\u8e2a<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/trantor.ink\/?p=622\/#101_%E4%BA%8B%E4%BB%B6%E9%A9%B1%E5%8A%A8%E7%9A%84%E8%BF%BD%E8%B8%AA%E7%B3%BB%E7%BB%9F\" >10.1 \u4e8b\u4ef6\u9a71\u52a8\u7684\u8ffd\u8e2a\u7cfb\u7edf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/trantor.ink\/?p=622\/#102_OpenTelemetry_%E4%B8%8E%E7%94%9F%E6%80%81%E9%9B%86%E6%88%90\" >10.2 OpenTelemetry \u4e0e\u751f\u6001\u96c6\u6210<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/trantor.ink\/?p=622\/#11_%E7%94%9F%E6%80%81%E9%9B%86%E6%88%90%E4%B8%8E%E9%83%A8%E7%BD%B2%E7%AD%96%E7%95%A5\" >11. \u751f\u6001\u96c6\u6210\u4e0e\u90e8\u7f72\u7b56\u7565<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/trantor.ink\/?p=622\/#111_Spring_Boot_%E4%B8%8E_Ktor_%E9%9B%86%E6%88%90\" >11.1 Spring Boot \u4e0e Ktor \u96c6\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/trantor.ink\/?p=622\/#112_Agent-to-Agent_A2A_%E5%8D%8F%E8%AE%AE\" >11.2 Agent-to-Agent (A2A) \u534f\u8bae<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/trantor.ink\/?p=622\/#12_%E6%A1%88%E4%BE%8B%E5%88%86%E6%9E%90%E4%B8%8E%E5%BA%94%E7%94%A8%E5%9C%BA%E6%99%AF\" >12. \u6848\u4f8b\u5206\u6790\u4e0e\u5e94\u7528\u573a\u666f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/trantor.ink\/?p=622\/#13_%E7%BB%93%E8%AE%BA%E4%B8%8E%E5%B1%95%E6%9C%9B\" >13. \u7ed3\u8bba\u4e0e\u5c55\u671b<\/a><\/li><\/ul><\/nav><\/div>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%E6%89%A7%E8%A1%8C%E6%91%98%E8%A6%81%EF%BC%9AJVM_%E7%94%9F%E6%80%81%E4%B8%8B%E7%9A%84%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E5%B7%A5%E7%A8%8B%E5%8C%96%E6%96%B0%E8%8C%83%E5%BC%8F\"><\/span>1. \u6267\u884c\u6458\u8981\uff1aJVM \u751f\u6001\u4e0b\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u7a0b\u5316\u65b0\u8303\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4ece\u5b9e\u9a8c\u6027\u7684\u6280\u672f\u539f\u578b\u8d70\u5411\u4f01\u4e1a\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\uff0c\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u6b63\u7ecf\u5386\u7740\u4e00\u573a\u6df1\u523b\u7684\u8303\u5f0f\u8f6c\u79fb\u3002\u4f20\u7edf\u7684\u4ee5 Python \u4e3a\u4e3b\u5bfc\u7684 AI \u5f00\u53d1\u6a21\u5f0f\uff0c\u867d\u7136\u5728\u6a21\u578b\u8bad\u7ec3\u548c\u6570\u636e\u79d1\u5b66\u9886\u57df\u5360\u636e\u7edf\u6cbb\u5730\u4f4d\uff0c\u4f46\u5728\u6784\u5efa\u9ad8\u5e76\u53d1\u3001\u5f3a\u7c7b\u578b\u7ea6\u675f\u3001\u4e14\u9700\u8981\u957f\u671f\u7ef4\u62a4\u7684\u751f\u4ea7\u7ea7 Agent\uff08\u667a\u80fd\u4f53\uff09\u7cfb\u7edf\u65f6\uff0c\u5f80\u5f80\u66b4\u9732\u51fa\u5de5\u7a0b\u5316\u80fd\u529b\u7684\u4e0d\u8db3\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5168\u7403\u7edd\u5927\u591a\u6570\u7684\u4f01\u4e1a\u7ea7\u540e\u7aef\u670d\u52a1\u4f9d\u7136\u8fd0\u884c\u5728 Java \u865a\u62df\u673a\uff08JVM\uff09\u4e4b\u4e0a\uff0c\u8fd9\u5728\u73b0\u6709\u7684 AI \u5f00\u53d1\u751f\u6001\u4e0e\u4f01\u4e1a\u57fa\u7840\u8bbe\u65bd\u4e4b\u95f4\u5f62\u6210\u4e86\u4e00\u9053\u660e\u663e\u7684\u9e3f\u6c9f\u3002<\/p>\n\n\n\n<p>\u672c\u62a5\u544a\u65e8\u5728\u5bf9 JetBrains \u63a8\u51fa\u7684\u5f00\u6e90 AI \u6846\u67b6 <strong>Koog<\/strong> \u8fdb\u884c\u8be6\u5c3d\u7684\u89e3\u6784\u4e0e\u5206\u6790 <sup>1<\/sup>\u3002Koog\u5e76\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7b80\u5355\u7684 API \u5305\u88c5\u5668\uff0c\u800c\u662f\u4e00\u5957\u5b8c\u6574\u7684\u3001\u4e13\u4e3a JVM \u548c Kotlin \u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u667a\u80fd\u4f53\u5de5\u7a0b\u5316\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u5229\u7528 Kotlin \u8bed\u8a00\u5f3a\u5927\u7684\u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff08DSL\uff09\u80fd\u529b\u3001\u7c7b\u578b\u5b89\u5168\u7279\u6027\u4ee5\u53ca\u534f\u7a0b\u673a\u5236\uff0cKoog \u8bd5\u56fe\u89e3\u51b3 AI \u5e94\u7528\u5f00\u53d1\u4e2d\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u4e0d\u53ef\u9884\u6d4b\u6027\u3001\u72b6\u6001\u7ba1\u7406\u7684\u590d\u6742\u6027\u4ee5\u53ca\u4e0e\u73b0\u6709\u7cfb\u7edf\u7684\u96c6\u6210\u96be\u5ea6 <sup>1<\/sup>\u3002<\/p>\n\n\n\n<p>\u672c\u62a5\u544a\u5c06\u6df1\u5165\u63a2\u8ba8 Koog \u7684\u6838\u5fc3\u67b6\u6784\u8bbe\u8ba1\uff0c\u5305\u62ec\u5176\u5206\u5c42\u5f0f\u7684 Prompt API\u3001\u57fa\u4e8e\u56fe\u8bba\u7684\u7b56\u7565\uff08Strategy\uff09\u5f15\u64ce\u3001\u4f01\u4e1a\u7ea7\u7684\u72b6\u6001\u6301\u4e45\u5316\u4e0e\u201c\u65f6\u5149\u5012\u6d41\u201d\u673a\u5236\u3001\u4ee5\u53ca\u5176\u5728\u53ef\u89c2\u6d4b\u6027\uff08OpenTelemetry\uff09\u548c\u751f\u6001\u96c6\u6210\uff08Spring Boot, Ktor, MCP\uff09\u65b9\u9762\u7684\u8868\u73b0 <sup>1<\/sup>\u3002\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u7ec4\u4ef6\u7684\u6df1\u5ea6\u5256\u6790\uff0c\u672c\u62a5\u544a\u5c06\u63ed\u793a Koog \u5982\u4f55\u901a\u8fc7\u201c\u4ee3\u7801\u5373\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u7406\u5ff5\uff0c\u5c06\u6982\u7387\u6027\u7684 AI \u6a21\u578b\u884c\u4e3a\u7ea6\u675f\u5728\u786e\u5b9a\u6027\u7684\u8f6f\u4ef6\u5de5\u7a0b\u6846\u67b6\u4e4b\u5185\uff0c\u4ece\u800c\u4e3a\u6784\u5efa\u4e0b\u4e00\u4ee3\u667a\u80fd\u5e94\u7528\u63d0\u4f9b\u575a\u5b9e\u7684\u57fa\u77f3\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%E6%A0%B8%E5%BF%83%E8%AE%BE%E8%AE%A1%E5%93%B2%E5%AD%A6%E4%B8%8E%E6%9E%B6%E6%9E%84%E5%85%A8%E6%99%AF\"><\/span>2. \u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\u4e0e\u67b6\u6784\u5168\u666f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_%E4%BB%8E%E8%84%9A%E6%9C%AC%E5%8C%96%E5%88%B0%E5%B7%A5%E7%A8%8B%E5%8C%96%E7%9A%84%E6%BC%94%E8%BF%9B\"><\/span>2.1 \u4ece\u811a\u672c\u5316\u5230\u5de5\u7a0b\u5316\u7684\u6f14\u8fdb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728 AI \u5e94\u7528\u5f00\u53d1\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u5f00\u53d1\u8005\u5f80\u5f80\u4e60\u60ef\u4e8e\u4f7f\u7528 Python \u811a\u672c\u62fc\u63a5\u5b57\u7b26\u4e32\u6765\u6784\u9020 Prompt\u3002\u7136\u800c\uff0c\u968f\u7740\u4e1a\u52a1\u903b\u8f91\u7684\u590d\u6742\u5316\uff0c\u8fd9\u79cd\u975e\u7ed3\u6784\u5316\u7684\u5f00\u53d1\u65b9\u5f0f\u5bfc\u81f4\u4e86\u4ee3\u7801\u96be\u4ee5\u7ef4\u62a4\u3001\u7c7b\u578b\u9519\u8bef\u9891\u53d1\u4ee5\u53ca\u8fd0\u884c\u65f6\u5f02\u5e38\u96be\u4ee5\u8c03\u8bd5\u7b49\u95ee\u9898\u3002Koog \u7684\u51fa\u73b0\u6807\u5fd7\u7740 AI \u5f00\u53d1\u5411\u5de5\u7a0b\u5316\u3001\u7ed3\u6784\u5316\u65b9\u5411\u7684\u6f14\u8fdb\u3002<\/p>\n\n\n\n<p>Koog \u7684\u8bbe\u8ba1\u6838\u5fc3\u5728\u4e8e**\u201c\u7c7b\u578b\u5b89\u5168\u5373\u751f\u4ea7\u529b\u201d** <sup>1<\/sup>\u3002\u5728 Koog \u4e2d\uff0cPrompt \u4e0d\u518d\u662f\u7b80\u5355\u7684\u5b57\u7b26\u4e32\uff0c\u800c\u662f\u7ed3\u6784\u5316\u7684\u5bf9\u8c61\uff1b\u5de5\u5177\uff08Tools\uff09\u4e0d\u518d\u662f\u968f\u610f\u7684\u51fd\u6570\u8c03\u7528\uff0c\u800c\u662f\u7ecf\u8fc7\u4e25\u683c\u5b9a\u4e49\u7684\u63a5\u53e3\uff1b\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u4e0d\u518d\u662f\u9690\u5f0f\u7684\u5faa\u73af\uff0c\u800c\u662f\u663e\u5f0f\u7684\u56fe\uff08Graph\uff09\u7ed3\u6784\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u7f16\u8bd1\u5668\u80fd\u591f\u5728\u6784\u5efa\u9636\u6bb5\u6355\u83b7\u5927\u91cf\u6f5c\u5728\u9519\u8bef\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u8fd0\u884c\u65f6\u6545\u969c\u7684\u98ce\u9669\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cKoog \u5145\u5206\u5229\u7528\u4e86 <strong>Kotlin Multiplatform (KMP)<\/strong> \u7684\u4f18\u52bf\uff0c\u6253\u7834\u4e86 AI \u903b\u8f91\u53ea\u80fd\u8fd0\u884c\u5728\u540e\u7aef\u670d\u52a1\u5668\u7684\u9650\u5236\u3002Koog \u667a\u80fd\u4f53\u53ef\u4ee5\u88ab\u7f16\u8bd1\u5e76\u90e8\u7f72\u5230 JVM \u670d\u52a1\u7aef\u3001JavaScript \u524d\u7aef\u3001WasmJS \u73af\u5883\uff0c\u751a\u81f3\u662f Android \u548c iOS \u79fb\u52a8\u8bbe\u5907\u4e0a <sup>1<\/sup>\u3002\u8fd9\u79cd\u201c\u4e00\u6b21\u7f16\u5199\uff0c\u5230\u5904\u8fd0\u884c\u201d\u7684\u80fd\u529b\uff0c\u4e3a\u8fb9\u7f18\u8ba1\u7b97\u548c\u7aef\u4fa7 AI \u5e94\u7528\u7684\u5f00\u53d1\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\uff0c\u5141\u8bb8\u4f01\u4e1a\u5728\u4fdd\u62a4\u7528\u6237\u9690\u79c1\u548c\u964d\u4f4e\u4e91\u7aef\u63a8\u7406\u6210\u672c\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u4e00\u81f4\u7684\u667a\u80fd\u5316\u4f53\u9a8c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_%E5%88%86%E5%B1%82%E6%9E%B6%E6%9E%84%E4%BD%93%E7%B3%BB\"><\/span>2.2 \u5206\u5c42\u67b6\u6784\u4f53\u7cfb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u7684\u67b6\u6784\u5448\u73b0\u51fa\u6e05\u6670\u7684\u5206\u5c42\u7279\u5f81\uff0c\u65e8\u5728\u89e3\u8026\u5e95\u5c42\u7684\u6a21\u578b\u8fde\u63a5\u4e0e\u4e0a\u5c42\u7684\u4e1a\u52a1\u903b\u8f91 <sup>5<\/sup>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"221_%E5%BA%95%E5%B1%82%E8%BF%9E%E6%8E%A5%E5%B1%82%EF%BC%9ALLM_Clients\"><\/span>2.2.1 \u5e95\u5c42\u8fde\u63a5\u5c42\uff1aLLM Clients<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f4d\u4e8e\u67b6\u6784\u6700\u5e95\u5c42\u7684\u662f LLM Clients\uff0c\u5b83\u4eec\u8d1f\u8d23\u5904\u7406\u4e0e\u5404\u5927\u6a21\u578b\u63d0\u4f9b\u5546\u7684\u539f\u59cb HTTP\/gRPC \u901a\u4fe1\u3002Koog \u5185\u7f6e\u4e86\u5bf9\u4e3b\u6d41\u4f9b\u5e94\u5546\u7684\u5e7f\u6cdb\u652f\u6301\uff0c\u5305\u62ec OpenAI\u3001Anthropic\u3001Google (Vertex AI\/Gemini)\u3001OpenRouter\u3001DeepSeek \u4ee5\u53ca\u672c\u5730\u8fd0\u884c\u7684 Ollama <sup>3<\/sup>\u3002\u8fd9\u4e00\u5c42\u7684\u8bbe\u8ba1\u9075\u5faa\u4e86\u5355\u4e00\u804c\u8d23\u539f\u5219\uff0c\u4ec5\u5173\u6ce8\u7f51\u7edc\u4f20\u8f93\u3001\u9274\u6743\u4ee5\u53ca\u8bf7\u6c42\/\u54cd\u5e94\u7684\u5e8f\u5217\u5316\u4e0e\u53cd\u5e8f\u5217\u5316\uff0c\u4e3a\u4e0a\u5c42\u63d0\u4f9b\u4e86\u7edf\u4e00\u7684\u62bd\u8c61\u63a5\u53e3\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"222_%E5%8A%9F%E8%83%BD%E5%A2%9E%E5%BC%BA%E5%B1%82%EF%BC%9ADecorators\"><\/span>2.2.2 \u529f\u80fd\u589e\u5f3a\u5c42\uff1aDecorators<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u5728\u57fa\u7840\u8fde\u63a5\u5c42\u4e4b\u4e0a\uff0cKoog \u5f15\u5165\u4e86\u88c5\u9970\u5668\uff08Decorators\uff09\u6a21\u5f0f\u6765\u6ce8\u5165\u6a2a\u5207\u5173\u6ce8\u70b9\uff08Cross-Cutting Concerns\uff09\u3002\u5176\u4e2d\u6700\u5177\u4ee3\u8868\u6027\u7684\u662f RetryingLLMClient 5\u3002\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u7f51\u7edc\u6296\u52a8\u3001\u670d\u52a1\u9650\u6d41\uff08Rate Limiting\uff09\u548c\u77ac\u65f6\u6545\u969c\u662f\u4e0d\u53ef\u907f\u514d\u7684\u3002<\/p>\n\n\n\n<p>RetryingLLMClient \u5e76\u4e0d\u53ea\u662f\u7b80\u5355\u7684\u91cd\u8bd5\uff0c\u800c\u662f\u5b9e\u73b0\u4e86\u4e00\u5957\u667a\u80fd\u7684\u5bb9\u9519\u673a\u5236\u3002\u5b83\u80fd\u591f\u8bc6\u522b\u7279\u5b9a\u7684 HTTP \u72b6\u6001\u7801\uff08\u5982 429 Too Many Requests, 500\/502\/503\/504 Server Errors\uff09\u4ee5\u53ca\u4f9b\u5e94\u5546\u7279\u6709\u7684\u8fc7\u8f7d\u4fe1\u53f7\uff08\u5982 Anthropic \u7684 529 \u72b6\u6001\u7801\uff09\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u914d\u7f6e\u4e0d\u540c\u7684\u91cd\u8bd5\u7b56\u7565\uff08\u5982 CONSERVATIVE \u4fdd\u5b88\u7b56\u7565\u6216 AGGRESSIVE \u6fc0\u8fdb\u7b56\u7565\uff09\uff0c\u5e76\u7ed3\u5408\u6307\u6570\u9000\u907f\uff08Exponential Backoff\uff09\u548c\u968f\u673a\u6296\u52a8\uff08Jitter\uff09\u7b97\u6cd5\uff0c\u6709\u6548\u9632\u6b62\u5728\u670d\u52a1\u6062\u590d\u77ac\u95f4\u56e0\u5e76\u53d1\u91cd\u8bd5\u5bfc\u81f4\u7684\u201c\u60ca\u7fa4\u6548\u5e94\u201d\uff08Thundering Herd Problem\uff09\uff0c\u4ece\u800c\u4fdd\u969c\u7cfb\u7edf\u7684\u6574\u4f53\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"223_%E4%B8%9A%E5%8A%A1%E6%8A%BD%E8%B1%A1%E5%B1%82%EF%BC%9APrompt_Executors\"><\/span>2.2.3 \u4e1a\u52a1\u62bd\u8c61\u5c42\uff1aPrompt Executors<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u6700\u4e0a\u5c42\u662f Prompt Executors\uff0c\u5b83\u662f\u5f00\u53d1\u8005\u5728\u4e1a\u52a1\u4ee3\u7801\u4e2d\u4e3b\u8981\u4ea4\u4e92\u7684\u5bf9\u8c61\u3002Executor \u7ba1\u7406\u7740\u5e95\u5c42 Client \u7684\u751f\u547d\u5468\u671f\uff0c\u5e76\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7ef4\u5ea6\u7684\u80fd\u529b\uff0c\u5982\u591a\u6a21\u578b\u8def\u7531\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7 MultiLLMPromptExecutor\uff0cKoog \u5141\u8bb8\u5728\u4e00\u4e2a\u667a\u80fd\u4f53\u5185\u90e8\u6df7\u5408\u4f7f\u7528\u4e0d\u540c\u4f9b\u5e94\u5546\u7684\u6a21\u578b 5\u3002\u8fd9\u4e00\u7279\u6027\u5728\u6210\u672c\u4f18\u5316\u573a\u666f\u4e2d\u5c24\u4e3a\u5173\u952e\uff1a\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u7b80\u5355\u7684\u610f\u56fe\u8bc6\u522b\u4efb\u52a1\u8def\u7531\u7ed9\u4ef7\u683c\u4f4e\u5ec9\u7684\u6a21\u578b\uff08\u5982 GPT-4o-mini \u6216\u672c\u5730 Ollama \u6a21\u578b\uff09\uff0c\u800c\u5c06\u590d\u6742\u7684\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u8def\u7531\u7ed9\u524d\u6cbf\u6a21\u578b\uff08\u5982 GPT-4o \u6216 Claude 3.5 Sonnet\uff09\u3002\u8fd9\u79cd\u52a8\u6001\u8def\u7531\u80fd\u529b\u4f7f\u5f97\u4f01\u4e1a\u80fd\u591f\u5728\u6027\u80fd\u4e0e\u6210\u672c\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Prompt_API%EF%BC%9A%E4%B8%8E%E5%A4%A7%E6%A8%A1%E5%9E%8B%E4%BA%A4%E4%BA%92%E7%9A%84%E6%A0%87%E5%87%86%E5%8C%96%E8%AF%AD%E8%A8%80\"><\/span>3. Prompt API\uff1a\u4e0e\u5927\u6a21\u578b\u4ea4\u4e92\u7684\u6807\u51c6\u5316\u8bed\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Prompt\uff08\u63d0\u793a\u8bcd\uff09\u662f\u4eba\u7c7b\u4e0e AI \u6a21\u578b\u6c9f\u901a\u7684\u6865\u6881\u3002\u5728 Koog \u4e2d\uff0c\u6784\u5efa Prompt \u4e0d\u518d\u662f\u5b57\u7b26\u4e32\u62fc\u63a5\u7684\u827a\u672f\uff0c\u800c\u662f\u4e25\u8c28\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"31_%E7%B1%BB%E5%9E%8B%E5%AE%89%E5%85%A8%E7%9A%84_DSL_%E6%9E%84%E5%BB%BA%E7%B3%BB%E7%BB%9F\"><\/span>3.1 \u7c7b\u578b\u5b89\u5168\u7684 DSL \u6784\u5efa\u7cfb\u7edf<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u63d0\u4f9b\u4e86\u4e00\u5957\u57fa\u4e8e Kotlin \u7684\u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff08DSL\uff09\u6765\u6784\u5efa Prompt\u3002\u8fd9\u5957 DSL \u5f3a\u5236\u8981\u6c42\u5f00\u53d1\u8005\u6309\u7167 <code>system<\/code>\uff08\u7cfb\u7edf\u6307\u4ee4\uff09\u3001<code>user<\/code>\uff08\u7528\u6237\u8f93\u5165\uff09\u3001<code>assistant<\/code>\uff08\u6a21\u578b\u56de\u590d\uff09\u7684\u89d2\u8272\u7ed3\u6784\u6765\u7ec4\u7ec7\u4fe1\u606f <sup>5<\/sup>\u3002<\/p>\n\n\n\n<p>Kotlin<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">val prompt = prompt(\"prompt_name\", LLMParams()) {\n    system(\"You are a helpful assistant.\")\n    user(\"Tell me about Kotlin\")\n    assistant(\"Kotlin is a modern programming language...\")\n    user(\"What are its key features?\")\n}\n<\/pre>\n\n\n\n<p>\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u5b9a\u4e49\u65b9\u5f0f\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u4f7f\u5f97 Prompt \u7684\u7ed3\u6784\u5728\u7f16\u8bd1\u671f\u5c31\u5f97\u5230\u4e86\u9a8c\u8bc1\u3002\u5f00\u53d1\u8005\u65e0\u6cd5\u9519\u8bef\u5730\u5c06\u7cfb\u7edf\u6307\u4ee4\u653e\u7f6e\u5728\u7528\u6237\u8f93\u5165\u4e4b\u540e\uff0c\u6216\u8005\u6df7\u6dc6\u89d2\u8272\u5b9a\u4e49\u3002\u6b64\u5916\uff0cDSL \u8fd8\u652f\u6301 <code>LLMParams<\/code> \u7684\u914d\u7f6e\uff0c\u5141\u8bb8\u9488\u5bf9\u6bcf\u4e2a Prompt \u5fae\u8c03\u6e29\u5ea6\uff08Temperature\uff09\u3001\u6700\u5927 Token \u6570\u7b49\u8d85\u53c2\u6570\uff0c\u5b9e\u73b0\u4e86\u63d0\u793a\u8bcd\u4e0e\u63a8\u7406\u53c2\u6570\u7684\u5c01\u88c5\u7edf\u4e00\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"32_%E5%A4%9A%E6%A8%A1%E6%80%81%E8%BE%93%E5%85%A5%E7%9A%84%E7%BB%9F%E4%B8%80%E6%8A%BD%E8%B1%A1\"><\/span>3.2 \u591a\u6a21\u6001\u8f93\u5165\u7684\u7edf\u4e00\u62bd\u8c61<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u968f\u7740\u591a\u6a21\u6001\u6a21\u578b\uff08Multimodal LLMs\uff09\u7684\u666e\u53ca\uff0c\u5904\u7406\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u591a\u5a92\u4f53\u6570\u636e\u6210\u4e3a\u5e38\u6001\u3002\u4e0d\u540c\u4f9b\u5e94\u5546\u7684 API \u5728\u5904\u7406\u6587\u4ef6\u4e0a\u4f20\u3001Base64 \u7f16\u7801\u7b49\u65b9\u9762\u5b58\u5728\u5de8\u5927\u5dee\u5f02\u3002Koog \u901a\u8fc7\u7edf\u4e00\u7684 Attachment \u4f53\u7cfb\u5c4f\u853d\u4e86\u8fd9\u4e9b\u5e95\u5c42\u590d\u6742\u6027 5\u3002<\/p>\n\n\n\n<p>\u5f00\u53d1\u8005\u53ef\u4ee5\u5728 user \u6d88\u606f\u5757\u4e2d\u6df7\u5408\u4f7f\u7528\u6587\u672c\u548c\u9644\u4ef6\u3002Koog \u652f\u6301\u591a\u79cd\u9644\u4ef6\u7c7b\u578b\uff0c\u5305\u62ec Attachment.Image\u3001Attachment.Audio\u3001Attachment.Video \u548c\u901a\u7528\u7684 Attachment.File\u3002\u5bf9\u4e8e\u6bcf\u79cd\u9644\u4ef6\uff0c\u7cfb\u7edf\u652f\u6301\u591a\u79cd\u5185\u5bb9\u6e90\uff08AttachmentContent\uff09\uff0c\u65e0\u8bba\u662f\u8fdc\u7a0b URL\u3001\u672c\u5730\u6587\u4ef6\u7684\u4e8c\u8fdb\u5236\u5b57\u8282\u6d41\u3001Base64 \u5b57\u7b26\u4e32\u8fd8\u662f\u7eaf\u6587\u672c\u5185\u5bb9\uff0c\u90fd\u53ef\u4ee5\u901a\u8fc7\u7edf\u4e00\u7684\u63a5\u53e3\u4f20\u5165\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6781\u5927\u5730\u7b80\u5316\u4e86\u591a\u6a21\u6001\u5e94\u7528\u7684\u5f00\u53d1\u6d41\u7a0b\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u4e1a\u52a1\u903b\u8f91\uff0c\u800c\u975e\u5e95\u5c42\u7684\u6587\u4ef6\u6d41\u5904\u7406\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%E5%B7%A5%E5%85%B7%E7%94%9F%E6%80%81%E4%B8%8E_MCP_%E9%9B%86%E6%88%90%EF%BC%9A%E8%B5%8B%E4%BA%88_AI_%E7%9C%9F%E5%AE%9E%E4%B8%96%E7%95%8C%E7%9A%84%E8%A1%8C%E5%8A%A8%E5%8A%9B\"><\/span>4. \u5de5\u5177\u751f\u6001\u4e0e MCP \u96c6\u6210\uff1a\u8d4b\u4e88 AI \u771f\u5b9e\u4e16\u754c\u7684\u884c\u52a8\u529b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4e00\u4e2a\u65e0\u6cd5\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\u7684\u6a21\u578b\u4ec5\u4ec5\u662f\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff1b\u53ea\u6709\u5177\u5907\u4e86\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u7684\u6a21\u578b\uff0c\u624d\u80fd\u88ab\u79f0\u4e3a\u201c\u667a\u80fd\u4f53\u201d\u3002Koog \u7684\u5de5\u5177\u7cfb\u7edf\u8bbe\u8ba1\u65e8\u5728\u8ba9 Java\/Kotlin \u5f00\u53d1\u8005\u80fd\u591f\u4ee5\u96f6\u6469\u64e6\u7684\u65b9\u5f0f\u5c06\u73b0\u6709\u7684\u4e1a\u52a1\u4ee3\u7801\u66b4\u9732\u7ed9 AI\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"41_%E5%A4%9A%E6%A0%B7%E5%8C%96%E7%9A%84%E5%B7%A5%E5%85%B7%E5%AE%9A%E4%B9%89%E8%8C%83%E5%BC%8F\"><\/span>4.1 \u591a\u6837\u5316\u7684\u5de5\u5177\u5b9a\u4e49\u8303\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u63d0\u4f9b\u4e86\u4e09\u79cd\u5b9a\u4e49\u5de5\u5177\u7684\u65b9\u5f0f\uff0c\u8986\u76d6\u4e86\u4ece\u5feb\u901f\u539f\u578b\u5230\u590d\u6742\u4f01\u4e1a\u7ea7\u7ec4\u4ef6\u7684\u5168\u573a\u666f\u9700\u6c42 <sup>6<\/sup>\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6ce8\u89e3\u9a71\u52a8\u5f00\u53d1\uff08Annotation-based\uff09\uff1a<\/strong> \u8fd9\u662f\u6700\u7b26\u5408\u76f4\u89c9\u4e14\u5f00\u53d1\u6548\u7387\u6700\u9ad8\u7684\u65b9\u5f0f\u3002\u5f00\u53d1\u8005\u53ea\u9700\u5728\u73b0\u6709\u7684 Kotlin \u51fd\u6570\u4e0a\u6dfb\u52a0 <code>@Tool<\/code> \u6ce8\u89e3\uff0c\u5e76\u4f7f\u7528 <code>@LLMDescription<\/code> \u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0cKoog \u5c31\u80fd\u81ea\u52a8\u89e3\u6790\u51fd\u6570\u7b7e\u540d\u3001\u53c2\u6570\u7c7b\u578b\u548c\u6587\u6863\uff0c\u5c06\u5176\u6ce8\u518c\u4e3a AI \u53ef\u8c03\u7528\u7684\u5de5\u5177 <sup>7<\/sup>\u3002\u8fd9\u610f\u5473\u7740\u4f01\u4e1a\u73b0\u6709\u7684\u5e9e\u5927\u670d\u52a1\u5c42\u4ee3\u7801\u5e93\uff08Service Layer\uff09\u53ef\u4ee5\u88ab\u4f4e\u6210\u672c\u5730\u8f6c\u5316\u4e3a AI \u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u7c7b\u5f0f\u5b9a\u4e49\uff08Class-based\uff09\uff1a<\/strong> \u5bf9\u4e8e\u9700\u8981\u7ef4\u62a4\u5185\u90e8\u72b6\u6001\u3001\u4f9d\u8d56\u6ce8\u5165\u6216\u590d\u6742\u751f\u547d\u5468\u671f\u7ba1\u7406\u7684\u5de5\u5177\uff0cKoog \u5141\u8bb8\u901a\u8fc7\u7ee7\u627f\u57fa\u7c7b\u7684\u65b9\u5f0f\u8fdb\u884c\u5b9a\u4e49\u3002\u8fd9\u79cd\u65b9\u5f0f\u63d0\u4f9b\u4e86\u6700\u5927\u7684\u7075\u6d3b\u6027\uff0c\u9002\u7528\u4e8e\u6570\u636e\u5e93\u8fde\u63a5\u3001\u6709\u72b6\u6001\u7684 API \u5ba2\u6237\u7aef\u7b49\u573a\u666f\u3002<\/li>\n\n\n\n<li><strong>\u5185\u7f6e\u5de5\u5177\uff08Built-in\uff09\uff1a<\/strong> \u6846\u67b6\u81ea\u5e26\u4e86\u4e00\u7cfb\u5217\u57fa\u7840\u5de5\u5177\uff0c\u7528\u4e8e\u5904\u7406\u901a\u7528\u7684\u4ea4\u4e92\u903b\u8f91\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"42_%E6%99%BA%E8%83%BD%E4%BD%93%E5%8D%B3%E5%B7%A5%E5%85%B7%EF%BC%88Agent-as-a-Tool%EF%BC%89%E4%B8%8E%E5%88%86%E5%B1%82%E6%9E%B6%E6%9E%84\"><\/span>4.2 \u667a\u80fd\u4f53\u5373\u5de5\u5177\uff08Agent-as-a-Tool\uff09\u4e0e\u5206\u5c42\u67b6\u6784<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u5f15\u5165\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u7684\u6982\u5ff5\uff1a\u4efb\u4f55\u667a\u80fd\u4f53\u672c\u8eab\u90fd\u53ef\u4ee5\u88ab\u5305\u88c5\u6210\u4e00\u4e2a\u5de5\u5177 (createAgentTool()) 6\u3002\u8fd9\u4e00\u7279\u6027\u662f\u6784\u5efa\u590d\u6742\u5206\u5c42\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Hierarchical Agent Systems\uff09\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u5728\u5927\u578b\u7cfb\u7edf\u4e2d\uff0c\u5355\u4e00\u7684\u667a\u80fd\u4f53\u5f80\u5f80\u96be\u4ee5\u5904\u7406\u6240\u6709\u9886\u57df\u7684\u590d\u6742\u903b\u8f91\u3002\u901a\u8fc7\u201c\u667a\u80fd\u4f53\u5373\u5de5\u5177\u201d\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u8bbe\u8ba1\u4e00\u4e2a\u201c\u4e3b\u7f16\u6392\u5668\u201d\u667a\u80fd\u4f53\uff0c\u5b83\u5e76\u4e0d\u76f4\u63a5\u6267\u884c\u5177\u4f53\u4efb\u52a1\uff0c\u800c\u662f\u901a\u8fc7\u8c03\u7528\u201c\u5b50\u667a\u80fd\u4f53\u5de5\u5177\u201d\u6765\u5206\u53d1\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u201c\u865a\u62dfCEO\u201d\u667a\u80fd\u4f53\u53ef\u4ee5\u8c03\u7528\u201cCTO\u667a\u80fd\u4f53\u201d\u3001\u201cCFO\u667a\u80fd\u4f53\u201d\u548c\u201cCMO\u667a\u80fd\u4f53\u201d\u6765\u534f\u540c\u5de5\u4f5c\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u7684\u8bbe\u8ba1\u4e0d\u4ec5\u964d\u4f4e\u4e86\u5355\u4e2a\u667a\u80fd\u4f53\u7684\u4e0a\u4e0b\u6587\u8d1f\u62c5\uff0c\u8fd8\u6781\u5927\u5730\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u53ef\u7ef4\u62a4\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"43_%E6%A8%A1%E5%9E%8B%E4%B8%8A%E4%B8%8B%E6%96%87%E5%8D%8F%E8%AE%AE%EF%BC%88MCP%EF%BC%89%E7%9A%84%E6%B7%B1%E5%BA%A6%E9%9B%86%E6%88%90\"><\/span>4.3 \u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09\u7684\u6df1\u5ea6\u96c6\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u62e5\u62b1\u5f00\u653e\u7684 AI \u751f\u6001\uff0cKoog \u6df1\u5ea6\u96c6\u6210\u4e86 Model Context Protocol (MCP) 8\u3002MCP \u662f\u4e00\u4e2a\u65b0\u5174\u7684\u884c\u4e1a\u6807\u51c6\uff0c\u65e8\u5728\u89c4\u8303 AI \u6a21\u578b\u4e0e\u6570\u636e\u6e90\u3001\u5de5\u5177\u4e4b\u95f4\u7684\u8fde\u63a5\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>Koog \u63d0\u4f9b\u4e86 McpToolRegistryProvider\uff0c\u652f\u6301\u901a\u8fc7\u6807\u51c6\u8f93\u5165\u8f93\u51fa\uff08stdio\uff09\u6216\u670d\u52a1\u5668\u53d1\u9001\u4e8b\u4ef6\uff08SSE\uff09\u4e24\u79cd\u4f20\u8f93\u534f\u8bae\u8fde\u63a5 MCP \u670d\u52a1\u5668\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Stdio \u8fde\u63a5\uff1a<\/strong> \u9002\u7528\u4e8e\u8fde\u63a5\u672c\u5730\u8fd0\u884c\u7684\u8fdb\u7a0b\u6216 Docker \u5bb9\u5668\u4e2d\u7684\u5de5\u5177\uff0c\u4f8b\u5982\u672c\u5730\u7684\u6587\u4ef6\u7cfb\u7edf\u64cd\u4f5c\u5de5\u5177\u6216\u547d\u4ee4\u884c\u6267\u884c\u5668\u3002<\/li>\n\n\n\n<li>SSE \u8fde\u63a5\uff1a \u9002\u7528\u4e8e\u8fde\u63a5\u4ee5 Web \u670d\u52a1\u5f62\u5f0f\u63d0\u4f9b\u7684\u8fdc\u7a0b\u5de5\u5177\u96c6\u3002\u901a\u8fc7 MCP\uff0cKoog \u667a\u80fd\u4f53\u4e0d\u518d\u5c40\u9650\u4e8e JVM \u5185\u90e8\u7684\u5de5\u5177\uff0c\u800c\u662f\u80fd\u591f\u8fde\u63a5\u5230\u6574\u4e2a MCP \u751f\u6001\u4e2d\u6210\u5343\u4e0a\u4e07\u7684\u7b2c\u4e09\u65b9\u5de5\u5177\u548c\u670d\u52a1\uff0c\u6781\u5927\u5730\u62d3\u5c55\u4e86\u5176\u80fd\u529b\u8fb9\u754c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"44_%E5%B7%A5%E5%85%B7%E6%89%A7%E8%A1%8C%E7%9A%84%E5%B9%B6%E5%8F%91%E4%B8%8E%E6%8E%A7%E5%88%B6\"><\/span>4.4 \u5de5\u5177\u6267\u884c\u7684\u5e76\u53d1\u4e0e\u63a7\u5236<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728\u5b9e\u9645\u6267\u884c\u5c42\u9762\uff0cKoog \u5c55\u73b0\u4e86\u5bf9\u6027\u80fd\u7684\u6781\u81f4\u8ffd\u6c42\u3002\u73b0\u4ee3 LLM\uff08\u5982 GPT-4o\uff09\u652f\u6301\u5728\u4e00\u6b21\u56de\u590d\u4e2d\u53d1\u51fa\u591a\u4e2a\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\uff08Parallel Function Calling\uff09\u3002Koog \u7684\u8fd0\u884c\u65f6\u73af\u5883\u539f\u751f\u652f\u6301\u8fd9\u79cd\u5e76\u53d1\u6267\u884c\u6a21\u5f0f 6\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u201c\u65c5\u884c\u89c4\u5212\u201d\u573a\u666f\u4e2d\uff0c\u667a\u80fd\u4f53\u53ef\u80fd\u9700\u8981\u540c\u65f6\u67e5\u8be2\u822a\u73ed\u3001\u9152\u5e97\u548c\u5929\u6c14\u4fe1\u606f\u3002Koog \u4f1a\u81ea\u52a8\u89e3\u6790\u51fa\u8fd9\u5c31\u4e09\u4e2a\u72ec\u7acb\u7684\u5de5\u5177\u8c03\u7528\uff0c\u5e76\u5229\u7528 Kotlin \u534f\u7a0b\u7684\u5e76\u53d1\u80fd\u529b\u540c\u65f6\u6267\u884c\u5b83\u4eec\uff0c\u6700\u540e\u5c06\u6240\u6709\u7ed3\u679c\u6c47\u603b\u8fd4\u56de\u7ed9\u6a21\u578b\u3002\u8fd9\u79cd\u5e76\u884c\u5904\u7406\u673a\u5236\u663e\u8457\u964d\u4f4e\u4e86\u7aef\u5230\u7aef\u7684\u5ef6\u8fdf\uff0c\u63d0\u5347\u4e86\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_%E7%AD%96%E7%95%A5%E5%BC%95%E6%93%8E%EF%BC%9A%E5%9F%BA%E4%BA%8E%E5%9B%BE%E8%AE%BA%E7%9A%84%E7%A1%AE%E5%AE%9A%E6%80%A7%E5%B7%A5%E4%BD%9C%E6%B5%81\"><\/span>5. \u7b56\u7565\u5f15\u64ce\uff1a\u57fa\u4e8e\u56fe\u8bba\u7684\u786e\u5b9a\u6027\u5de5\u4f5c\u6d41<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5982\u679c\u8bf4\u5de5\u5177\u662f\u667a\u80fd\u4f53\u7684\u201c\u624b\u201d\uff0c\u90a3\u4e48\u7b56\u7565\uff08Strategy\uff09\u5c31\u662f\u667a\u80fd\u4f53\u7684\u201c\u5927\u8111\u201d\u3002Koog \u6452\u5f03\u4e86\u5b8c\u5168\u4f9d\u8d56 LLM \u81ea\u4e3b\u51b3\u7b56\u7684\u4e0d\u53ef\u63a7\u6a21\u5f0f\uff0c\u8f6c\u800c\u91c7\u7528<strong>\u57fa\u4e8e\u56fe\uff08Graph\uff09\u7684\u5de5\u4f5c\u6d41\u5f15\u64ce<\/strong>\u6765\u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u903b\u8f91 <sup>10<\/sup>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"51_%E5%9B%BE_DSL%EF%BC%9A%E5%9C%A8%E6%B7%B7%E6%B2%8C%E4%B8%AD%E5%BB%BA%E7%AB%8B%E7%A7%A9%E5%BA%8F\"><\/span>5.1 \u56fe DSL\uff1a\u5728\u6df7\u6c8c\u4e2d\u5efa\u7acb\u79e9\u5e8f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u7684\u7b56\u7565\u5f15\u64ce\u5c06\u667a\u80fd\u4f53\u7684\u601d\u8003\u8fc7\u7a0b\u5efa\u6a21\u4e3a\u4e00\u4e2a\u6709\u5411\u56fe\u3002\u56fe\u4e2d\u7684\u8282\u70b9\uff08Nodes\uff09\u4ee3\u8868\u5177\u4f53\u7684\u5904\u7406\u6b65\u9aa4\uff0c\u8fb9\uff08Edges\uff09\u4ee3\u8868\u72b6\u6001\u7684\u6d41\u8f6c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8282\u70b9\uff08Nodes\uff09\uff1a<\/strong> \u6bcf\u4e2a\u8282\u70b9\u90fd\u662f\u4e00\u4e2a\u7c7b\u578b\u5316\u7684\u5904\u7406\u5355\u5143 (<code>node&lt;InputType, OutputType><\/code>)\u3002\u8282\u70b9\u53ef\u4ee5\u662f LLM \u8bf7\u6c42 (<code>nodeLLMRequest<\/code>)\uff0c\u4e5f\u53ef\u4ee5\u662f\u5de5\u5177\u6267\u884c (<code>nodeExecuteTool<\/code>)\uff0c\u751a\u81f3\u53ef\u4ee5\u662f\u4efb\u610f\u7684 Kotlin \u4ee3\u7801\u5757\u3002<\/li>\n\n\n\n<li><strong>\u8fb9\uff08Edges\uff09\uff1a<\/strong> \u8fb9\u5b9a\u4e49\u4e86\u8282\u70b9\u4e4b\u95f4\u7684\u8fde\u63a5\u5173\u7cfb\u3002Koog \u652f\u6301\u6761\u4ef6\u8fb9 (<code>onCondition<\/code>) \u548c\u8f6c\u6362\u8fb9 (<code>transformed<\/code>)\u3002\u8fd9\u610f\u5473\u7740\u5f00\u53d1\u8005\u53ef\u4ee5\u7f16\u5199\u786e\u5b9a\u7684\u903b\u8f91\u89c4\u5219\uff1a\u4f8b\u5982\uff0c\u201c\u53ea\u6709\u5f53 LLM \u7684\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e 0.8 \u65f6\uff0c\u624d\u8df3\u8f6c\u5230\u4eba\u5de5\u5ba1\u6838\u8282\u70b9\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u201c\u786e\u5b9a\u6027\u4ee3\u7801 + \u6982\u7387\u6027\u6a21\u578b\u201d\u7684\u6df7\u5408\u7f16\u6392\u6a21\u5f0f\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u80fd\u591f\u901a\u8fc7\u660e\u786e\u7684\u89c4\u5219\u7ea6\u675f AI \u7684\u884c\u4e3a\u8fb9\u754c\uff0c\u4ece\u800c\u5728\u4fdd\u8bc1\u7075\u6d3b\u6027\u7684\u540c\u65f6\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u53ef\u63a7\u6027\u548c\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"52_%E9%A2%84%E7%BD%AE%E7%AD%96%E7%95%A5%EF%BC%9A%E5%BC%80%E7%AE%B1%E5%8D%B3%E7%94%A8%E7%9A%84%E6%9C%80%E4%BD%B3%E5%AE%9E%E8%B7%B5\"><\/span>5.2 \u9884\u7f6e\u7b56\u7565\uff1a\u5f00\u7bb1\u5373\u7528\u7684\u6700\u4f73\u5b9e\u8df5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u5185\u7f6e\u4e86\u4e24\u79cd\u7ecf\u8fc7\u884c\u4e1a\u9a8c\u8bc1\u7684\u6807\u51c6\u7b56\u7565\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u4e0a\u624b <sup>10<\/sup>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"521_Chat_Agent_Strategy%EF%BC%88%E5%AF%B9%E8%AF%9D%E7%AD%96%E7%95%A5%EF%BC%89\"><\/span>5.2.1 Chat Agent Strategy\uff08\u5bf9\u8bdd\u7b56\u7565\uff09<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u8fd9\u662f\u6700\u901a\u7528\u7684\u4ea4\u4e92\u6a21\u5f0f\u3002\u8be5\u7b56\u7565\u4e0d\u4ec5\u5904\u7406\u57fa\u672c\u7684\u6d88\u606f\u6536\u53d1\uff0c\u8fd8\u5185\u7f6e\u4e86\u590d\u6742\u7684\u5de5\u5177\u5faa\u73af\u903b\u8f91\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u63a5\u6536\u7528\u6237\u8f93\u5165\u3002<\/li>\n\n\n\n<li>LLM \u8fdb\u884c\u5904\u7406\u3002<\/li>\n\n\n\n<li>\u5982\u679c LLM \u51b3\u5b9a\u8c03\u7528\u5de5\u5177\uff0c\u7b56\u7565\u5f15\u64ce\u4f1a\u81ea\u52a8\u62e6\u622a\uff0c\u6267\u884c\u5de5\u5177\uff0c\u5e76\u5c06\u7ed3\u679c\u56de\u586b\u7ed9 LLM\u3002<\/li>\n\n\n\n<li>\u91cd\u590d\u4e0a\u8ff0\u8fc7\u7a0b\uff0c\u76f4\u5230 LLM \u751f\u6210\u6700\u7ec8\u7684\u6587\u672c\u56de\u590d\u3002\u8be5\u7b56\u7565\u8fd8\u5305\u542b\u5bf9\u5f02\u5e38\u60c5\u51b5\u7684\u5904\u7406\uff0c\u4f8b\u5982\u5f53 LLM \u8bd5\u56fe\u76f4\u63a5\u56de\u590d\u7eaf\u6587\u672c\u800c\u5ffd\u7565\u5f3a\u5236\u5de5\u5177\u8c03\u7528\u8981\u6c42\u65f6\uff0c\u7b56\u7565\u4f1a\u81ea\u52a8\u63d0\u4f9b\u53cd\u9988\u4fee\u6b63\u6a21\u578b\u884c\u4e3a\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"522_ReAct_Strategy%EF%BC%88%E6%8E%A8%E7%90%86%E4%B8%8E%E8%A1%8C%E5%8A%A8%E7%AD%96%E7%95%A5%EF%BC%89\"><\/span>5.2.2 ReAct Strategy\uff08\u63a8\u7406\u4e0e\u884c\u52a8\u7b56\u7565\uff09<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u57fa\u4e8e\u8457\u540d\u7684 ReAct (Reasoning and Acting) \u8bba\u6587\uff0c\u8be5\u7b56\u7565\u5f3a\u5236\u667a\u80fd\u4f53\u9075\u5faa\u201c\u63a8\u7406 -&gt; \u884c\u52a8 -&gt; \u89c2\u5bdf\u201d\u7684\u5faa\u73af\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u63a8\u7406\uff08Reason\uff09\uff1a<\/strong> \u667a\u80fd\u4f53\u9996\u5148\u5206\u6790\u5f53\u524d\u72b6\u6001\uff0c\u5236\u5b9a\u4e0b\u4e00\u6b65\u8ba1\u5212\u3002<\/li>\n\n\n\n<li><strong>\u884c\u52a8\uff08Act\uff09\uff1a<\/strong> \u6267\u884c\u5177\u4f53\u7684\u5de5\u5177\u8c03\u7528\u3002<\/li>\n\n\n\n<li>\u89c2\u5bdf\uff08Observe\uff09\uff1a \u83b7\u53d6\u5de5\u5177\u6267\u884c\u7ed3\u679c\u3002\u8fd9\u79cd\u663e\u5f0f\u7684\u601d\u7ef4\u94fe\uff08Chain of Thought\uff09\u8fc7\u7a0b\u7279\u522b\u9002\u5408\u5904\u7406\u9700\u8981\u591a\u6b65\u903b\u8f91\u63a8\u7406\u7684\u590d\u6742\u4efb\u52a1\uff0c\u56e0\u4e3a\u5b83\u8feb\u4f7f\u6a21\u578b\u5c06\u601d\u8003\u8fc7\u7a0b\u5916\u663e\u5316\uff0c\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u4efb\u52a1\u6210\u529f\u7387\uff0c\u4e5f\u4e3a\u540e\u7eed\u7684\u8c03\u8bd5\u548c\u5ba1\u8ba1\u63d0\u4f9b\u4e86\u4f9d\u636e\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"53_%E8%87%AA%E5%AE%9A%E4%B9%89%E7%AD%96%E7%95%A5%E4%B8%8E%E5%AD%90%E5%9B%BE\"><\/span>5.3 \u81ea\u5b9a\u4e49\u7b56\u7565\u4e0e\u5b50\u56fe<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u6781\u5176\u590d\u6742\u7684\u4e1a\u52a1\u573a\u666f\uff0cKoog \u652f\u6301\u5b8c\u5168\u81ea\u5b9a\u4e49\u7684\u7b56\u7565\u56fe\u6784\u5efa\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u5229\u7528 strategy \u51fd\u6570\u5b9a\u4e49\u4efb\u610f\u590d\u6742\u7684\u62d3\u6251\u7ed3\u6784\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0cKoog \u652f\u6301**\u5b50\u56fe\uff08Subgraphs\uff09**\u7684\u6982\u5ff5 11\u3002<\/p>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\u4e00\u4e2a\u590d\u6742\u7684\u6d41\u7a0b\uff08\u5982\u201c\u8d37\u6b3e\u5ba1\u6279\u201d\uff09\u53ef\u4ee5\u88ab\u62c6\u89e3\u4e3a\u591a\u4e2a\u5b50\u6d41\u7a0b\uff08\u201c\u8eab\u4efd\u9a8c\u8bc1\u201d\u3001\u201c\u4fe1\u7528\u67e5\u8be2\u201d\u3001\u201c\u98ce\u9669\u8bc4\u4f30\u201d\uff09\uff0c\u6bcf\u4e2a\u5b50\u6d41\u7a0b\u90fd\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u5b50\u56fe\u3002\u8fd9\u79cd\u5d4c\u5957\u7ed3\u6784\u6781\u5927\u5730\u63d0\u5347\u4e86\u7b56\u7565\u7684\u53ef\u8bfb\u6027\u548c\u590d\u7528\u6027\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_%E7%8A%B6%E6%80%81%E7%AE%A1%E7%90%86%E4%B8%8E%E6%8C%81%E4%B9%85%E5%8C%96%EF%BC%9A%E4%BC%81%E4%B8%9A%E7%BA%A7%E5%AE%B9%E9%94%99%E7%9A%84%E6%A0%B8%E5%BF%83\"><\/span>6. \u72b6\u6001\u7ba1\u7406\u4e0e\u6301\u4e45\u5316\uff1a\u4f01\u4e1a\u7ea7\u5bb9\u9519\u7684\u6838\u5fc3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5728\u6784\u5efa\u751f\u4ea7\u7ea7 AI \u5e94\u7528\u65f6\uff0c\u72b6\u6001\u7ba1\u7406\u662f\u4e00\u4e2a\u68d8\u624b\u7684\u96be\u9898\u3002\u5bf9\u8bdd\u53ef\u80fd\u6301\u7eed\u6570\u5929\uff0c\u7cfb\u7edf\u53ef\u80fd\u968f\u65f6\u91cd\u542f\u3002Koog \u5f15\u5165\u4e86\u6570\u636e\u5e93\u7ea7\u522b\u7684**\u6301\u4e45\u5316\uff08Persistence\uff09**\u673a\u5236\uff0c\u5c06\u667a\u80fd\u4f53\u72b6\u6001\u89c6\u4e3a\u6838\u5fc3\u8d44\u4ea7\u8fdb\u884c\u7ba1\u7406 <sup>12<\/sup>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"61_%E6%A3%80%E6%9F%A5%E7%82%B9%EF%BC%88Checkpoints%EF%BC%89%E6%9C%BA%E5%88%B6\"><\/span>6.1 \u68c0\u67e5\u70b9\uff08Checkpoints\uff09\u673a\u5236<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u91c7\u7528\u68c0\u67e5\u70b9\u673a\u5236\u6765\u4fdd\u5b58\u667a\u80fd\u4f53\u7684\u5b8c\u6574\u72b6\u6001\u3002\u4e00\u4e2a\u68c0\u67e5\u70b9\u4e0d\u4ec5\u5305\u542b\u5bf9\u8bdd\u5386\u53f2\uff08Message History\uff09\uff0c\u8fd8\u5305\u542b\u5f53\u524d\u7684\u6267\u884c\u8282\u70b9\u6307\u9488\u3001\u8be5\u8282\u70b9\u7684\u8f93\u5165\u6570\u636e\u4ee5\u53ca\u65f6\u95f4\u6233\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u7ec6\u7c92\u5ea6\u7684\u72b6\u6001\u6355\u83b7\u4f7f\u5f97 Koog \u5177\u5907\u4e86\u65ad\u70b9\u7eed\u4f20\u7684\u80fd\u529b\u3002\u65e0\u8bba\u662f\u56e0\u4e3a\u670d\u52a1\u5668\u5d29\u6e83\uff0c\u8fd8\u662f\u56e0\u4e3a\u4e1a\u52a1\u6d41\u7a0b\u9700\u8981\u957f\u65f6\u95f4\u7b49\u5f85\uff08\u5982\u7b49\u5f85\u4eba\u5de5\u5ba1\u6279\uff09\uff0c\u7cfb\u7edf\u90fd\u53ef\u4ee5\u968f\u65f6\u4ece\u6700\u8fd1\u7684\u68c0\u67e5\u70b9\u7cbe\u786e\u6062\u590d\uff0c\u7ee7\u7eed\u6267\u884c\u540e\u7eed\u903b\u8f91\uff0c\u800c\u4e0d\u4f1a\u4e22\u5931\u4e0a\u4e0b\u6587\u6216\u91cd\u590d\u6267\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"62_%E6%97%B6%E5%85%89%E5%80%92%E6%B5%81%E4%B8%8E%E5%89%AF%E4%BD%9C%E7%94%A8%E5%9B%9E%E6%BB%9A\"><\/span>6.2 \u65f6\u5149\u5012\u6d41\u4e0e\u526f\u4f5c\u7528\u56de\u6eda<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u6700\u5177\u521b\u65b0\u6027\u7684\u529f\u80fd\u4e4b\u4e00\u662f\u526f\u4f5c\u7528\u56de\u6eda\uff08Side-Effect Rollback\uff09\u3002\u5728\u4f20\u7edf\u7684 AI \u6846\u67b6\u4e2d\uff0c\u5982\u679c\u7528\u6237\u60f3\u8981\u64a4\u9500\u4e00\u6b65\u64cd\u4f5c\uff0c\u5f80\u5f80\u53ea\u80fd\u91cd\u7f6e\u5bf9\u8bdd\u5386\u53f2\uff0c\u4f46\u5916\u90e8\u7cfb\u7edf\uff08\u5982\u6570\u636e\u5e93\uff09\u4e2d\u7684\u53d8\u66f4\u5374\u65e0\u6cd5\u81ea\u52a8\u64a4\u9500\u3002<\/p>\n\n\n\n<p>Koog \u7684 RollbackToolRegistry \u5141\u8bb8\u5f00\u53d1\u8005\u4e3a\u6bcf\u4e2a\u5177\u6709\u526f\u4f5c\u7528\u7684\u5de5\u5177\u6ce8\u518c\u4e00\u4e2a\u201c\u9006\u64cd\u4f5c\u201d\u3002\u4f8b\u5982\uff0c\u4e3a createUser \u5de5\u5177\u6ce8\u518c removeUser \u56de\u6eda\u51fd\u6570\u3002\u5f53\u7cfb\u7edf\u6267\u884c rollbackToCheckpoint \u547d\u4ee4\u8fdb\u884c\u201c\u65f6\u5149\u5012\u6d41\u201d\u65f6\uff0c\u6846\u67b6\u4e0d\u4ec5\u4f1a\u5c06\u5185\u5b58\u72b6\u6001\u6062\u590d\u5230\u8fc7\u53bb\uff0c\u8fd8\u4f1a\u81ea\u52a8\u6309\u7167\u9006\u5e8f\u6267\u884c\u76f8\u5e94\u7684\u56de\u6eda\u51fd\u6570\uff0c\u4fee\u6b63\u5916\u90e8\u7cfb\u7edf\u7684\u72b6\u6001 12\u3002\u8fd9\u4e00\u673a\u5236\u4e3a AI \u5e94\u7528\u63d0\u4f9b\u4e86\u7c7b\u4f3c\u6570\u636e\u5e93\u4e8b\u52a1\uff08Transaction\uff09\u7684\u4e00\u81f4\u6027\u4fdd\u969c\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u548c\u5bb9\u9519\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"63_%E5%AD%98%E5%82%A8%E5%90%8E%E7%AB%AF%E7%9A%84%E7%81%B5%E6%B4%BB%E6%80%A7\"><\/span>6.3 \u5b58\u50a8\u540e\u7aef\u7684\u7075\u6d3b\u6027<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u9002\u5e94\u4e0d\u540c\u7684\u90e8\u7f72\u73af\u5883\uff0cKoog \u7684\u6301\u4e45\u5316\u5c42\u8bbe\u8ba1\u4e3a\u53ef\u63d2\u62d4\u7684\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>InMemoryPersistenceStorageProvider\uff1a<\/strong> \u9002\u7528\u4e8e\u6d4b\u8bd5\u548c\u77ed\u751f\u547d\u5468\u671f\u4f1a\u8bdd\u3002<\/li>\n\n\n\n<li><strong>FilePersistenceStorageProvider\uff1a<\/strong> \u9002\u7528\u4e8e\u5355\u673a\u90e8\u7f72\uff0c\u5c06\u72b6\u6001\u6301\u4e45\u5316\u5230\u6587\u4ef6\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u5b9a\u4e49\u5b58\u50a8\uff1a<\/strong> \u63a5\u53e3\u5316\u7684\u8bbe\u8ba1\u5141\u8bb8\u5f00\u53d1\u8005\u8f7b\u677e\u5bf9\u63a5 Redis\u3001PostgreSQL\u3001MongoDB \u7b49\u4f01\u4e1a\u7ea7\u5206\u5e03\u5f0f\u5b58\u50a8\uff0c\u6ee1\u8db3\u4e91\u539f\u751f\u67b6\u6784\u4e0b\u7684\u65e0\u72b6\u6001\u670d\u52a1\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_%E4%B8%8A%E4%B8%8B%E6%96%87%E5%8E%8B%E7%BC%A9%E4%B8%8E%E8%AE%B0%E5%BF%86%E7%AE%A1%E7%90%86%EF%BC%9A%E7%AA%81%E7%A0%B4_Token_%E9%99%90%E5%88%B6\"><\/span>7. \u4e0a\u4e0b\u6587\u538b\u7f29\u4e0e\u8bb0\u5fc6\u7ba1\u7406\uff1a\u7a81\u7834 Token \u9650\u5236<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5927\u6a21\u578b\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08Context Window\uff09\u662f\u957f\u5bf9\u8bdd\u5e94\u7528\u9762\u4e34\u7684\u4e3b\u8981\u74f6\u9888\u3002Koog \u5185\u7f6e\u4e86\u9ad8\u7ea7\u7684**\u5386\u53f2\u8bb0\u5f55\u538b\u7f29\uff08History Compression\uff09**\u6a21\u5757\uff0c\u65e8\u5728\u5728\u4fdd\u7559\u5173\u952e\u4fe1\u606f\u7684\u540c\u65f6\u6700\u5c0f\u5316 Token \u6d88\u8017 <sup>13<\/sup>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"71_%E8%AF%AD%E4%B9%89%E5%8E%8B%E7%BC%A9%E7%AD%96%E7%95%A5\"><\/span>7.1 \u8bed\u4e49\u538b\u7f29\u7b56\u7565<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u63d0\u4f9b\u4e86\u591a\u79cd\u538b\u7f29\u7b56\u7565\uff0c\u800c\u975e\u7b80\u5355\u7684\u622a\u65ad\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>WholeHistory\uff08\u5168\u91cf\u6458\u8981\uff09\uff1a<\/strong> \u5c06\u6574\u4e2a\u5bf9\u8bdd\u5386\u53f2\u538b\u7f29\u4e3a\u4e00\u6bb5\u7cbe\u70bc\u7684 &#8220;TLDR&#8221;\uff08\u592a\u957f\u4e0d\u770b\uff09\u6458\u8981\u3002\u8fd9\u9002\u7528\u4e8e\u9700\u8981\u4fdd\u6301\u5b8f\u89c2\u4e0a\u4e0b\u6587\u4f46\u4e0d\u9700\u8981\u7ec6\u8282\u7684\u573a\u666f\u3002<\/li>\n\n\n\n<li><strong>FromLastNMessages\uff08\u6ed1\u52a8\u7a97\u53e3\uff09\uff1a<\/strong> \u4fdd\u7559\u6700\u8fd1 N \u6761\u539f\u59cb\u6d88\u606f\uff0c\u6458\u8981\u6216\u4e22\u5f03\u66f4\u65e9\u7684\u6d88\u606f\u3002\u8fd9\u5bf9\u4e8e\u5173\u6ce8\u5373\u65f6\u4ea4\u4e92\u7684\u573a\u666f\u6700\u4e3a\u6709\u6548\u3002<\/li>\n\n\n\n<li><strong>Chunked\uff08\u5206\u5757\u6458\u8981\uff09\uff1a<\/strong> \u5c06\u5386\u53f2\u8bb0\u5f55\u5207\u5206\u4e3a\u56fa\u5b9a\u5927\u5c0f\u7684\u5757\uff0c\u5e76\u5206\u522b\u8fdb\u884c\u6458\u8981\u3002\u8fd9\u79cd\u201c\u6458\u8981\u94fe\u201d\u7ed3\u6784\u4f7f\u5f97\u667a\u80fd\u4f53\u80fd\u591f\u5728\u8d85\u957f\u5bf9\u8bdd\u4e2d\u4f9d\u7136\u4fdd\u7559\u5173\u952e\u7684\u65f6\u95f4\u8282\u70b9\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>RetrieveFactsFromHistory\uff08\u4e8b\u5b9e\u63d0\u53d6\uff09\uff1a<\/strong> \u8fd9\u662f\u6700\u667a\u80fd\u7684\u7b56\u7565\u3002\u7cfb\u7edf\u4f1a\u5206\u6790\u5bf9\u8bdd\uff0c\u63d0\u53d6\u51fa\u5173\u952e\u7684\u201c\u4e8b\u5b9e\u201d\uff08Facts\uff09\u5b58\u5165\u957f\u671f\u8bb0\u5fc6\uff0c\u7136\u540e\u4e22\u5f03\u5197\u4f59\u7684\u5bf9\u8bdd\u6587\u672c\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u5c06\u5bf9\u8bdd\u5386\u53f2\u8f6c\u5316\u4e3a\u4e86\u52a8\u6001\u77e5\u8bc6\u5e93\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"72_%E8%AE%B0%E5%BF%86%E4%BF%9D%E6%8A%A4%E6%9C%BA%E5%88%B6\"><\/span>7.2 \u8bb0\u5fc6\u4fdd\u62a4\u673a\u5236<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728\u538b\u7f29\u8fc7\u7a0b\u4e2d\uff0cKoog \u5f15\u5165\u4e86 <code>preserveMemory<\/code> \u53c2\u6570\u3002\u8fd9\u786e\u4fdd\u4e86\u90a3\u4e9b\u88ab\u6807\u8bb0\u4e3a\u5173\u952e\u8bb0\u5fc6\u7684\u4fe1\u606f\uff08\u5982\u7528\u6237\u8bbe\u5b9a\u7684\u504f\u597d\u3001\u5df2\u786e\u8ba4\u7684\u4e8b\u5b9e\uff09\u4e0d\u4f1a\u5728\u538b\u7f29\u8fc7\u7a0b\u4e2d\u88ab\u610f\u5916\u4e22\u5f03\uff0c\u4ece\u800c\u4fdd\u8bc1\u4e86\u667a\u80fd\u4f53\u4eba\u683c\u548c\u8ba4\u77e5\u7684\u8fde\u7eed\u6027 <sup>13<\/sup>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8_%E7%BB%93%E6%9E%84%E5%8C%96%E8%BE%93%E5%87%BA%E4%B8%8E%E7%B1%BB%E5%9E%8B%E7%B3%BB%E7%BB%9F%EF%BC%9A%E9%A9%AF%E6%9C%8D%E6%A6%82%E7%8E%87%E6%A8%A1%E5%9E%8B\"><\/span>8. \u7ed3\u6784\u5316\u8f93\u51fa\u4e0e\u7c7b\u578b\u7cfb\u7edf\uff1a\u9a6f\u670d\u6982\u7387\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4f01\u4e1a\u7ea7\u8f6f\u4ef6\u4f9d\u8d56\u4e8e\u7cbe\u786e\u7684\u6570\u636e\u7ed3\u6784\uff0c\u800c LLM \u9ed8\u8ba4\u8f93\u51fa\u7684\u662f\u975e\u7ed3\u6784\u5316\u7684\u6587\u672c\u3002Koog \u7684 <strong>Structured Output API<\/strong> \u5229\u7528 Kotlin \u5f3a\u5927\u7684\u7c7b\u578b\u7cfb\u7edf\uff0c\u5f3a\u5236\u6a21\u578b\u751f\u6210\u7b26\u5408\u9884\u671f\u7684\u6570\u636e <sup>14<\/sup>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"81_%E4%BB%8E_Data_Class_%E5%88%B0_JSON_Schema\"><\/span>8.1 \u4ece Data Class \u5230 JSON Schema<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5f00\u53d1\u8005\u65e0\u9700\u624b\u52a8\u7f16\u5199\u590d\u6742\u7684 Prompt \u6765\u63cf\u8ff0\u8f93\u51fa\u683c\u5f0f\u3002\u53ea\u9700\u5b9a\u4e49\u6807\u51c6\u7684 Kotlin \u6570\u636e\u7c7b\uff08Data Class\uff09\uff0c\u5e76\u6dfb\u52a0 <code>@Serializable<\/code> \u548c <code>@LLMDescription<\/code> \u6ce8\u89e3\uff1a<\/p>\n\n\n\n<p>Kotlin<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">@Serializable\n@SerialName(\"WeatherForecast\")\n@LLMDescription(\"Weather forecast for a given location\")\ndata class WeatherForecast(\n    @property:LLMDescription(\"Temperature in Celsius\")\n    val temperature: Int,\n    val conditions: String\n)\n<\/pre>\n\n\n\n<p>Koog \u4f1a\u81ea\u52a8\u5206\u6790\u8fd9\u4e9b\u7c7b\u5b9a\u4e49\uff0c\u751f\u6210\u4e25\u683c\u7684 JSON Schema\uff0c\u5e76\u5229\u7528\u6a21\u578b\u63d0\u4f9b\u5546\u7684\u539f\u751f\u80fd\u529b\uff08\u5982 OpenAI JSON Mode\uff09\u6765\u7ea6\u675f\u8f93\u51fa\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"82_%E8%87%AA%E6%84%88%E5%BC%8F%E8%A7%A3%E6%9E%90%EF%BC%88Self-Healing%EF%BC%89\"><\/span>8.2 \u81ea\u6108\u5f0f\u89e3\u6790\uff08Self-Healing\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5373\u4f7f\u6709 Schema \u7ea6\u675f\uff0c\u6a21\u578b\u5076\u5c14\u4ecd\u4f1a\u751f\u6210\u683c\u5f0f\u9519\u8bef\u7684 JSON\u3002Koog \u5f15\u5165\u4e86 <strong>StructureFixingParser<\/strong> \u673a\u5236\u3002\u5f53\u53cd\u5e8f\u5217\u5316\u5931\u8d25\u65f6\uff0c\u6846\u67b6\u4e0d\u4f1a\u76f4\u63a5\u629b\u51fa\u5f02\u5e38\uff0c\u800c\u662f\u4f1a\u81ea\u52a8\u6355\u83b7\u9519\u8bef\u4fe1\u606f\u548c\u539f\u59cb\u8f93\u51fa\uff0c\u5c06\u5176\u53cd\u9988\u7ed9\u4e00\u4e2a\u8f85\u52a9\u7684 LLM\uff08\u6216\u539f\u6a21\u578b\uff09\uff0c\u8bf7\u6c42\u5176\u8fdb\u884c\u201c\u4fee\u590d\u201d\u3002\u8fd9\u79cd\u81ea\u6108\u673a\u5236\u5728\u540e\u53f0\u9ed8\u9ed8\u5de5\u4f5c\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u7cfb\u7edf\u5728\u9762\u5bf9\u6a21\u578b\u5e7b\u89c9\u6216\u683c\u5f0f\u9519\u8bef\u65f6\u7684\u9c81\u68d2\u6027\uff0c\u786e\u4fdd\u4e86\u6700\u7ec8\u4ea4\u4ed8\u7ed9\u4e1a\u52a1\u903b\u8f91\u7684\u6570\u636e\u59cb\u7ec8\u662f\u5408\u6cd5\u4e14\u7c7b\u578b\u5b89\u5168\u7684\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"9_%E7%9F%A5%E8%AF%86%E6%A3%80%E7%B4%A2%EF%BC%88RAG%EF%BC%89%E4%B8%8E%E5%90%91%E9%87%8F%E8%AE%A1%E7%AE%97\"><\/span>9. \u77e5\u8bc6\u68c0\u7d22\uff08RAG\uff09\u4e0e\u5411\u91cf\u8ba1\u7b97<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4e3a\u4e86\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u77e5\u8bc6\u8fb9\u754c\uff0cKoog \u5185\u7f6e\u4e86\u5b8c\u6574\u7684 <strong>Embeddings<\/strong> \u548c <strong>RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/strong> \u6a21\u5757 <sup>15<\/sup>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"91_%E5%B5%8C%E5%85%A5%EF%BC%88Embeddings%EF%BC%89%E7%AE%A1%E9%81%93\"><\/span>9.1 \u5d4c\u5165\uff08Embeddings\uff09\u7ba1\u9053<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u7684 <code>embeddings<\/code> \u6a21\u5757\u63d0\u4f9b\u4e86\u4e00\u5957\u7edf\u4e00\u7684\u63a5\u53e3 <code>Embedder<\/code>\uff0c\u7528\u4e8e\u5c06\u6587\u672c\u6216\u4ee3\u7801\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\uff08Vector\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u652f\u6301\uff1a<\/strong> \u6846\u67b6\u652f\u6301\u672c\u5730\u8fd0\u884c\u7684 Ollama \u6a21\u578b\uff08\u5982 <code>NOMIC_EMBED_TEXT<\/code>, <code>ALL_MINILM<\/code>\uff09\uff0c\u8fd9\u5bf9\u4e8e\u6570\u636e\u9690\u79c1\u654f\u611f\u7684\u4f01\u4e1a\u81f3\u5173\u91cd\u8981\u3002\u540c\u65f6\uff0c\u4e5f\u652f\u6301\u4e91\u7aef\u7684 OpenAI (<code>TextEmbeddingAda002<\/code>) \u548c AWS Bedrock (Titan, Cohere) \u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u8bed\u4e49\u68c0\u7d22\uff1a<\/strong> \u62a5\u544a\u663e\u793a Koog \u7279\u522b\u4f18\u5316\u4e86\u4ee3\u7801\u5230\u6587\u672c\uff08Code-to-Text\uff09\u548c\u4ee3\u7801\u5230\u4ee3\u7801\uff08Code-to-Code\uff09\u7684\u6bd4\u8f83\u80fd\u529b\uff0c\u8fd9\u4f7f\u5f97\u5b83\u975e\u5e38\u9002\u5408\u6784\u5efa\u667a\u80fd\u7f16\u7a0b\u52a9\u624b\u6216\u4ee3\u7801\u5e93\u95ee\u7b54\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"92_%E6%8E%92%E5%90%8D%E6%96%87%E6%A1%A3%E5%AD%98%E5%82%A8%EF%BC%88Ranked_Document_Storage%EF%BC%89\"><\/span>9.2 \u6392\u540d\u6587\u6863\u5b58\u50a8\uff08Ranked Document Storage\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u63d0\u4f9b\u4e86\u201c\u6392\u540d\u6587\u6863\u5b58\u50a8\u201d\u7684\u62bd\u8c61\uff0c\u8fd9\u662f\u5b9e\u73b0 RAG \u7684\u6838\u5fc3\u7ec4\u4ef6\u3002\u5b83\u6db5\u76d6\u4e86\u6587\u6863\u7684\u6444\u5165\u3001\u5207\u7247\u3001\u5411\u91cf\u5316\u5b58\u50a8\u4ee5\u53ca\u57fa\u4e8e\u8bed\u4e49\u76f8\u4f3c\u5ea6\u7684\u68c0\u7d22\u3002\u867d\u7136\u5177\u4f53\u7684\u5411\u91cf\u6570\u636e\u5e93\u5b9e\u73b0\u7ec6\u8282\u5728\u6458\u8981\u4e2d\u672a\u5b8c\u5168\u5c55\u5f00\uff0c\u4f46\u8be5\u6a21\u5757\u7684\u5b58\u5728\u8868\u660e Koog \u81f4\u529b\u4e8e\u63d0\u4f9b\u7aef\u5230\u7aef\u7684\u77e5\u8bc6\u5e93\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u975e\u4ec5\u4ec5\u4f9d\u8d56\u5916\u90e8\u7684\u5411\u91cf\u6570\u636e\u5e93\u670d\u52a1 <sup>15<\/sup>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E4%B8%8E%E5%85%A8%E9%93%BE%E8%B7%AF%E8%BF%BD%E8%B8%AA\"><\/span>10. \u53ef\u89c2\u6d4b\u6027\u4e0e\u5168\u94fe\u8def\u8ffd\u8e2a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u201cAI \u4e3a\u4ec0\u4e48\u8fd9\u4e48\u56de\u7b54\uff1f\u201d\u662f\u4e00\u4e2a\u6c38\u6052\u7684\u95ee\u9898\u3002Koog \u901a\u8fc7\u6df1\u5ea6\u7684**\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09**\u96c6\u6210\u6765\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898 <sup>16<\/sup>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"101_%E4%BA%8B%E4%BB%B6%E9%A9%B1%E5%8A%A8%E7%9A%84%E8%BF%BD%E8%B8%AA%E7%B3%BB%E7%BB%9F\"><\/span>10.1 \u4e8b\u4ef6\u9a71\u52a8\u7684\u8ffd\u8e2a\u7cfb\u7edf<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u91c7\u7528\u4e8b\u4ef6\u9a71\u52a8\u67b6\u6784\uff0c\u5728\u667a\u80fd\u4f53\u6267\u884c\u7684\u6bcf\u4e00\u4e2a\u5173\u952e\u8282\u70b9\u90fd\u4f1a\u53d1\u51fa\u4e8b\u4ef6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u751f\u547d\u5468\u671f\u4e8b\u4ef6\uff1a<\/strong> <code>AgentStartingEvent<\/code>, <code>AgentCompletedEvent<\/code><\/li>\n\n\n\n<li><strong>\u6267\u884c\u4e8b\u4ef6\uff1a<\/strong> <code>NodeExecutionStartingEvent<\/code><\/li>\n\n\n\n<li><strong>LLM \u4ea4\u4e92\u4e8b\u4ef6\uff1a<\/strong> <code>LLMCallStartingEvent<\/code>, <code>LLMStreamingFrameReceivedEvent<\/code><\/li>\n\n\n\n<li><strong>\u5de5\u5177\u8c03\u7528\u4e8b\u4ef6\uff1a<\/strong> <code>ToolCallStartingEvent<\/code>, <code>ToolValidationFailedEvent<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"102_OpenTelemetry_%E4%B8%8E%E7%94%9F%E6%80%81%E9%9B%86%E6%88%90\"><\/span>10.2 OpenTelemetry \u4e0e\u751f\u6001\u96c6\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog \u5bf9 OpenTelemetry (OTel) \u63d0\u4f9b\u4e86\u539f\u751f\u652f\u6301 4\u3002\u5b83\u4f1a\u81ea\u52a8\u4e3a\u6bcf\u4e00\u6b21 Agent \u8fd0\u884c\u521b\u5efa Trace\uff0c\u5305\u542b InvokeAgentSpan\uff08\u667a\u80fd\u4f53\u8c03\u7528\uff09\u3001NodeExecuteSpan\uff08\u8282\u70b9\u6267\u884c\uff09\u548c InferenceSpan\uff08\u6a21\u578b\u63a8\u7406\uff09\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b Span \u88ab\u81ea\u52a8\u586b\u5145\u4e86\u4e30\u5bcc\u7684\u5143\u6570\u636e\uff08Attributes\uff09\uff0c\u9075\u5faa GenAI \u8bed\u4e49\u516c\u7ea6\uff08Semantic Conventions\uff09\u3002\u8fd9\u610f\u5473\u7740 Koog \u7684\u8fd0\u884c\u6570\u636e\u53ef\u4ee5\u76f4\u63a5\u5bfc\u5165 Jaeger, Prometheus \u7b49\u6807\u51c6\u76d1\u63a7\u7cfb\u7edf\uff0c\u6216\u8005\u65e0\u7f1d\u96c6\u6210\u5230 Langfuse \u548c W&amp;B Weave \u7b49\u4e13\u4e1a\u7684 AI \u76d1\u63a7\u5e73\u53f0 