{"id":89975,"date":"2026-08-04T12:08:34","date_gmt":"2026-08-04T04:08:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/89975.html"},"modified":"2026-08-04T12:08:34","modified_gmt":"2026-08-04T04:08:34","slug":"babi-%e5%b7%a5%e7%a8%8b%e5%8c%96%e5%ae%9e%e8%b7%b5%e5%85%a8%e9%93%be%e8%b7%af%ef%bc%9aagentscope-vs-langgraph4j-vs-spring-ai-2-0-%e4%b8%89%e5%a4%a7%e6%a1%86%e6%9e%b6%e6%b7%b1%e5%ba%a6%e5%af%b9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/89975.html","title":{"rendered":"babi \u5de5\u7a0b\u5316\u5b9e\u8df5\u5168\u94fe\u8def\uff1aAgentScope vs LangGraph4j vs Spring AI 2.0 \u4e09\u5927\u6846\u67b6\u6df1\u5ea6\u5bf9\u6bd4"},"content":{"rendered":"

\u672c\u6587\u57fa\u4e8e javahongxi\/babi \u9879\u76ee，\u4ece\u5206\u5c42\u67b6\u6784\u89c6\u89d2\u81ea\u5e95\u5411\u4e0a\u5bf9\u6bd4 AgentScope\u3001LangGraph4j\u3001Spring AI 2.0 \u4e09\u5927\u6846\u67b6\u5728 AI Agent \u5de5\u7a0b\u5316\u843d\u5730\u4e2d\u7684\u8bbe\u8ba1\u5dee\u5f02\u3002babi \u662f\u9762\u5411\u5f00\u53d1\u8005\u7684 AI Coding Agent，\u4e09\u4e2a\u6a21\u5757\u5171\u4eab\u540c\u4e00\u5957\u5de5\u5177\u548c\u7cfb\u7edf\u63d0\u793a，\u4f46\u5206\u522b\u7528\u4e09\u79cd\u6846\u67b6\u5b9e\u73b0，\u662f\u7edd\u4f73\u7684\u6a2a\u5411\u5bf9\u6bd4\u6837\u672c\u3002<\/p>\n

\u67b6\u6784\u5168\u666f<\/h3>\n

babi \u7684\u4e09\u4e2a\u6a21\u5757\u81ea\u5e95\u5411\u4e0a\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u5c42\u7ea7：<\/p>\n

HTTP Client \u5c42 \u2192 \u6d41\u5f0f\u4f20\u8f93\u5c42 \u2192 ChatModel \u5c42 \u2192 Agent \u5c42
\n \u2192 \u5de5\u5177\u5b9a\u4e49\u4e0e\u8c03\u7528\u5c42 \u2192 \u4e8b\u4ef6\u62e6\u622a\u5c42 \u2192 ReAct \u5faa\u73af\u5c42
\n \u2192 Chat Memory \u5c42 \u2192 \u53ef\u89c2\u6d4b\u5c42 \u2192 Skill \u52a0\u8f7d\u5c42<\/p>\n

\u6bcf\u4e2a\u5c42\u7ea7\u4e09\u4e2a\u6846\u67b6\u5404\u6709\u4e00\u5957\u5b9e\u73b0，\u9009\u578b\u54f2\u5b66\u622a\u7136\u4e0d\u540c\u3002\u4e0b\u9762\u9010\u5c42\u5256\u6790\u3002<\/p>\n

\u4e00\u3001ChatModel HTTP Client \u9009\u578b：\u8c01\u5728\u66ff\u4f60\u8bbf\u95ee LLM<\/h3>\n

\u4e09\u4e2a\u6a21\u5757\u7684 ChatModel \u5e95\u5c42\u5404\u7528\u4e0d\u540c\u7684 HTTP Client \u8bbf\u95ee LLM API，\u8fd9\u662f\u5de5\u7a0b\u5316\u4e2d\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u4e00\u5c42\u2014\u2014\u5f00\u53d1\u8005\u901a\u5e38\u53ea\u5173\u6ce8 ChatModel \u63a5\u53e3，\u4e0d\u592a\u5173\u5fc3\u5e95\u5c42 HTTP \u6808，\u4f46 HTTP Client \u7684\u9009\u578b\u76f4\u63a5\u5f71\u54cd\u8fde\u63a5\u7ba1\u7406\u3001\u6d41\u5f0f\u652f\u6301\u3001\u8d85\u65f6\u63a7\u5236\u548c\u4f9d\u8d56\u4f53\u79ef\u3002<\/p>\n

