{"id":104444,"date":"2026-09-12T14:09:34","date_gmt":"2026-09-12T06:09:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104444.html"},"modified":"2026-09-12T14:09:34","modified_gmt":"2026-09-12T06:09:34","slug":"agentscope-java%ef%bc%9a%e7%94%a8-java-%e7%b1%bb%e5%9e%8b%e7%b3%bb%e7%bb%9f%e9%87%8d%e6%96%b0%e8%ae%be%e8%ae%a1-agent%ef%bc%8c%e5%90%b8%e5%bc%95%e5%b0%8f%e7%99%bd%e5%92%8c%e7%a8%8b%e5%ba%8f%e5%91%98","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104444.html","title":{"rendered":"AgentScope Java\uff1a\u7528 Java \u7c7b\u578b\u7cfb\u7edf\u91cd\u65b0\u8bbe\u8ba1 Agent\uff0c\u5438\u5f15\u5c0f\u767d\u548c\u7a0b\u5e8f\u5458\u5b66\u4e60\u5927\u6a21\u578b\uff08\u6536\u85cf\u7248\uff09"},"content":{"rendered":"

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2025 \u5e74 12 \u6708，\u963f\u91cc\u901a\u4e49\u5b9e\u9a8c\u5ba4\u5f00\u6e90\u4e86 AgentScope \u7684 Java \u7248，\u4e0d\u5230\u4e00\u5e74\u51b2\u5230 14k+ star，\u73b0\u5728 2.0 \u5df2\u6b63\u5f0f GA\u3002<\/p>\n

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\"\u56fe\u7247\"<\/p>\n

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\u4e00\u3001Java \u56e2\u961f\u843d\u5730 Agent \u7684\u56db\u9053\u574e<\/p>\n

\n

\u8fc7\u53bb\u4e24\u5e74，AI Agent \u7684\u6846\u67b6\u51e0\u4e4e\u5168\u90e8\u957f\u5728 Python \u751f\u6001\u91cc，LangChain\u3001AutoGen，\u4ee5\u53ca AgentScope \u7684 Python \u7248\u3002\u800c\u56fd\u5185\u5927\u91cf Java \u56e2\u961f\u7684\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf，\u662f Spring Cloud \u90a3\u4e00\u5957\u2014\u2014Shiro \u505a\u9274\u6743\u3001Druid \u7ba1\u8fde\u63a5\u6c60\u3001Nacos \u505a\u6ce8\u518c\u4e2d\u5fc3\u3001SkyWalking \u505a\u94fe\u8def\u8ffd\u8e2a\u3002<\/p>\n

\u5f53\u8fd9\u4e9b\u56e2\u961f\u60f3\u5728\u81ea\u5df1\u7684\u4e1a\u52a1\u91cc\u843d\u5730 Agent，\u4f1a\u649e\u4e0a\u56db\u9053\u574e：<\/p>\n

  • \n

    1. \u6280\u672f\u6808\u5272\u88c2\u3002\u4e3a\u4e86\u7528\u4e0a Python \u6846\u67b6，\u5f97\u5355\u72ec\u8d77\u4e00\u4e2a Python \u670d\u52a1，\u518d\u901a\u8fc7 HTTP \u548c Java \u4e3b\u670d\u52a1\u901a\u4fe1\u3002\u4e00\u4e2a\u7b80\u5355\u7684 Agent \u8c03\u7528，\u94fe\u8def\u53d8\u6210\u300cJava \u2192 HTTP \u2192 Python \u2192 LLM\u300d，\u8c03\u8bd5\u8981\u5728\u4e24\u5957\u8bed\u8a00\u3001\u4e24\u5957\u65e5\u5fd7\u4f53\u7cfb\u4e4b\u95f4\u6765\u56de\u8df3\u3002<\/p>\n<\/li>\n

  • \n

    2. \u5b89\u5168\u96be\u4fdd\u969c\u3002\u91d1\u878d\u3001\u653f\u52a1\u8fd9\u7c7b\u573a\u666f，\u4ee3\u7801\u4e0d\u80fd\u968f\u4fbf\u5728\u4e1a\u52a1\u7cfb\u7edf\u65c1\u8fb9\u8dd1\u3002Python \u811a\u672c\u7684\u9694\u79bb\u3001\u6743\u9650\u63a7\u5236\u3001\u5ba1\u8ba1，\u505a\u8d77\u6765\u90fd\u8981\u989d\u5916\u9020\u8f6e\u5b50\u3002<\/p>\n<\/li>\n