17\u3002\u901a\u8fc7\u8fd9\u4e9b\u5de5\u5177\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u76f4\u89c2\u5730\u67e5\u770b\u53ef\u89c6\u5316\u7684\u6267\u884c\u7011\u5e03\u56fe\uff08Waterfall\uff09\uff0c\u5206\u6790 Token \u6d88\u8017\u6210\u672c\uff0c\u5b9a\u4f4d\u5ef6\u8fdf\u74f6\u9888\uff0c\u751a\u81f3\u56de\u653e\u6bcf\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u7684\u8be6\u7ec6\u53c2\u6570\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"11_%E7%94%9F%E6%80%81%E9%9B%86%E6%88%90%E4%B8%8E%E9%83%A8%E7%BD%B2%E7%AD%96%E7%95%A5\"><\/span>11. \u751f\u6001\u96c6\u6210\u4e0e\u90e8\u7f72\u7b56\u7565<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Koog \u5e76\u975e\u5b64\u5c9b\uff0c\u5b83\u662f JVM \u5e9e\u5927\u751f\u6001\u7684\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"111_Spring_Boot_%E4%B8%8E_Ktor_%E9%9B%86%E6%88%90\"><\/span>11.1 Spring Boot \u4e0e Ktor \u96c6\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Spring Boot\uff1a<\/strong> \u901a\u8fc7 <code>koog-spring-boot-starter<\/code>\uff0cKoog \u4e3a Spring \u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5b8c\u7f8e\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\u4f53\u9a8c\u3002\u53ea\u9700\u5728\u914d\u7f6e\u6587\u4ef6\u4e2d\u8bbe\u7f6e API Key\uff0c\u6846\u67b6\u5c31\u4f1a\u81ea\u52a8\u914d\u7f6e\u5e76\u6ce8\u5165 <code>PromptExecutor<\/code> Bean\u3002\u8fd9\u4f7f\u5f97\u5728\u4e00\u4e2a\u5e9e\u5927\u7684 Spring \u5fae\u670d\u52a1\u67b6\u6784\u4e2d\u5f15\u5165 AI \u80fd\u529b\uff0c\u5c31\u50cf\u5f15\u5165\u4e00\u4e2a\u6570\u636e\u5e93\u9a71\u52a8\u4e00\u6837\u7b80\u5355 <sup>3<\/sup>\u3002<\/li>\n\n\n\n<li><strong>Ktor\uff1a<\/strong> \u4f5c\u4e3a JetBrains \u4eb2\u513f\u5b50\uff0cKoog \u4e0e Ktor \u7684\u96c6\u6210\u66f4\u662f\u6d51\u7136\u5929\u6210\uff0c\u652f\u6301\u6784\u5efa\u9ad8\u6027\u80fd\u3001\u5f02\u6b65\u975e\u963b\u585e\u7684 AI \u5fae\u670d\u52a1 <sup>11<\/sup>\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"112_Agent-to-Agent_A2A_%E5%8D%8F%E8%AE%AE\"><\/span>11.2 Agent-to-Agent (A2A) \u534f\u8bae<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Koog 0.5.0 \u7248\u672c\u5f15\u5165\u4e86\u5bf9 <strong>A2A \u534f\u8bae<\/strong> \u7684\u5b8c\u6574\u652f\u6301 <sup>18<\/sup>\u3002\u8fd9\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6280\u672f\u7279\u6027\uff0c\u66f4\u662f\u901a\u5411\u201c\u667a\u80fd\u4f53\u4e92\u8054\u7f51\u201d\u7684\u94a5\u5319\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e92\u64cd\u4f5c\u6027\uff1a<\/strong> Koog \u667a\u80fd\u4f53\u53ef\u4ee5\u4f5c\u4e3a A2A Server \u63a5\u6536\u5916\u90e8\u4efb\u52a1\uff0c\u4e5f\u53ef\u4ee5\u4f5c\u4e3a A2A Client \u5206\u53d1\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u5f02\u6784\u534f\u4f5c\uff1a<\/strong> \u8fd9\u610f\u5473\u7740\u4e00\u4e2a\u7528 Kotlin \u7f16\u5199\u7684 Koog \u667a\u80fd\u4f53\u53ef\u4ee5\u4e0e\u4e00\u4e2a\u7528 Python (LangChain) \u6216\u5176\u4ed6\u6846\u67b6\u7f16\u5199\u7684\u667a\u80fd\u4f53\u8fdb\u884c\u65e0\u7f1d\u534f\u4f5c\u3002\u8fd9\u79cd\u8de8\u8bed\u8a00\u3001\u8de8\u6846\u67b6\u7684\u4e92\u64cd\u4f5c\u6027\uff0c\u4e3a\u6784\u5efa\u5927\u89c4\u6a21\u3001\u5206\u5e03\u5f0f\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7f51\u7edc\uff08Swarm Intelligence\uff09\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"12_%E6%A1%88%E4%BE%8B%E5%88%86%E6%9E%90%E4%B8%8E%E5%BA%94%E7%94%A8%E5%9C%BA%E6%99%AF\"><\/span>12. \u6848\u4f8b\u5206\u6790\u4e0e\u5e94\u7528\u573a\u666f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6839\u636e\u5b98\u65b9\u63d0\u4f9b\u7684\u793a\u4f8b <sup>9<\/sup>\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230 Koog \u5728\u4e0d\u540c\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u6848\u4f8b\u540d\u79f0<\/strong><\/td><td><strong>\u6838\u5fc3\u6280\u672f\u70b9<\/strong><\/td><td><strong>\u5e94\u7528\u573a\u666f\u5206\u6790<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>Banking (\u94f6\u884c\u52a9\u624b)<\/strong><\/td><td>\u56fe\u7b56\u7565 (Graph Strategy), \u9886\u57df\u5efa\u6a21<\/td><td>\u5c55\u793a\u4e86\u5982\u4f55\u5728\u9ad8\u5ea6\u5408\u89c4\u7684\u91d1\u878d\u9886\u57df\uff0c\u5229\u7528\u56fe\u7b56\u7565\u4e25\u683c\u63a7\u5236\u8d44\u91d1\u6d41\u8f6c\u903b\u8f91\uff0c\u786e\u4fdd\u4ea4\u6613\u7684\u5b89\u5168\u6027\u3002<\/td><\/tr><tr><td><strong>Chess (\u56fd\u9645\u8c61\u68cb)<\/strong><\/td><td>\u590d\u6742\u72b6\u6001\u7ba1\u7406, \u4ea4\u4e92\u5f0f\u9009\u62e9<\/td><td>\u8bc1\u660e\u4e86 Koog \u5904\u7406\u590d\u6742\u6e38\u620f\u72b6\u6001\u548c\u6df1\u5c42\u903b\u8f91\u63a8\u7406\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u4eba\u673a\u534f\u4f5c\u7684\u6a21\u5f0f\u3002<\/td><\/tr><tr><td><strong>BedrockAgent<\/strong><\/td><td>AWS Bedrock \u96c6\u6210, \u786c\u4ef6\u63a7\u5236<\/td><td>\u5c55\u793a\u4e86\u4f01\u4e1a\u5982\u4f55\u5229\u7528 AWS \u7684\u6258\u7ba1\u6a21\u578b\u670d\u52a1\u6784\u5efa\u7269\u8054\u7f51\uff08IoT\uff09\u6216\u8bbe\u5907\u63a7\u5236\u7c7b\u667a\u80fd\u4f53\u3002<\/td><\/tr><tr><td><strong>GoogleMapsMcp<\/strong><\/td><td>MCP \u534f\u8bae, Docker \u96c6\u6210<\/td><td>\u6f14\u793a\u4e86\u5982\u4f55\u901a\u8fc7 MCP \u534f\u8bae\u8fde\u63a5\u8fd0\u884c\u5728 Docker \u5bb9\u5668\u4e2d\u7684\u5730\u7406\u4fe1\u606f\u670d\u52a1\uff0c\u6269\u5c55\u667a\u80fd\u4f53\u7684\u7269\u7406\u611f\u77e5\u80fd\u529b\u3002<\/td><\/tr><tr><td><strong>Calculator<\/strong><\/td><td>\u5e76\u884c\u5de5\u5177\u8c03\u7528 (Parallel Tool Calls)<\/td><td>\u5f3a\u8c03\u4e86\u5728\u9ad8\u5e76\u53d1\u8ba1\u7b97\u4efb\u52a1\u4e2d\uff0cKoog \u5229\u7528\u534f\u7a0b\u673a\u5236\u6700\u5927\u5316\u6027\u80fd\u7684\u4f18\u52bf\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"13_%E7%BB%93%E8%AE%BA%E4%B8%8E%E5%B1%95%E6%9C%9B\"><\/span>13. \u7ed3\u8bba\u4e0e\u5c55\u671b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Koog \u6846\u67b6\u7684\u51fa\u73b0\uff0c\u586b\u8865\u4e86 JVM \u751f\u6001\u5728\u539f\u751f AI \u667a\u80fd\u4f53\u5f00\u53d1\u9886\u57df\u7684\u5de8\u5927\u7a7a\u767d\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u7b80\u5355\u5730\u6a21\u4eff Python \u751f\u6001\u7684\u73b0\u6709\u5de5\u5177\uff0c\u800c\u662f\u7ed3\u5408 Kotlin \u7684\u8bed\u8a00\u7279\u6027\u548c\u4f01\u4e1a\u7ea7\u5f00\u53d1\u7684\u5b9e\u9645\u9700\u6c42\uff0c\u8d70\u51fa\u4e86\u4e00\u6761\u72ec\u7279\u7684\u9053\u8def\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u4f18\u52bf\u603b\u7ed3\uff1a<\/strong><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u5de5\u7a0b\u5316\u4e25\u8c28\u6027\uff1a<\/strong> \u901a\u8fc7\u7c7b\u578b\u5b89\u5168\u7684 DSL \u548c\u56fe\u7b56\u7565\u5f15\u64ce\uff0c\u5c06 AI \u7684\u4e0d\u786e\u5b9a\u6027\u5173\u8fdb\u8f6f\u4ef6\u5de5\u7a0b\u7684\u7b3c\u5b50\u91cc\u3002<\/li>\n\n\n\n<li><strong>\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\uff1a<\/strong> \u4ece Prompt \u5f00\u53d1\u5230\u5de5\u5177\u96c6\u6210\uff0c\u518d\u5230\u72b6\u6001\u6301\u4e45\u5316\u548c\u751f\u4ea7\u7ea7\u76d1\u63a7\uff0c\u63d0\u4f9b\u4e86\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n\n\n\n<li><strong>\u591a\u7aef\u90e8\u7f72\u80fd\u529b\uff1a<\/strong> \u501f\u52a9 Kotlin Multiplatform\uff0c\u5c06 AI \u80fd\u529b\u5ef6\u4f38\u81f3\u79fb\u52a8\u7aef\u548c\u8fb9\u7f18\u7aef\uff0c\u8fd9\u662f Python \u6846\u67b6\u96be\u4ee5\u4f01\u53ca\u7684\u4f18\u52bf\u3002<\/li>\n\n\n\n<li><strong>\u4e92\u64cd\u4f5c\u6027\uff1a<\/strong> \u901a\u8fc7 MCP \u548c A2A \u534f\u8bae\uff0c\u79ef\u6781\u878d\u5165\u66f4\u5e7f\u6cdb\u7684 AI \u751f\u6001\u7f51\u7edc\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5bf9\u4e8e\u6b63\u5728\u5bfb\u6c42\u5c06 AI \u80fd\u529b\u6df1\u5ea6\u96c6\u6210\u5230\u73b0\u6709\u4e1a\u52a1\u7cfb\u7edf\u4e2d\u7684\u4f01\u4e1a\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u62e5\u6709\u6df1\u539a Java\/Kotlin \u6280\u672f\u79ef\u7d2f\u7684\u56e2\u961f\uff0cKoog \u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e0d\u4ec5\u53ef\u884c\uff0c\u800c\u4e14\u5177\u5907\u9ad8\u5ea6\u524d\u77bb\u6027\u7684\u6280\u672f\u9009\u578b\u3002\u5b83\u4e0d\u4ec5\u964d\u4f4e\u4e86 AI \u843d\u5730\u7684\u6280\u672f\u95e8\u69db\uff0c\u66f4\u4e3a\u6784\u5efa\u53ef\u7ef4\u62a4\u3001\u53ef\u6269\u5c55\u3001\u5b89\u5168\u53ef\u9760\u7684\u4e0b\u4e00\u4ee3\u667a\u80fd\u8f6f\u4ef6\u7cfb\u7edf\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u67b6\u6784\u652f\u6491\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u6267\u884c\u6458\u8981\uff1aJVM \u751f\u6001\u4e0b\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u7a0b\u5316\u65b0\u8303\u5f0f \u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4ece\u5b9e\u9a8c\u6027\u7684\u6280\u672f\u539f\u578b\u8d70\u5411\u4f01\u4e1a\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\uff0c\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u6b63\u7ecf\u5386\u7740\u4e00\u573a\u6df1\u523b\u7684\u8303\u5f0f\u8f6c\u79fb\u3002\u4f20\u7edf\u7684\u4ee5 Python \u4e3a\u4e3b\u5bfc\u7684 AI \u5f00\u53d1\u6a21\u5f0f\uff0c\u867d\u7136\u5728\u6a21\u578b\u8bad\u7ec3\u548c\u6570\u636e\u79d1\u5b66\u9886\u57df\u5360\u636e\u7edf\u6cbb\u5730\u4f4d\uff0c\u4f46\u5728\u6784\u5efa\u9ad8\u5e76\u53d1\u3001\u5f3a\u7c7b\u578b\u7ea6\u675f\u3001\u4e14\u9700\u8981\u957f\u671f\u7ef4\u62a4\u7684\u751f\u4ea7\u7ea7 Agent\uff08\u667a\u80fd\u4f53\uff09\u7cfb\u7edf\u65f6\uff0c\u5f80\u5f80\u66b4\u9732\u51fa\u5de5\u7a0b\u5316\u80fd\u529b\u7684\u4e0d\u8db3\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5168\u7403\u7edd\u5927\u591a\u6570\u7684\u4f01\u4e1a\u7ea7\u540e\u7aef\u670d\u52a1\u4f9d\u7136\u8fd0\u884c\u5728 Java \u865a\u62df\u673a\uff08JVM\uff09\u4e4b\u4e0a\uff0c\u8fd9\u5728\u73b0\u6709\u7684 AI \u5f00\u53d1\u751f\u6001\u4e0e\u4f01\u4e1a\u57fa\u7840\u8bbe\u65bd\u4e4b\u95f4\u5f62\u6210\u4e86\u4e00\u9053\u660e\u663e\u7684\u9e3f\u6c9f\u3002 \u672c\u62a5\u544a\u65e8\u5728\u5bf9 JetBrains \u63a8\u51fa\u7684\u5f00\u6e90 AI \u6846\u67b6 Koog \u8fdb\u884c\u8be6\u5c3d\u7684\u89e3\u6784\u4e0e\u5206\u6790 1\u3002Koog\u5e76\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7b80\u5355\u7684 API \u5305\u88c5\u5668\uff0c\u800c\u662f\u4e00\u5957\u5b8c\u6574\u7684\u3001\u4e13\u4e3a JVM \u548c Kotlin \u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u667a\u80fd\u4f53\u5de5\u7a0b\u5316\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u5229\u7528 Kotlin \u8bed\u8a00\u5f3a\u5927\u7684\u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff08DSL\uff09\u80fd\u529b\u3001\u7c7b\u578b\u5b89\u5168\u7279\u6027\u4ee5\u53ca\u534f\u7a0b\u673a\u5236\uff0cKoog \u8bd5\u56fe\u89e3\u51b3 AI \u5e94\u7528\u5f00\u53d1\u4e2d\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u4e0d\u53ef\u9884\u6d4b\u6027\u3001\u72b6\u6001\u7ba1\u7406\u7684\u590d\u6742\u6027\u4ee5\u53ca\u4e0e\u73b0\u6709\u7cfb\u7edf\u7684\u96c6\u6210\u96be\u5ea6 1\u3002 \u672c\u62a5\u544a\u5c06\u6df1\u5165\u63a2\u8ba8 Koog \u7684\u6838\u5fc3\u67b6\u6784\u8bbe\u8ba1\uff0c\u5305\u62ec\u5176\u5206\u5c42\u5f0f\u7684 Prompt API\u3001\u57fa\u4e8e\u56fe\u8bba\u7684\u7b56\u7565\uff08Strategy\uff09\u5f15\u64ce\u3001\u4f01\u4e1a\u7ea7\u7684\u72b6\u6001\u6301\u4e45\u5316\u4e0e\u201c\u65f6\u5149\u5012\u6d41\u201d\u673a\u5236\u3001\u4ee5\u53ca\u5176\u5728\u53ef\u89c2\u6d4b\u6027\uff08OpenTelemetry\uff09\u548c\u751f\u6001\u96c6\u6210\uff08Spring Boot, Ktor, MCP\uff09\u65b9\u9762\u7684\u8868\u73b0 1\u3002\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u7ec4\u4ef6\u7684\u6df1\u5ea6\u5256\u6790\uff0c\u672c\u62a5\u544a\u5c06\u63ed\u793a Koog \u5982\u4f55\u901a\u8fc7\u201c\u4ee3\u7801\u5373\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u7406\u5ff5\uff0c\u5c06\u6982\u7387\u6027\u7684 AI \u6a21\u578b\u884c\u4e3a\u7ea6\u675f\u5728\u786e\u5b9a\u6027\u7684\u8f6f\u4ef6\u5de5\u7a0b\u6846\u67b6\u4e4b\u5185\uff0c\u4ece\u800c\u4e3a\u6784\u5efa\u4e0b\u4e00\u4ee3\u667a\u80fd\u5e94\u7528\u63d0\u4f9b\u575a\u5b9e\u7684\u57fa\u77f3\u3002 2. \u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\u4e0e\u67b6\u6784\u5168\u666f 2.1 \u4ece\u811a\u672c\u5316\u5230\u5de5\u7a0b\u5316\u7684\u6f14\u8fdb \u5728 AI \u5e94\u7528\u5f00\u53d1\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u5f00\u53d1\u8005\u5f80\u5f80\u4e60\u60ef\u4e8e\u4f7f\u7528 Python \u811a\u672c\u62fc\u63a5\u5b57\u7b26\u4e32\u6765\u6784\u9020 Prompt\u3002\u7136\u800c\uff0c\u968f\u7740\u4e1a\u52a1\u903b\u8f91\u7684\u590d\u6742\u5316\uff0c\u8fd9\u79cd\u975e\u7ed3\u6784\u5316\u7684\u5f00\u53d1\u65b9\u5f0f\u5bfc\u81f4\u4e86\u4ee3\u7801\u96be\u4ee5\u7ef4\u62a4\u3001\u7c7b\u578b\u9519\u8bef\u9891\u53d1\u4ee5\u53ca\u8fd0\u884c\u65f6\u5f02\u5e38\u96be\u4ee5\u8c03\u8bd5\u7b49\u95ee\u9898\u3002Koog \u7684\u51fa\u73b0\u6807\u5fd7\u7740 AI \u5f00\u53d1\u5411\u5de5\u7a0b\u5316\u3001\u7ed3\u6784\u5316\u65b9\u5411\u7684\u6f14\u8fdb\u3002 Koog \u7684\u8bbe\u8ba1\u6838\u5fc3\u5728\u4e8e**\u201c\u7c7b\u578b\u5b89\u5168\u5373\u751f\u4ea7\u529b\u201d** 1\u3002\u5728 Koog \u4e2d\uff0cPrompt \u4e0d\u518d\u662f\u7b80\u5355\u7684\u5b57\u7b26\u4e32\uff0c\u800c\u662f\u7ed3\u6784\u5316\u7684\u5bf9\u8c61\uff1b\u5de5\u5177\uff08Tools\uff09\u4e0d\u518d\u662f\u968f\u610f\u7684\u51fd\u6570\u8c03\u7528\uff0c\u800c\u662f\u7ecf\u8fc7\u4e25\u683c\u5b9a\u4e49\u7684\u63a5\u53e3\uff1b\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u4e0d\u518d\u662f\u9690\u5f0f\u7684\u5faa\u73af\uff0c\u800c\u662f\u663e\u5f0f\u7684\u56fe\uff08Graph\uff09\u7ed3\u6784\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u7f16\u8bd1\u5668\u80fd\u591f\u5728\u6784\u5efa\u9636\u6bb5\u6355\u83b7\u5927\u91cf\u6f5c\u5728\u9519\u8bef\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u8fd0\u884c\u65f6\u6545\u969c\u7684\u98ce\u9669\u3002 \u6b64\u5916\uff0cKoog \u5145\u5206\u5229\u7528\u4e86 Kotlin Multiplatform (KMP) \u7684\u4f18\u52bf\uff0c\u6253\u7834\u4e86 AI \u903b\u8f91\u53ea\u80fd\u8fd0\u884c\u5728\u540e\u7aef\u670d\u52a1\u5668\u7684\u9650\u5236\u3002Koog \u667a\u80fd\u4f53\u53ef\u4ee5\u88ab\u7f16\u8bd1\u5e76\u90e8\u7f72\u5230 JVM \u670d\u52a1\u7aef\u3001JavaScript \u524d\u7aef\u3001WasmJS \u73af\u5883\uff0c\u751a\u81f3\u662f Android \u548c iOS \u79fb\u52a8\u8bbe\u5907\u4e0a 1\u3002\u8fd9\u79cd\u201c\u4e00\u6b21\u7f16\u5199\uff0c\u5230\u5904\u8fd0\u884c\u201d\u7684\u80fd\u529b\uff0c\u4e3a\u8fb9\u7f18\u8ba1\u7b97\u548c\u7aef\u4fa7 AI \u5e94\u7528\u7684\u5f00\u53d1\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\uff0c\u5141\u8bb8\u4f01\u4e1a\u5728\u4fdd\u62a4\u7528\u6237\u9690\u79c1\u548c\u964d\u4f4e\u4e91\u7aef\u63a8\u7406\u6210\u672c\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u4e00\u81f4\u7684\u667a\u80fd\u5316\u4f53\u9a8c\u3002 2.2 \u5206\u5c42\u67b6\u6784\u4f53\u7cfb Koog \u7684\u67b6\u6784\u5448\u73b0\u51fa\u6e05\u6670\u7684\u5206\u5c42\u7279\u5f81\uff0c\u65e8\u5728\u89e3\u8026\u5e95\u5c42\u7684\u6a21\u578b\u8fde\u63a5\u4e0e\u4e0a\u5c42\u7684\u4e1a\u52a1\u903b\u8f91 5\u3002 2.2.1 \u5e95\u5c42\u8fde\u63a5\u5c42\uff1aLLM Clients \u4f4d\u4e8e\u67b6\u6784\u6700\u5e95\u5c42\u7684\u662f LLM Clients\uff0c\u5b83\u4eec\u8d1f\u8d23\u5904\u7406\u4e0e\u5404\u5927\u6a21\u578b\u63d0\u4f9b\u5546\u7684\u539f\u59cb HTTP\/gRPC \u901a\u4fe1\u3002Koog \u5185\u7f6e\u4e86\u5bf9\u4e3b\u6d41\u4f9b\u5e94\u5546\u7684\u5e7f\u6cdb\u652f\u6301\uff0c\u5305\u62ec OpenAI\u3001Anthropic\u3001Google (Vertex AI\/Gemini)\u3001OpenRouter\u3001DeepSeek \u4ee5\u53ca\u672c\u5730\u8fd0\u884c\u7684 Ollama 3\u3002\u8fd9\u4e00\u5c42\u7684\u8bbe\u8ba1\u9075\u5faa\u4e86\u5355\u4e00\u804c\u8d23\u539f\u5219\uff0c\u4ec5\u5173\u6ce8\u7f51\u7edc\u4f20\u8f93\u3001\u9274\u6743\u4ee5\u53ca\u8bf7\u6c42\/\u54cd\u5e94\u7684\u5e8f\u5217\u5316\u4e0e\u53cd\u5e8f\u5217\u5316\uff0c\u4e3a\u4e0a\u5c42\u63d0\u4f9b\u4e86\u7edf\u4e00\u7684\u62bd\u8c61\u63a5\u53e3\u3002 2.2.2 \u529f\u80fd\u589e\u5f3a\u5c42\uff1aDecorators \u5728\u57fa\u7840\u8fde\u63a5\u5c42\u4e4b\u4e0a\uff0cKoog \u5f15\u5165\u4e86\u88c5\u9970\u5668\uff08Decorators\uff09\u6a21\u5f0f\u6765\u6ce8\u5165\u6a2a\u5207\u5173\u6ce8\u70b9\uff08Cross-Cutting Concerns\uff09\u3002\u5176\u4e2d\u6700\u5177\u4ee3\u8868\u6027\u7684\u662f RetryingLLMClient 5\u3002\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u7f51\u7edc\u6296\u52a8\u3001\u670d\u52a1\u9650\u6d41\uff08Rate Limiting\uff09\u548c\u77ac\u65f6\u6545\u969c\u662f\u4e0d\u53ef\u907f\u514d\u7684\u3002 RetryingLLMClient \u5e76\u4e0d\u53ea\u662f\u7b80\u5355\u7684\u91cd\u8bd5\uff0c\u800c\u662f\u5b9e\u73b0\u4e86\u4e00\u5957\u667a\u80fd\u7684\u5bb9\u9519\u673a\u5236\u3002\u5b83\u80fd\u591f\u8bc6\u522b\u7279\u5b9a\u7684 HTTP \u72b6\u6001\u7801\uff08\u5982 429 Too Many Requests, 500\/502\/503\/504 Server Errors\uff09\u4ee5\u53ca\u4f9b\u5e94\u5546\u7279\u6709\u7684\u8fc7\u8f7d\u4fe1\u53f7\uff08\u5982 Anthropic \u7684 529 \u72b6\u6001\u7801\uff09\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u914d\u7f6e\u4e0d\u540c\u7684\u91cd\u8bd5\u7b56\u7565\uff08\u5982 CONSERVATIVE \u4fdd\u5b88\u7b56\u7565\u6216 AGGRESSIVE \u6fc0\u8fdb\u7b56\u7565\uff09\uff0c\u5e76\u7ed3\u5408\u6307\u6570\u9000\u907f\uff08Exponential 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