\u5148\u770b Spring AI \u7684\u4e24\u4e2a starter\u3002spring-ai-starter-model-deepseek \u4f7f\u7528 Spring \u81ea\u5e26\u7684 RestClient\/WebClient\u2014\u2014\u524d\u8005\u7528\u4e8e\u540c\u6b65\u8c03\u7528，\u540e\u8005\u7528\u4e8e\u6d41\u5f0f\u8c03\u7528\u3002\u8fd9\u5957 HTTP \u6808\u4e0e Spring \u751f\u6001\u6df1\u5ea6\u96c6\u6210，\u8fde\u63a5\u6c60\u7531 Spring \u7ba1\u7406，\u4e0d\u9700\u8981\u989d\u5916\u5f15\u5165\u7b2c\u4e09\u65b9 HTTP \u5e93\u3002spring-ai-starter-model-openai \u5219\u4e0d\u540c，\u5b83\u4f9d\u8d56 openai-java-core，\u5e95\u5c42\u7528 OkHttp\u2014\u2014\u4e00\u4e2a\u529f\u80fd\u4e30\u5bcc\u4f46\u4f53\u79ef\u8f83\u5927\u7684\u7b2c\u4e09\u65b9 HTTP \u5e93，\u4f1a\u4f20\u9012\u5f15\u5165 OkHttp \u53ca\u5176\u4f9d\u8d56\u3002<\/p>\n

\u518d\u770b babi \u5b9e\u9645\u4f7f\u7528\u7684\u4e24\u4e2a SDK\u3002dashscope-sdk-java \u9ed8\u8ba4\u4f7f\u7528 JDK \u5185\u7f6e\u7684 java.net.http.HttpClient，\u4f46\u5b83\u62bd\u8c61\u4e86 HttpTransport \u63a5\u53e3，\u5141\u8bb8\u6ce8\u5165\u81ea\u5b9a\u4e49\u5b9e\u73b0\u3002\u5207\u6362\u903b\u8f91\u662f\u786c\u7f16\u7801\u7684\u2014\u2014\u5982\u679c\u663e\u5f0f\u8bbe\u7f6e\u4e86 custom transport，\u5c31\u7528 custom \u7684；\u5426\u5219\u7528\u9ed8\u8ba4\u7684 JDK HttpClient\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7b80\u6d01\u4f46\u4e0d\u7075\u6d3b，\u4e0d\u652f\u6301\u591a\u5b9e\u73b0\u5171\u5b58\u3002<\/p>\n

LangChain4j \u7684 langchain4j-open-ai \u91c7\u7528\u4e86\u7c7b\u4f3c\u4f46\u66f4\u7075\u6d3b\u7684\u65b9\u6848\u2014\u2014\u901a\u8fc7 SPI（Service Provider Interface）\u673a\u5236\u62bd\u8c61 HTTP \u4f20\u8f93\u5c42\u3002SPI \u7684\u4f18\u52bf\u662f\u6309\u9700\u52a0\u8f7d：classpath \u4e0a\u6709\u54ea\u4e2a\u5b9e\u73b0\u7684 META-INF\/services \u6587\u4ef6，\u5c31\u81ea\u52a8\u7528\u54ea\u4e2a\u5b9e\u73b0，\u4e0d\u9700\u8981\u786c\u7f16\u7801\u5224\u65ad\u3002\u9ed8\u8ba4\u5b9e\u73b0\u53d6\u51b3\u4e8e classpath \u4e0a\u7684\u4f9d\u8d56，\u901a\u5e38\u5f15\u5165\u4e86 OkHttp \u5c31\u7528 OkHttp，\u6ca1\u6709\u5219 fallback \u5230 JDK HttpClient\u3002<\/p>\n

\u56de\u5230 babi \u7684\u4e09\u4e2a\u6a21\u5757\u3002babi-agent \u7528 AgentScope \u7684 DashScopeChatModel，\u5e95\u5c42\u662f dashscope-sdk-java，\u8d70 JDK HttpClient\u3002babi-graph \u7528 LangChain4j \u7684 OpenAiStreamingChatModel，\u5e95\u5c42\u8d70 SPI \u673a\u5236\u2014\u2014\u56e0\u4e3a pom \u4e2d\u5f15\u5165\u4e86 langchain4j-open-ai，SPI \u9ed8\u8ba4\u627e\u5230 OkHttp \u5b9e\u73b0\u3002babi-spring \u6b64\u524d\u7528 spring-ai-starter-model-deepseek，\u8d70 Spring RestClient\/WebClient；\u8fd9\u6b21\u66f4\u65b0\u5207\u6362\u5230\u81ea\u5b9a\u4e49 DashScopeChatModel \u76f4\u63a5\u4f7f\u7528 dashscope-sdk-java，\u56de\u5230\u4e86 JDK HttpClient\u3002<\/p>\n