  • \n

    3. \u8fd0\u7ef4\u4f53\u7cfb\u4e0d\u517c\u5bb9\u3002Java \u56e2\u961f\u719f\u6089\u7684\u90a3\u5957\u53ef\u89c2\u6d4b\u548c\u53d1\u5e03\u4f53\u7cfb，Python \u670d\u52a1\u5f88\u96be\u65e0\u7f1d\u878d\u5165\u3002\u51fa\u95ee\u9898\u60f3\u770b SkyWalking \u94fe\u8def，\u7ed3\u679c Agent \u90a3\u4e00\u6bb5\u662f\u65ad\u7684\u3002<\/p>\n<\/li>\n

  • \n

    4. \u591a\u667a\u80fd\u4f53\u534f\u4f5c\u590d\u6742\u3002\u771f\u5b9e\u4e1a\u52a1\u91cc，\u4e00\u4e2a\u300c\u667a\u80fd\u5ba2\u670d + \u5de5\u5355\u6d3e\u53d1 + \u4eba\u5de5\u5ba1\u6838\u300d\u7684\u6d41\u7a0b\u9700\u8981\u591a\u4e2a Agent \u5206\u5de5\u3002Python \u6846\u67b6\u8981\u4e48\u4e0d\u652f\u6301\u5206\u5e03\u5f0f\u90e8\u7f72，\u8981\u4e48\u9700\u8981\u81ea\u5df1\u5b9e\u73b0\u670d\u52a1\u53d1\u73b0\u548c\u72b6\u6001\u540c\u6b65\u3002<\/p>\n<\/li>\n

    \u8fd9\u56db\u9053\u574e，\u672c\u8d28\u662f\u540c\u4e00\u4ef6\u4e8b：Agent \u5728 Python \u91cc\u662f\u300c\u811a\u672c\u300d，\u800c\u5728 Java \u56e2\u961f\u624b\u91cc，\u5b83\u9700\u8981\u662f\u300c\u670d\u52a1\u300d\u3002AgentScope Java \u6b63\u662f\u4ece\u300c\u670d\u52a1\u300d\u8fd9\u4e2a\u8d77\u70b9\u51fa\u53d1\u91cd\u65b0\u8bbe\u8ba1\u7684\u3002<\/p>\n

    \u4e8c\u3001\u56db\u5c42\u67b6\u6784：\u628a Agent \u5f53\u4f01\u4e1a\u670d\u52a1\u8bbe\u8ba1<\/p>\n

    \n

    AgentScope Java \u7684\u67b6\u6784\u662f\u7ecf\u5178\u7684\u56db\u5c42，\u81ea\u5e95\u5411\u4e0a：<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

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    \u670d\u52a1\u5c42\u7528 Project Reactor \u505a\u5168\u94fe\u8def\u975e\u963b\u585e，Mono\/Flux \u627f\u8f7d\u5f02\u6b65\u6d88\u606f\u8def\u7531\u3002\u8fd9\u662f\u5b83\u548c Python \u540c\u6b65\u7f16\u7a0b\u6a21\u578b\u7684\u6839\u672c\u533a\u522b，\u4e5f\u662f\u5b83\u80fd\u652f\u6491\u9ad8\u5e76\u53d1\u7684\u5e95\u6c14\u3002<\/p>\n

    \u96c6\u6210\u5c42\u89e3\u51b3\u300c\u600e\u4e48\u548c Java \u751f\u6001\u3001\u5916\u90e8\u5de5\u5177\u5bf9\u63a5\u300d：MCP \u534f\u8bae\u63a5\u5916\u90e8\u5de5\u5177，A2A \u534f\u8bae\u63a5\u5176\u4ed6 Agent，Spring Boot \/ Nacos \u878d\u5165\u73b0\u6709\u5fae\u670d\u52a1\u3002<\/p>\n

    \u90e8\u7f72\u5c42\u662f\u6700\u4eae\u773c\u7684\u4e00\u5c42：GraalVM \u539f\u751f\u955c\u50cf\u628a\u51b7\u542f\u52a8\u538b\u5230 200ms \u5de6\u53f3，\u914d\u5408 K8s HPA \u548c Serverless，Agent \u53ef\u4ee5\u50cf\u666e\u901a\u5fae\u670d\u52a1\u4e00\u6837\u5f39\u6027\u4f38\u7f29\u3002<\/p>\n

    \u8fd9\u56db\u5c42\u91cc，\u6700\u80fd\u4f53\u73b0\u300c\u7528 Java \u7c7b\u578b\u7cfb\u7edf\u91cd\u65b0\u8bbe\u8ba1\u300d\u7684，\u662f\u6838\u5fc3\u5c42\u7684\u4e24\u4e2a\u673a\u5236：\u4e0d\u53ef\u53d8\u6d88\u606f\u548c @Tool \u6ce8\u89e3\u3002<\/p>\n