\u8fd9\u4e09\u4e2a\u9009\u578b\u7684\u5bf9\u6bd4\u53ef\u4ee5\u7528\u4e00\u4e2a\u7ef4\u5ea6\u6982\u62ec：HTTP \u6808\u7684\u63a7\u5236\u529b\u4e0e\u6846\u67b6\u8026\u5408\u5ea6\u6210\u6b63\u6bd4\u3002Spring \u7684 RestClient\/WebClient \u63a7\u5236\u529b\u6700\u5f3a（\u80fd\u590d\u7528 Spring \u7684\u8fde\u63a5\u6c60\u914d\u7f6e\u3001\u8d85\u65f6\u62e6\u622a\u5668\u3001\u65e5\u5fd7\u673a\u5236），\u4f46\u4e0e Spring \u751f\u6001\u6df1\u5ea6\u7ed1\u5b9a\u3002OkHttp \u529f\u80fd\u6700\u4e30\u5bcc（\u652f\u6301\u62e6\u622a\u5668\u3001GZIP\u3001HTTP\/2\u3001WebSocket），\u4f46\u5f15\u5165\u989d\u5916\u4f9d\u8d56\u3002JDK HttpClient \u6700\u8f7b\u91cf（\u96f6\u4f9d\u8d56\u3001\u652f\u6301 HTTP\/2），\u4f46\u529f\u80fd\u53d7\u9650\u2014\u2014\u6ca1\u6709\u62e6\u622a\u5668\u673a\u5236，\u8c03\u8bd5\u4e0d\u5982 OkHttp \u65b9\u4fbf\u3002dashscope-sdk-java \u7684 HttpTransport \u62bd\u8c61\u548c LangChain4j \u7684 SPI \u673a\u5236\u90fd\u63d0\u4f9b\u4e86\u53ef\u63d2\u62d4\u80fd\u529b，\u4f46\u524d\u8005\u7684\u786c\u7f16\u7801\u5224\u65ad\u903b\u8f91\u4e0d\u5982\u540e\u8005\u7684 SPI \u81ea\u52a8\u53d1\u73b0\u7075\u6d3b\u3002<\/p>\n

babi-spring \u4ece RestClient\/WebClient \u5207\u6362\u5230 JDK HttpClient \u7684\u6df1\u5c42\u539f\u56e0\u662f\u2014\u2014\u81ea\u5b9a\u4e49 DashScopeChatModel \u9700\u8981\u5b8c\u5168\u63a7\u5236\u6d41\u5f0f tool call \u7684\u5904\u7406\u903b\u8f91，Spring RestClient\/WebClient \u7684\u54cd\u5e94\u5904\u7406\u7ba1\u9053\u4e0e Spring AI \u6846\u67b6\u8026\u5408\u592a\u6df1，\u96be\u4ee5\u5728\u4e2d\u95f4\u63d2\u5165 chunk \u7d2f\u79ef\u903b\u8f91\u3002\u800c dashscope-sdk-java \u7684 Generation.streamCall() \u8fd4\u56de\u539f\u59cb\u7684 Flowable<GenerationResult>，babi \u53ef\u4ee5\u5728 convertToFlux \u4e2d\u81ea\u7531\u5904\u7406\u6bcf\u4e2a chunk\u2014\u2014\u7d2f\u79ef tool call\u3001\u7acb\u5373\u8f6c\u53d1\u6587\u672c delta\u2014\u2014\u5b8c\u5168\u4e0d\u53d7\u6846\u67b6 HTTP \u7ba1\u9053\u7684\u7ea6\u675f\u3002<\/p>\n

\u4e8c\u3001\u6d41\u5f0f\u4f20\u8f93\u5c42：Reactor \u5168\u94fe\u8def vs RxJava\u2192Reactor \u6865\u63a5 vs Java \u539f\u751f\u56de\u8c03<\/h3>\n

\u8fd9\u4e00\u5c42\u5173\u6ce8\u7684\u662f：HTTP Client \u6536\u5230 LLM \u7684\u6d41\u5f0f\u54cd\u5e94（SSE \u6216 chunked）\u540e，\u600e\u4e48\u628a\u4e00\u5757\u5757\u7684\u6570\u636e\u9001\u5230\u4e0a\u5c42\u6846\u67b6\u3002\u4e09\u4e2a\u6846\u67b6\u5728\u8fd9\u5c42\u7684\u9009\u578b\u622a\u7136\u4e0d\u540c\u3002<\/p>\n

babi-spring（Spring AI 2.0） \u5168\u7a0b\u8d70 Reactor \u751f\u6001，\u4ece HTTP \u5230\u6846\u67b6 API \u65e0\u6865\u63a5\u3002Spring AI \u7684 ChatModel \u63a5\u53e3\u5b9a\u4e49 stream() \u8fd4\u56de Flux<ChatResponse>，babi-spring \u7684\u81ea\u5b9a\u4e49 DashScopeChatModel \u5b9e\u73b0\u8fd9\u4e2a\u63a5\u53e3\u3002\u4f46 DashScope SDK \u7684 generation.streamCall() \u8fd4\u56de\u7684\u662f RxJava \u7684 Flowable<GenerationResult>\u2014\u2014\u6240\u4ee5 babi-spring \u5728 ChatModel \u5c42\u5185\u90e8\u505a\u4e86\u4e00\u6b21 RxJava \u2192 Reactor \u6865\u63a5：<\/p>\n