    \u4e09\u3001\u673a\u5236\u4e00：\u4e0d\u53ef\u53d8\u6d88\u606f，\u7c7b\u578b\u5b89\u5168\u7684 Agent \u901a\u4fe1<\/p>\n

    \n

    Agent \u7684\u672c\u8d28，\u662f LLM \u548c\u5de5\u5177\u4e4b\u95f4\u7684\u4e00\u4e32\u6d88\u606f\u5f80\u6765\u3002Python \u6846\u67b6\u91cc，\u6d88\u606f\u901a\u5e38\u662f\u4e00\u4e2a\u5f00\u653e\u7684\u5b57\u5178，\u4ec0\u4e48\u5b57\u6bb5\u90fd\u80fd\u585e，\u7f16\u8bd1\u671f\u4e0d\u68c0\u67e5，\u51fa\u9519\u8981\u5230\u8fd0\u884c\u65f6\u624d\u66b4\u9732\u3002<\/p>\n

    AgentScope Java \u6362\u4e86\u4e2a\u601d\u8def：\u7528 Java 17 \u7684 Record \u548c Sealed Classes，\u628a\u6d88\u606f\u5efa\u6a21\u6210\u4e0d\u53ef\u53d8\u3001\u7c7b\u578b\u5c01\u95ed\u7684\u7ed3\u6784\u3002<\/p>\n

    public record Msg(
    \n Role role, \/\/ USER \/ ASSISTANT \/ SYSTEM \/ TOOL
    \n List<ContentBlock> content,
    \n String name
    \n) {}<\/p>\n

    sealed interface ContentBlock
    \n permits TextBlock, ThinkingBlock, ToolUseBlock,
    \n ToolResultBlock, DataBlock, HintBlock {}<\/p>\n

    record TextBlock(String text) implements ContentBlock {}
    \nrecord ThinkingBlock(String reasoning) implements ContentBlock {}
    \nrecord ToolUseBlock(String id, String name, String input) implements ContentBlock {}
    \nrecord ToolResultBlock(String id, String output) implements ContentBlock {}<\/p>\n

    \u8fd9\u6bb5\u4ee3\u7801\u7684\u5173\u952e\u4e0d\u5728\u8bed\u6cd5，\u800c\u5728\u4e24\u4e2a\u8bbe\u8ba1\u610f\u56fe\u3002<\/p>\n

    \u7b2c\u4e00，\u4e0d\u53ef\u53d8\u6027\u3002 \u6d88\u606f\u662f Record，\u5b57\u6bb5\u5f15\u7528\u4e0d\u53ef\u53d8；\u6846\u67b6\u5185\u90e8\u901a\u8fc7\u4e0d\u53ef\u53d8\u96c6\u5408（\u5982 List.copyOf）\u4fdd\u8bc1 content \u5217\u8868\u5185\u5bb9\u540c\u6837\u4e0d\u53ef\u4fee\u6539\u3002\u591a Agent \u534f\u4f5c\u65f6，\u4e00\u6761\u6d88\u606f\u53ef\u4ee5\u5b89\u5168\u5730\u5728\u591a\u4e2a Agent\u3001\u591a\u4e2a\u7ebf\u7a0b\u4e4b\u95f4\u5171\u4eab，\u4e0d\u7528\u52a0\u9501，\u4e5f\u4e0d\u4f1a\u88ab\u67d0\u4e2a Agent \u987a\u624b\u6539\u574f\u2014\u2014\u8fd9\u6b63\u662f\u5e76\u53d1\u73af\u5883\u4e0b\u6700\u9700\u8981\u5374\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u4fdd\u8bc1\u3002<\/p>\n

    \u7b2c\u4e8c，\u7c7b\u578b\u5c01\u95ed\u5e26\u6765\u7684\u7a77\u4e3e\u68c0\u67e5\u3002ContentBlock \u662f sealed，\u6240\u6709\u5b50\u7c7b\u578b\u5728\u7f16\u8bd1\u671f\u5c31\u5b9a\u6b7b\u4e86\u3002\u914d\u5408 switch \u6a21\u5f0f\u5339\u914d，\u7f16\u8bd1\u5668\u4f1a\u5f3a\u5236\u7a77\u4e3e\u6bcf\u4e00\u79cd Block：<\/p>\n

    String render(ContentBlock block) {
    \n return switch (block) {
    \n case TextBlock t -> t.text();
    \n case ThinkingBlock t -> "[\u601d\u8003] " + t.reasoning();
    \n case ToolUseBlock t -> "[\u8c03\u7528\u5de5\u5177 " + t.name() + "]";
    \n case ToolResultBlock t -> "[\u5de5\u5177\u8fd4\u56de] " + t.output();
    \n case DataBlock d -> d.render();
    \n case HintBlock h -> h.render();
    \n };
    \n}<\/p>\n

    \u6f0f\u6389\u4efb\u4f55\u4e00\u4e2a case，\u7f16\u8bd1\u76f4\u63a5\u62a5\u9519\u3002\u8fd9\u610f\u5473\u7740\u300c\u6d88\u606f\u7c7b\u578b\u7684\u5904\u7406\u300d\u4ece\u300c\u9760\u7a0b\u5e8f\u5458\u8bb0\u5f97\u300d\u53d8\u6210\u4e86\u300c\u9760\u7f16\u8bd1\u5668\u4fdd\u8bc1\u300d\u2014\u2014\u8fd9\u6b63\u662f Python \u52a8\u6001\u7c7b\u578b\u7ed9\u4e0d\u4e86\u7684\u786e\u5b9a\u6027\u3002<\/p>\n

    Note<\/p>\n

    switch \u6a21\u5f0f\u5339\u914d\u5728 Java 21 \u8f6c\u6b63，Java 17 \u4e3a\u9884\u89c8\u7279\u6027（\u9700 –enable-preview \u5f00\u542f），\u4e0a\u9762\u7684\u793a\u4f8b\u4ee3\u7801\u4ee5 Java 21 \u4e3a\u57fa\u51c6\u3002<\/p>\n

    \u5bf9 Java \u5f00\u53d1\u8005\u6765\u8bf4，\u8fd9\u5957\u8bbe\u8ba1\u5e76\u4e0d\u964c\u751f，\u5b83\u5c31\u662f sealed + switch \u6a21\u5f0f\u5339\u914d\u7684\u6559\u79d1\u4e66\u7528\u6cd5\u3002\u4f46\u628a\u5b83\u7528\u5728 Agent \u901a\u4fe1\u4e0a，\u662f AgentScope Java \u7b2c\u4e00\u4e2a\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u5dee\u5f02\u5316\u3002<\/p>\n

    \u56db\u3001\u673a\u5236\u4e8c：@Tool \u6ce8\u89e3 + \u65e0\u72b6\u6001 ReActAgent<\/p>\n

    \n

    \u7b2c\u4e8c\u4e2a\u673a\u5236\u662f\u5de5\u5177\u7cfb\u7edf，\u5b83\u56de\u7b54\u7684\u95ee\u9898\u662f：\u600e\u4e48\u8ba9 LLM \u5b89\u5168\u3001\u5e76\u53d1\u5730\u8c03\u7528\u4f60\u7684 Java \u65b9\u6cd5？<\/p>\n

    AgentScope Java \u7684\u505a\u6cd5，\u662f\u628a\u5de5\u5177\u5b9a\u4e49\u6536\u655b\u6210\u4e00\u4e2a\u6ce8\u89e3：<\/p>\n

    public class OrderTools {<\/p>\n

    @Tool(name = "query_order", description = "\u6839\u636e\u8ba2\u5355\u53f7\u67e5\u8be2\u8ba2\u5355\u72b6\u6001")
    \n public String queryOrder(
    \n @ToolParam(description = "\u8ba2\u5355\u53f7") String orderId
    \n ) {
    \n return orderService.query(orderId);
    \n }
    \n}<\/p>\n

    \u6846\u67b6\u4f1a\u53cd\u5c04\u8bfb\u53d6 @Tool \u548c @ToolParam，\u81ea\u52a8\u751f\u6210 JSON Schema \u4ea4\u7ed9 LLM\u3002LLM \u51b3\u5b9a\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\u3001\u4f20\u4ec0\u4e48\u53c2\u6570，\u6846\u67b6\u8d1f\u8d23\u53cd\u5e8f\u5217\u5316\u3001\u6267\u884c\u3001\u518d\u628a\u7ed3\u679c\u5c01\u88c5\u6210 ToolResultBlock \u56de\u4f20\u7ed9 LLM\u3002\u5f00\u53d1\u8005\u53ea\u5199\u4e1a\u52a1\u65b9\u6cd5，\u5269\u4e0b\u7684\u4ea4\u7ed9\u6846\u67b6\u3002<\/p>\n