public<\/span> Flux<\/span><<\/span>ChatResponse<\/span>><\/span><\/span> stream<\/span>(<\/span>Prompt<\/span> prompt)<\/span> {<\/span>
\n \/\/ …<\/span>
\n Flowable<\/span><<\/span>GenerationResult<\/span>><\/span><\/span> flowable =<\/span> generation.<\/span>streamCall<\/span>(<\/span>builder.<\/span>build<\/span>(<\/span>)<\/span>)<\/span>;<\/span>
\n return<\/span> convertToFlux<\/span>(<\/span>flowable)<\/span>;<\/span>
\n}<\/span><\/p>\n

private<\/span> Flux<\/span><<\/span>ChatResponse<\/span>><\/span><\/span> convertToFlux<\/span>(<\/span>Flowable<\/span><<\/span>GenerationResult<\/span>><\/span><\/span> flowable)<\/span> {<\/span>
\n return<\/span> Flux<\/span>.<\/span><<\/span>ChatResponse<\/span>><\/span><\/span>create<\/span>(<\/span>sink -><\/span> {<\/span>
\n for<\/span> (<\/span>GenerationResult<\/span> result :<\/span> flowable.<\/span>blockingIterable<\/span>(<\/span>)<\/span>)<\/span> {<\/span>
\n \/\/ \u5904\u7406 chunk，emit \u5230 Reactor sink<\/span>
\n }<\/span>
\n sink.<\/span>complete<\/span>(<\/span>)<\/span>;<\/span>
\n }<\/span>)<\/span>.<\/span>subscribeOn<\/span>(<\/span>Schedulers<\/span>.<\/span>boundedElastic<\/span>(<\/span>)<\/span>)<\/span>;<\/span>
\n}<\/span><\/p>\n

\u6865\u63a5\u65b9\u5f0f\u662f flowable.blockingIterable() \u5728 boundedElastic \u7ebf\u7a0b\u4e0a\u963b\u585e\u6d88\u8d39 RxJava Flowable，\u901a\u8fc7 Flux.create() \u7684 sink \u9010\u4e2a emit \u5230 Reactor Flux\u3002\u4ece\u8fd9\u4e00\u5c42\u5f80\u4e0a，BabiService.streamChat() \u8fd4\u56de Flux<String>，Controller \u7528 Flux.merge() \u5408\u5e76\u5de5\u5177\u4e8b\u4ef6\u6d41\u548c\u6587\u672c\u6d41，Spring AI \u7684 ToolCallingAdvisor \u4e5f\u5728 Reactor \u7ba1\u9053\u5185\u5b8c\u6210 ReAct \u5faa\u73af\u3002\u6574\u4e2a\u94fe\u8def\u4ece ChatModel \u5230 Controller \u5168\u662f Reactor，\u53ea\u6709 DashScope SDK \u5185\u90e8\u7528\u4e86 RxJava\u3002<\/p>\n

babi-agent（AgentScope） \u540c\u6837\u4f7f\u7528 Reactor \u5e93\u3002AgentScope \u7684\u4e2d\u95f4\u4ef6 API \u76f4\u63a5\u4f7f\u7528 reactor.core.publisher.Flux\u2014\u2014onActing \u548c onReasoning \u65b9\u6cd5\u90fd\u8fd4\u56de Flux<AgentEvent>：<\/p>\n

@Override<\/span>
\npublic<\/span> Flux<\/span><<\/span>AgentEvent<\/span>><\/span><\/span> onActing<\/span>(<\/span>Agent<\/span> agent,<\/span> RuntimeContext<\/span> ctx,<\/span>
\n ActingInput<\/span> input,<\/span> Function<\/span><<\/span>ActingInput<\/span>,<\/span> Flux<\/span><<\/span>AgentEvent<\/span>><\/span>><\/span><\/span> next)<\/span> {<\/span>
\n \/\/ \u53d1\u5e03\u5de5\u5177\u4e8b\u4ef6<\/span>
\n return<\/span> next.<\/span>apply<\/span>(<\/span>input)<\/span>;<\/span> \/\/ Reactor Flux \u94fe<\/span>
\n}<\/span><\/p>\n

agent.streamEvents() \u4e5f\u8fd4\u56de Reactor \u7c7b\u578b，Controller \u901a\u8fc7 .toIterable() \u963b\u585e\u904d\u5386\u540e\u6865\u63a5\u5230 SSE\u3002AgentScope \u5e95\u5c42\u540c\u6837\u4f9d\u8d56 DashScope SDK \u7684 Flowable，\u4f46 AgentScope \u6846\u67b6\u5185\u90e8\u5df2\u7ecf\u5c06 Flowable \u8f6c\u6210\u4e86 Reactor Flux\u2014\u2014\u4e2d\u95f4\u4ef6\u5f00\u53d1\u8005\u770b\u5230\u7684 API \u5168\u662f Reactor\u3002\u6240\u4ee5 babi-agent \u7684\u6d41\u5f0f\u94fe\u8def\u662f：DashScope SDK（RxJava Flowable）\u2192 AgentScope \u5185\u90e8\u8f6c\u6362（\u2192 Reactor Flux）\u2192 \u4e2d\u95f4\u4ef6\u94fe（Reactor Flux）\u2192 Controller（Reactor SSE）\u3002<\/p>\n