    \u8fd9\u91cc\u6709\u4e24\u4e2a\u8bbe\u8ba1\u7ec6\u8282\u503c\u5f97\u6ce8\u610f\u3002<\/p>\n

    \u4e00\u662f\u4e0a\u4e0b\u6587\u6ce8\u5165\u4e0d\u66b4\u9732\u7ed9 LLM\u3002 \u5de5\u5177\u65b9\u6cd5\u5e38\u5e38\u9700\u8981\u62ff\u5230\u300c\u5f53\u524d\u662f\u8c01\u5728\u8c03\u7528\u3001\u4f1a\u8bdd ID \u662f\u4ec0\u4e48\u300d\u8fd9\u7c7b\u8bf7\u6c42\u4e0a\u4e0b\u6587，\u4f46\u8fd9\u4e9b\u4fe1\u606f\u4e0d\u8be5\u51fa\u73b0\u5728\u7ed9 LLM \u770b\u7684 Schema \u91cc\u3002AgentScope Java \u7528 RuntimeContext \u8ba9\u6846\u67b6\u81ea\u52a8\u6ce8\u5165，\u6ce8\u5165\u7684\u4e1c\u897f\u4e0d\u4f1a\u8fdb\u5165 Schema，\u5929\u7136\u9694\u79bb\u4e86\u300c\u5de5\u5177\u9700\u8981\u4e0a\u4e0b\u6587\u300d\u548c\u300c\u4e0a\u4e0b\u6587\u4e0d\u80fd\u66b4\u9732\u7ed9 LLM\u300d\u8fd9\u5bf9\u77db\u76fe\u3002<\/p>\n

    \u4e8c\u662f\u65e0\u72b6\u6001 ReActAgent\u3002 \u8fd9\u662f\u5b83\u5e76\u53d1\u6a21\u578b\u7684\u7cbe\u9ad3\u3002ReActAgent \u5b9e\u4f8b\u672c\u8eab\u53ea\u6301\u6709\u4e0d\u53ef\u53d8\u914d\u7f6e（\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u6a21\u578b\u3001\u5de5\u5177\u96c6\u3001\u4e2d\u95f4\u4ef6\u94fe），\u6bcf\u4e00\u6b21\u8c03\u7528\u7684\u53ef\u53d8\u72b6\u6001\u901a\u8fc7 Reactor Context \u900f\u4f20\u3002\u4e8e\u662f\u540c\u4e00\u4e2a Agent \u5b9e\u4f8b，\u53ef\u4ee5\u5b89\u5168\u5730\u5e76\u53d1\u670d\u52a1\u591a\u4e2a (userId, sessionId) \u7ec4\u5408，\u800c\u4e0d\u5fc5\u4e3a\u6bcf\u4e2a\u4f1a\u8bdd new \u4e00\u4e2a\u5b9e\u4f8b\u3002<\/p>\n

    \u8fd9\u4e24\u70b9\u5408\u8d77\u6765，\u89e3\u51b3\u7684\u662f Java \u540e\u7aef\u6700\u5173\u5fc3\u7684\u4e00\u4ef6\u4e8b：\u628a Agent \u5f53\u6210\u4e00\u4e2a\u65e0\u72b6\u6001\u670d\u52a1\u6765\u5199，\u8ba9\u5b83\u5929\u7136\u652f\u6301\u5e76\u53d1\u548c\u6c34\u5e73\u6269\u5c55\u3002 \u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5b83\u7684\u90e8\u7f72\u5c42\u80fd\u914d\u5408 K8s HPA \u5f39\u6027\u4f38\u7f29\u2014\u2014\u56e0\u4e3a Agent \u672c\u8eab\u5c31\u662f\u65e0\u72b6\u6001\u7684，\u7f29\u5bb9\u6269\u5bb9\u4e0d\u9700\u8981\u989d\u5916\u5904\u7406\u4f1a\u8bdd\u8fc1\u79fb\u3002<\/p>\n

    \u4e94\u3001\u5de5\u7a0b\u5316：200ms \u51b7\u542f\u52a8\u4e0e\u5206\u5e03\u5f0f\u591a\u667a\u80fd\u4f53<\/p>\n

    \n

    \u5982\u679c\u8bf4\u524d\u4e24\u8282\u662f\u300c\u8bbe\u8ba1\u300d，\u8fd9\u4e00\u8282\u662f\u300c\u751f\u4ea7\u843d\u5730\u300d\u3002<\/p>\n