\u4ece Reactor \u4f7f\u7528\u6df1\u5ea6\u770b，babi-spring \u548c babi-agent \u90fd\u7528 Reactor，\u4f46 AgentScope \u6846\u67b6\u5185\u90e8\u5df2\u7ecf\u62b9\u5e73\u4e86 RxJava \u548c Reactor \u7684\u5dee\u5f02，\u5f00\u53d1\u8005\u53ea\u9700\u9762\u5bf9 Reactor \u4e00\u5957 API\u3002babi-spring \u5219\u9700\u8981\u5f00\u53d1\u8005\u5728 DashScopeChatModel \u4e2d\u81ea\u5df1\u5199\u6865\u63a5\u903b\u8f91\u3002<\/p>\n

babi-graph（LangChain4j + LangGraph4j） \u8d70\u4e86\u4e00\u6761\u5b8c\u5168\u4e0d\u540c\u7684\u8def\u7ebf\u2014\u2014\u4e0d\u4f9d\u8d56\u4efb\u4f55\u54cd\u5e94\u5f0f\u5e93，\u7eaf Java \u539f\u751f\u673a\u5236\u3002LangChain4j \u7684\u8bbe\u8ba1\u54f2\u5b66\u662f\u5c3d\u91cf\u51cf\u5c11\u7b2c\u4e09\u65b9\u4f9d\u8d56，\u6d41\u5f0f\u4f20\u8f93\u7528\u56de\u8c03 + Java \u961f\u5217\u5b9e\u73b0\u3002<\/p>\n

LangChain4j \u7684 OpenAiStreamingChatModel \u5b9e\u73b0 StreamingChatModel \u63a5\u53e3，\u6838\u5fc3\u65b9\u6cd5\u7b7e\u540d\u662f void stream(ChatRequest, StreamingResponseHandler handler)\u2014\u2014\u6ce8\u610f\u8fd4\u56de\u503c\u662f void，\u6d41\u5f0f\u6570\u636e\u901a\u8fc7\u56de\u8c03\u63a5\u53e3\u63a8\u9001：<\/p>\n

public<\/span> interface<\/span> StreamingResponseHandler<\/span><<\/span>T<\/span>><\/span><\/span> {<\/span>
\n void<\/span> onPartialResponse<\/span>(<\/span>String<\/span> partial)<\/span>;<\/span> \/\/ \u6bcf\u4e2a\u6587\u672c chunk<\/span>
\n void<\/span> onCompleteResponse<\/span>(<\/span>T<\/span> complete)<\/span>;<\/span> \/\/ \u6d41\u7ed3\u675f<\/span>
\n void<\/span> onError<\/span>(<\/span>Throwable<\/span> error)<\/span>;<\/span> \/\/ \u5f02\u5e38<\/span>
\n}<\/span><\/p>\n

\u5e95\u5c42 HTTP Client \u6536\u5230 LLM \u7684 SSE \u54cd\u5e94\u540e，\u89e3\u6790\u65b9\u5f0f\u53d6\u51b3\u4e8e SPI \u52a0\u8f7d\u7684\u662f\u54ea\u4e2a\u5b9e\u73b0\u3002\u5982\u679c classpath \u4e0a\u6709 OkHttp（\u5982 babi-graph \u901a\u8fc7 langchain4j-open-ai \u4f20\u9012\u5f15\u5165），OkHttp \u7684 EventSource + EventSourceListener \u81ea\u52a8\u5904\u7406 SSE \u534f\u8bae\u2014\u2014\u89e3\u6790 data: \u524d\u7f00\u3001\u4e8b\u4ef6\u5206\u5e27\u3001\\\\n\\\\n \u8fb9\u754c\u8bc6\u522b，\u901a\u8fc7 onEvent() \u56de\u8c03\u63a8\u9001\u89e3\u6790\u540e\u7684\u4e8b\u4ef6\u3002\u5982\u679c SPI fallback \u5230 JDK HttpClient，\u5219\u6ca1\u6709\u73b0\u6210\u7684 EventSource\u2014\u2014LangChain4j \u7684 JDK HTTP client \u6a21\u5757\u9700\u8981\u81ea\u5df1\u5b9e\u73b0 SSE \u89e3\u6790，\u901a\u8fc7 BodySubscribers.ofLines() \u62ff\u5230 Stream<String> \u9010\u884c\u8bfb\u53d6，\u624b\u52a8\u62fc\u63a5\u591a\u884c data\u3001\u8bc6\u522b\u4e8b\u4ef6\u8fb9\u754c\u3002\u4f46\u65e0\u8bba\u7528\u54ea\u4e2a HTTP Client，\u89e3\u6790\u540e\u7684\u6570\u636e\u90fd\u901a\u8fc7 StreamingResponseHandler \u56de\u8c03\u63a8\u9001\u5230\u4e0a\u5c42\u2014\u2014onPartialResponse() \u63a8\u9001\u6587\u672c chunk，onCompleteResponse() \u901a\u77e5\u6d41\u7ed3\u675f，onError() \u62a5\u544a\u5f02\u5e38\u3002\u6574\u4e2a\u8fc7\u7a0b\u5728 HTTP Client \u7684\u56de\u8c03\u7ebf\u7a0b\u4e0a\u6267\u884c，\u6ca1\u6709 Reactor Flux \u4e5f\u6ca1\u6709 RxJava Flowable\u2014\u2014\u5c31\u662f\u6700\u6734\u7d20\u7684\u89c2\u5bdf\u8005\u6a21\u5f0f，HTTP Client \u7684\u9009\u62e9\u53ea\u5f71\u54cd\u6700\u5e95\u5c42\u7684 SSE \u5b57\u8282\u89e3\u6790，\u4e0a\u5c42\u7684\u56de\u8c03\u673a\u5236\u4e0d\u53d8\u3002<\/p>\n