    \u51b7\u542f\u52a8\u3002 \u901a\u8fc7 GraalVM \u539f\u751f\u955c\u50cf，AgentScope Java \u7684\u51b7\u542f\u52a8\u65f6\u95f4\u5728 200ms \u5de6\u53f3，\u800c\u666e\u901a JVM \u542f\u52a8\u8981\u51e0\u79d2，\u63d0\u5347\u7ea6\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u8fd9\u4e2a\u6570\u5b57\u5bf9 Serverless \u548c\u5f39\u6027\u4f38\u7f29\u6709\u5b9e\u9645\u610f\u4e49：\u51fd\u6570\u8ba1\u7b97\u6309\u51b7\u542f\u52a8\u8ba1\u8d39，200ms \u610f\u5473\u7740 Agent \u53ef\u4ee5\u88ab\u300c\u7528\u5b8c\u5373\u505c\u300d，\u4e0d\u7528\u4e3a\u5e38\u9a7b\u8fdb\u7a0b\u4e70\u5355\u3002<\/p>\n

    \u5206\u5e03\u5f0f\u591a\u667a\u80fd\u4f53\u3002 \u8fd9\u662f\u5b83\u533a\u522b\u4e8e\u5355\u673a Python \u6846\u67b6\u7684\u6838\u5fc3\u80fd\u529b\u3002\u901a\u8fc7 A2A \u534f\u8bae + Nacos \u670d\u52a1\u53d1\u73b0，\u4e00\u4e2a Agent \u53ef\u4ee5\u50cf\u8c03\u7528\u5fae\u670d\u52a1\u4e00\u6837\u8c03\u7528\u53e6\u4e00\u4e2a Agent\u2014\u2014\u65e0\u8bba\u5b83\u8dd1\u5728\u540c\u4e00\u8fdb\u7a0b\u8fd8\u662f\u53e6\u4e00\u53f0\u673a\u5668\u3002\u914d\u5408 Redis Session \u548c\u5bf9\u8c61\u5b58\u50a8\u505a\u5de5\u4f5c\u533a\u6301\u4e45\u5316，\u4efb\u610f\u526f\u672c\u90fd\u80fd\u6062\u590d\u540c\u4e00\u4e2a\u7528\u6237\u4e0a\u4e0b\u6587，\u505a\u5230\u771f\u6b63\u7684\u65e0\u72b6\u6001\u6c34\u5e73\u6269\u5c55\u3002<\/p>\n

    \u5de5\u7a0b\u5316\u5305\u88c5\u3002HarnessAgent \u5728 ReActAgent \u4e4b\u4e0a\u53e0\u52a0\u5de5\u4f5c\u533a\u3001\u8bb0\u5fc6\u3001\u6c99\u7bb1\u3001\u5b50 Agent \u7f16\u6392\u3001Plan Mode \u8fd9\u4e9b\u4f01\u4e1a\u7ea7\u80fd\u529b，\u6838\u5fc3\u7406\u5ff5\u662f\u300c\u53ea\u53e0\u52a0\u3001\u4e0d\u66ff\u6362\u300d\u2014\u2014\u6838\u5fc3\u7684 ReAct \u63a8\u7406\u5faa\u73af\u539f\u6837\u4fdd\u7559，\u5de5\u7a0b\u5316\u80fd\u529b\u901a\u8fc7 Middleware \u548c Toolkit \u4e24\u4e2a\u6269\u5c55\u901a\u9053\u6302\u4e0a\u53bb\u3002<\/p>\n

    \u8fd9\u4e9b\u80fd\u529b\u653e\u5728\u4e00\u8d77，\u6307\u5411\u540c\u4e00\u4e2a\u5224\u65ad：AgentScope Java \u60f3\u89e3\u51b3\u7684\u4e0d\u662f\u300c\u600e\u4e48\u8c03\u7528\u5927\u6a21\u578b\u300d，\u800c\u662f\u300c\u600e\u4e48\u628a Agent \u8dd1\u5728\u751f\u4ea7\u73af\u5883\u91cc\u300d\u3002<\/p>\n

    \u516d\u3001\u4e0e Spring AI Alibaba \u7684\u8fb9\u754c<\/p>\n

    \n

    \u540c\u4e00\u4e2a\u963f\u91cc，\u51fa\u4e86\u4e24\u4e2a Java AI \u6846\u67b6，\u8fd9\u96be\u514d\u8ba9\u4eba\u56f0\u60d1：\u5230\u5e95\u9009\u54ea\u4e2a？<\/p>\n