LangGraph4j \u5728\u6b64\u4e4b\u4e0a\u6784\u5efa\u56fe\u6d41\u5f0f\u8f93\u51fa\u3002CompiledGraph.stream() \u8fd4\u56de AsyncGenerator，\u53ef\u4ee5\u88ab\u6d88\u8d39\u4e3a java.util.stream.Stream\u3002AsyncGenerator \u5185\u90e8\u901a\u8fc7\u963b\u585e\u961f\u5217\u5c06\u56de\u8c03\u7ebf\u7a0b\u4e0a\u7684\u6570\u636e\u4f20\u9012\u5230\u6d88\u8d39\u7ebf\u7a0b\u2014\u2014\u751f\u4ea7\u8005（HTTP Client \u56de\u8c03\u7ebf\u7a0b）push \u6570\u636e\u5230\u961f\u5217，\u6d88\u8d39\u8005（\u56fe\u904d\u5386\u7ebf\u7a0b）\u4ece\u961f\u5217 poll \u6570\u636e：<\/p>\n

var<\/span> result =<\/span> graph.<\/span>stream<\/span>(<\/span>input,<\/span> config)<\/span>;<\/span>
\nresult.<\/span>stream<\/span>(<\/span>)<\/span>
\n .<\/span>filter<\/span>(<\/span>output -><\/span> output instanceof<\/span> StreamingOutput<\/span><<\/span>?<\/span>><\/span><\/span>)<\/span>
\n .<\/span>map<\/span>(<\/span>output -><\/span> (<\/span>StreamingOutput<\/span><<\/span>?<\/span>><\/span><\/span>)<\/span> output)<\/span>
\n .<\/span>forEach<\/span>(<\/span>so -><\/span> {<\/span>
\n String<\/span> chunk =<\/span> so.<\/span>chunk<\/span>(<\/span>)<\/span>;<\/span>
\n \/\/ chunk \u6765\u81ea AsyncGenerator \u7684\u963b\u585e\u961f\u5217<\/span>
\n }<\/span>)<\/span>;<\/span><\/p>\n

babi-graph \u7684 BabiService \u9700\u8981\u628a\u8fd9\u4e2a Java Stream \u6865\u63a5\u5230 Spring WebFlux \u7684 Reactor Flux，\u65b9\u5f0f\u662f\u521b\u5efa Sinks.Many + \u72ec\u7acb\u7ebf\u7a0b：<\/p>\n

Sinks.<\/span>Many<\/span><<\/span>Map<\/span><<\/span>String<\/span>,<\/span> Object<\/span>><\/span>><\/span><\/span> sink =<\/span> Sinks<\/span>.<\/span>many<\/span>(<\/span>)<\/span>.<\/span>unicast<\/span>(<\/span>)<\/span>.<\/span>onBackpressureBuffer<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

new<\/span> Thread<\/span>(<\/span>(<\/span>)<\/span> -><\/span> {<\/span>
\n try<\/span> {<\/span>
\n var<\/span> result =<\/span> graph.<\/span>stream<\/span>(<\/span>input,<\/span> config)<\/span>;<\/span>
\n result.<\/span>stream<\/span>(<\/span>)<\/span>
\n .<\/span>filter<\/span>(<\/span>output -><\/span> output instanceof<\/span> StreamingOutput<\/span><<\/span>?<\/span>><\/span><\/span>)<\/span>
\n .<\/span>map<\/span>(<\/span>output -><\/span> (<\/span>StreamingOutput<\/span><<\/span>?<\/span>><\/span><\/span>)<\/span> output)<\/span>
\n .<\/span>forEach<\/span>(<\/span>so -><\/span> {<\/span>
\n String<\/span> chunk =<\/span> so.<\/span>chunk<\/span>(<\/span>)<\/span>;<\/span>
\n if<\/span> (<\/span>chunk !=<\/span> null<\/span> &&<\/span> !<\/span>chunk.<\/span>isEmpty<\/span>(<\/span>)<\/span>)<\/span> {<\/span>
\n sink.<\/span>tryEmitNext<\/span>(<\/span>Map<\/span>.<\/span>of<\/span>(<\/span>"type"<\/span>,<\/span> "token"<\/span>,<\/span> "data"<\/span>,<\/span> chunk)<\/span>)<\/span>;<\/span>
\n }<\/span>
\n }<\/span>)<\/span>;<\/span>
\n sink.<\/span>tryEmitComplete<\/span>(<\/span>)<\/span>;<\/span>
\n }<\/span> catch<\/span> (<\/span>Exception<\/span> e)<\/span> {<\/span>
\n sink.<\/span>tryEmitNext<\/span>(<\/span>Map<\/span>.<\/span>of<\/span>(<\/span>"type"<\/span>,<\/span> "error"<\/span>,<\/span> "data"<\/span>,<\/span> e.<\/span>getMessage<\/span>(<\/span>)<\/span>)<\/span>)<\/span>;<\/span>
\n sink.<\/span>tryEmitComplete<\/span>(<\/span>)<\/span>;<\/span>
\n }<\/span>
\n}<\/span>,<\/span> "babi-agent-"<\/span> +<\/span> sessionId)<\/span>.<\/span>start<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

return<\/span> sink.<\/span>asFlux<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

\u8fd9\u662f\u4e09\u4e2a\u6a21\u5757\u4e2d\u6865\u63a5\u6700\u91cd\u7684\u2014\u2014\u9700\u8981\u72ec\u7acb\u7ebf\u7a0b\u6d88\u8d39 Java Stream，\u901a\u8fc7 Sinks \u63a8\u9001\u5230 Reactor Flux\u3002ThreadLocal \u5728\u8fd9\u91cc\u80fd\u5de5\u4f5c，\u56e0\u4e3a\u5de5\u5177\u6267\u884c\u548c\u56fe\u904d\u5386\u5728\u540c\u4e00\u7ebf\u7a0b\u3002<\/p>\n

\u4e09\u79cd\u65b9\u6848\u7684\u5bf9\u6bd4\u603b\u7ed3：Spring AI \u548c AgentScope \u90fd\u91c7\u7528 Reactor \u5e93\u4f5c\u4e3a\u6d41\u5f0f\u57fa\u7840\u8bbe\u65bd，\u4f46 AgentScope \u5728\u6846\u67b6\u5c42\u5df2\u7ecf\u5c01\u88c5\u4e86 DashScope SDK \u7684 RxJava Flowable，\u5f00\u53d1\u8005\u53ea\u9700\u9762\u5bf9 Reactor；babi-spring \u9700\u8981\u5f00\u53d1\u8005\u5728 ChatModel \u5c42\u624b\u52a8\u6865\u63a5\u3002LangChain4j \u523b\u610f\u907f\u5f00\u54cd\u5e94\u5f0f\u5e93，\u7528 OkHttp \u56de\u8c03 + Java \u963b\u585e\u961f\u5217\u5b9e\u73b0\u6d41\u5f0f\u4f20\u8f93，\u8fd9\u79cd\u8bbe\u8ba1\u7684\u4f18\u52bf\u662f\u4f9d\u8d56\u8f7b\u91cf\u3001\u8c03\u8bd5\u76f4\u89c2（\u56de\u8c03\u6808\u53ef\u8bfb），\u52a3\u52bf\u662f\u9700\u8981\u989d\u5916\u6865\u63a5\u624d\u80fd\u5bf9\u63a5 Spring WebFlux \u7684 Reactor SSE，\u4e14\u72ec\u7acb\u7ebf\u7a0b\u7684\u521b\u5efa\u5f00\u9500\u5728\u9ad8\u5e76\u53d1\u4e0b\u4e0d\u53ef\u5ffd\u89c6\u3002<\/p>\n

\u4e09\u3001ChatModel \u5c42：\u539f\u751f SDK vs OpenAI \u517c\u5bb9 vs \u6846\u67b6\u5185\u7f6e<\/h3>\n

babi-spring \u81ea\u5b9a\u4e49 DashScopeChatModel \u5b9e\u73b0 Spring AI \u7684 ChatModel \u63a5\u53e3，\u76f4\u63a5\u4f7f\u7528 dashscope-sdk-java \u539f\u751f API\u3002\u6838\u5fc3\u6311\u6218\u662f\u6d41\u5f0f tool call chunk \u7684\u7d2f\u79ef\u5408\u5e76\u2014\u2014DashScope \u6d41\u5f0f\u8fd4\u56de\u65f6\u5c06\u4e00\u4e2a tool call \u62c6\u6210\u591a\u4e2a chunk，\u9700\u8981\u5148\u5728 AccumulatedToolCall \u4e2d\u7d2f\u79ef id\/name\/arguments，\u7b49\u6d41\u7ed3\u675f\u540e\u4e00\u6b21\u6027\u53d1\u51fa\u5b8c\u6574\u7684\u5de5\u5177\u8c03\u7528\u54cd\u5e94\u3002\u8fd9\u4e2a\u5b9e\u73b0\u6b64\u524d\u5df2\u8be6\u7ec6\u89e3\u6790，\u6b64\u5904\u4e0d\u518d\u5c55\u5f00\u3002<\/p>\n

babi-graph \u7528 LangChain4j \u7684 OpenAiStreamingChatModel，\u8d70 OpenAI \u517c\u5bb9\u534f\u8bae\u3002DashScope \u7279\u6709\u53c2\u6570（\u5982 enable_search）\u901a\u8fc7 OpenAiChatRequestParameters.customParameters \u4f20\u5165，\u8fd9\u662f\u4e00\u4e2a\u517c\u5bb9\u5c42\u7684 workaround：<\/p>\n