    \u533a\u522b\u4e0d\u5728\u300c\u8c01\u66f4\u597d\u300d，\u800c\u5728\u300c\u8303\u5f0f\u4e0d\u540c\u300d：<\/p>\n\n\u7ef4\u5ea6AgentScope JavaSpring AI Alibaba<\/tr>\n\n\n\n\n\n\n
    \u6838\u5fc3\u8303\u5f0f<\/td>\nAgentic（\u81ea\u4e3b\u667a\u80fd\u4f53）<\/td>\nWorkflow（\u56fe\u7f16\u6392）<\/td>\n<\/tr>\n
    \u63a7\u5236\u6743<\/td>\nLLM \u4fa7：\u89c2\u5bdf\u2014\u601d\u8003\u2014\u884c\u52a8\u5faa\u73af<\/td>\n\u4ee3\u7801\u4fa7：\u663e\u5f0f\u5b9a\u4e49 A\u2192B\u2192C<\/td>\n<\/tr>\n
    \u9002\u7528\u573a\u666f<\/td>\n\u590d\u6742\u95ee\u9898\u6c42\u89e3\u3001\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/td>\n\u4e1a\u52a1\u6d41 AI \u589e\u5f3a\u3001RAG \u95ee\u7b54<\/td>\n<\/tr>\n
    \u4e0a\u624b\u95e8\u69db<\/td>\n\u76f8\u5bf9\u4f4e，\u65e0\u9700 Spring \u80cc\u666f<\/td>\n\u9700\u719f\u6089 Spring \u751f\u6001<\/td>\n<\/tr>\n
    Star（2026）<\/td>\n14k+<\/td>\n10k+<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    Tip<\/p>\n

    \u9009\u578b\u5efa\u8bae：\u60f3\u8ba9 Agent \u81ea\u4e3b\u89c4\u5212\u3001\u8c03\u7528\u5de5\u5177\u3001\u591a\u4e2a Agent \u534f\u540c\u89e3\u51b3\u5f00\u653e\u5f0f\u95ee\u9898，\u9009 AgentScope Java；\u60f3\u5728\u73b0\u6709 Spring \u4e1a\u52a1\u6d41\u91cc\u5feb\u901f\u52a0\u4e00\u6bb5 AI \u80fd\u529b，\u9009 Spring AI Alibaba\u3002<\/p>\n

    \u4e24\u8005\u4e0d\u662f\u7ade\u4e89\u5173\u7cfb，\u5b98\u65b9\u4e5f\u660e\u786e\u89c4\u5212\u672a\u6765 AgentScope \u7684\u7f16\u6392\u80fd\u529b\u4f1a\u4e0b\u6c89\u5230 Spring AI Alibaba，\u5f62\u6210\u4e92\u8865\u3002<\/p>\n

    \u4e03\u3001\u5c55\u671b<\/p>\n

    \n

    AgentScope Java \u7684\u51fa\u73b0，\u6807\u5fd7\u7740 Java \u751f\u6001\u5728 AI \u4e0a\u7684\u4e00\u4e2a\u8f6c\u5411：\u4ece\u300c\u80fd\u4e0d\u80fd\u8c03\u5927\u6a21\u578b\u300d（\u8fd9\u4e2a\u95ee\u9898\u65e9\u5df2\u89e3\u51b3），\u8f6c\u5411\u300c\u600e\u4e48\u628a Agent \u5de5\u7a0b\u5316\u5730\u8dd1\u5728\u751f\u4ea7\u73af\u5883\u300d\u3002\u5b83\u628a Java \u5f15\u4ee5\u4e3a\u50b2\u7684\u7c7b\u578b\u7cfb\u7edf\u3001\u5e76\u53d1\u6a21\u578b\u3001\u5fae\u670d\u52a1\u6cbb\u7406，\u7528\u5728\u4e86 Agent \u8fd9\u4e2a\u65b0\u7269\u79cd\u4e0a\u3002<\/p>\n

    AI Agent \u7684\u6846\u67b6\u4e4b\u4e89\u8fd8\u8fdc\u6ca1\u5230\u7ec8\u5c40，\u4f46 AgentScope Java \u7ed9\u51fa\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u4fe1\u53f7：\u5728 Java \u7684\u4e16\u754c\u91cc，Agent \u7684\u7ec8\u70b9\u4e0d\u662f\u4e00\u6bb5 Python \u811a\u672c，\u800c\u662f\u4e00\u4e2a\u80fd\u7eb3\u5165\u73b0\u6709\u5de5\u7a0b\u4f53\u7cfb\u3001\u7ecf\u5f97\u8d77\u751f\u4ea7\u68c0\u9a8c\u7684\u670d\u52a1\u3002<\/p>\n

    \u6700\u540e<\/h3>\n

    2026 \u5e74\u4e00\u6643\u5df2\u7ecf\u8fc7\u534a，AI \u5927\u6a21\u578b\u7684\u70ed\u6f6e\u4e0d\u4ec5\u6ca1\u6709\u964d\u6e29，\u53cd\u800c\u6301\u7eed\u5347\u6e29！<\/p>\n

    \u91d1\u878d\u884c\u4e1a\u7528\u5927\u6a21\u578b\u505a\u98ce\u63a7\u3001\u533b\u7597\u4f9d\u9760 AI \u89e3\u6790\u5f71\u50cf，\u7535\u5546\u3001\u5236\u9020\u3001\u6559\u80b2\u5404\u884c\u5404\u4e1a，\u90fd\u5728\u628a AI \u878d\u5165\u65e5\u5e38\u4e1a\u52a1\u3002\u66fe\u7ecf\u70ed\u95f9\u7684 \u201c\u767e\u6a21\u5927\u6218\u201d，\u65e9\u5c31\u544a\u522b\u5355\u7eaf\u6bd4\u62fc\u6a21\u578b\u53c2\u6570，\u6b63\u5f0f\u8fdb\u5165\u843d\u5730\u5e94\u7528\u65f6\u4ee3\u3002<\/p>\n

    \u73b0\u5728\u4f01\u4e1a\u75af\u72c2\u7d27\u7f3a\u4e00\u7c7b\u4eba\u624d：\u61c2\u4e1a\u52a1\u3001\u61c2 AI\u3001\u80fd\u505a\u51fa\u53ef\u4e0a\u7ebf\u9879\u76ee\u7684\u5927\u6a21\u578b\u5f00\u53d1\u5de5\u7a0b\u5e08，\u5c97\u4f4d\u7f3a\u53e3\u5927，\u85aa\u8d44\u5f85\u9047\u5341\u5206\u53ef\u89c2\u3002<\/p>\n

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

    \u98ce\u53e3\u518d\u597d，\u4e0d\u5982\u624b\u63e1\u9ad8\u85aa offer \u5b9e\u5728\u3002\u884c\u60c5\u706b\u70ed，\u666e\u901a\u4eba\u3001\u7a0b\u5e8f\u5458\u8be5\u600e\u6837\u4ece\u96f6\u5165\u95e8\u5927\u6a21\u578b，\u6293\u4f4f\u8fd9\u6ce2\u673a\u4f1a？<\/p>\n

    \u4eca\u5929\u6574\u7406\u597d\u30102026 \u6700\u65b0\u7248\u3011AI \u5927\u6a21\u578b\u5168\u5957\u514d\u8d39\u5b66\u4e60\u8d44\u6e90，\u8986\u76d6\u96f6\u57fa\u7840\u5165\u95e8\u3001\u9879\u76ee\u5b9e\u6218\u3001\u7406\u8bba\u77e5\u8bc6\u3001\u5927\u5382\u9762\u8bd5，\u4ece\u57fa\u7840\u4e00\u8def\u8fdb\u9636\u3002\u6240\u6709\u8d44\u6599\u5206\u7c7b\u5f52\u6863，\u6ca1\u6709\u591a\u4f59\u6742\u6599，\u65e0\u5957\u8def\u514d\u8d39\u5206\u4eab\u7ed9\u60f3\u8981\u5165\u5c40 AI \u8d5b\u9053\u7684\u7a0b\u5e8f\u5458\u4e0e\u96f6\u57fa\u7840\u5c0f\u767d！<\/p>\n

    👇👇\u626b\u7801\u514d\u8d39\u9886\u53d6\u5168\u90e8\u5185\u5bb9👇👇<\/p>\n

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

    1\u3001\u5927\u6a21\u578b\u7cfb\u7edf\u5316\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf<\/h3>\n

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

    2\u3001\u5927\u6a21\u578b\u7ecf\u5178\u4e66\u7c4d&\u6587\u6863<\/h3>\n

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

    3\u3001AI \u5927\u6a21\u578b\u6700\u65b0\u884c\u4e1a\u7814\u7a76\u62a5\u544a<\/h3>\n

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

    4\u3001\u4f01\u4e1a\u7ea7\u5b9e\u6218\u9879\u76ee + \u5b8c\u6574\u914d\u5957\u6e90\u7801<\/h3>\n

    \"img\"<\/p>\n

    5\u3001\u5927\u5382\u5927\u6a21\u578b\u9762\u8bd5\u771f\u9898\u6c47\u603b<\/h3>\n

    \"img\"<\/p>\n

    6\u3001\u8fd9\u4e9b\u8d44\u6599\u771f\u7684\u6709\u7528\u5417？<\/h3>\n

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