Map<\/span><<\/span>String<\/span>,<\/span> Object<\/span>><\/span><\/span> mergedCustomParams =<\/span> chatModelProperties.<\/span>customParameters<\/span>(<\/span>)<\/span>;<\/span>
\nif<\/span> (<\/span>Boolean<\/span>.<\/span>TRUE<\/span>.<\/span>equals<\/span>(<\/span>chatModelProperties.<\/span>enableSearch<\/span>(<\/span>)<\/span>)<\/span>)<\/span> {<\/span>
\n mergedCustomParams =<\/span> new<\/span> HashMap<\/span><<\/span>><\/span><\/span>(<\/span>mergedCustomParams)<\/span>;<\/span>
\n mergedCustomParams.<\/span>put<\/span>(<\/span>"enable_search"<\/span>,<\/span> true<\/span>)<\/span>;<\/span>
\n}<\/span><\/p>\n

return<\/span> OpenAiStreamingChatModel<\/span>.<\/span>builder<\/span>(<\/span>)<\/span>
\n .<\/span>defaultRequestParameters<\/span>(<\/span>OpenAiChatRequestParameters<\/span>.<\/span>builder<\/span>(<\/span>)<\/span>
\n .<\/span>customParameters<\/span>(<\/span>mergedCustomParams)<\/span>
\n .<\/span>build<\/span>(<\/span>)<\/span>)<\/span>
\n .<\/span>build<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

babi-agent \u7528 AgentScope \u7684 DashScopeChatModel.builder()，\u8fd9\u662f\u6846\u67b6\u539f\u751f\u652f\u6301，\u76f4\u63a5\u914d\u7f6e enableSearch \u5373\u53ef，\u6700\u7b80\u6d01：<\/p>\n

.<\/span>model<\/span>(<\/span>DashScopeChatModel<\/span>.<\/span>builder<\/span>(<\/span>)<\/span>
\n .<\/span>apiKey<\/span>(<\/span>properties.<\/span>apiKey<\/span>(<\/span>)<\/span>)<\/span>
\n .<\/span>modelName<\/span>(<\/span>properties.<\/span>chat<\/span>(<\/span>)<\/span>.<\/span>model<\/span>(<\/span>)<\/span>)<\/span>
\n .<\/span>stream<\/span>(<\/span>true<\/span>)<\/span>
\n .<\/span>enableSearch<\/span>(<\/span>properties.<\/span>chat<\/span>(<\/span>)<\/span>.<\/span>enableSearch<\/span>(<\/span>)<\/span>)<\/span>
\n .<\/span>build<\/span>(<\/span>)<\/span>)<\/span><\/p>\n

\u4e09\u4e2a\u6a21\u5757\u7684\u5bf9\u6bd4\u7ed3\u8bba\u662f：\u6846\u67b6\u539f\u751f\u652f\u6301\u7a0b\u5ea6 AgentScope > Spring AI（\u81ea\u5b9a\u4e49）> LangChain4j（\u517c\u5bb9\u5c42）\u3002\u4f46 Spring AI \u7684\u81ea\u5b9a\u4e49\u5b9e\u73b0\u63a7\u5236\u529b\u6700\u5f3a\u2014\u2014\u6d41\u5f0f tool call \u7684\u5904\u7406\u5b8c\u5168\u81ea\u4e3b，\u4e0d\u53d7\u6846\u67b6\u5bf9 chunk \u683c\u5f0f\u7684\u5047\u8bbe\u7ea6\u675f\u3002babi-spring \u7684 DashScopeChatModel \u867d\u7136\u5b9e\u73b0\u91cf\u5927（\u7ea6 300 \u884c），\u4f46\u83b7\u5f97\u4e86\u5bf9\u6d41\u5f0f tool call \u7684\u5b8c\u6574\u63a7\u5236\u2014\u2014\u53ef\u4ee5\u81ea\u5b9a\u4e49 chunk \u7d2f\u79ef\u7b56\u7565\u3001\u6d88\u606f\u8f6c\u6362\u903b\u8f91\u3001\u5de5\u5177\u5b9a\u4e49\u6620\u5c04\u65b9\u5f0f\u3002\u5982\u679c\u672a\u6765\u9700\u8981\u652f\u6301 DashScope \u7684\u65b0\u7279\u6027（\u5982\u591a\u6a21\u6001\u3001\u63a8\u7406\u94fe），\u53ea\u9700\u5728 DashScopeChatModel \u4e2d\u589e\u52a0\u6620\u5c04\u903b\u8f91，\u4e0d\u53d7 Spring AI \u6846\u67b6\u7684\u66f4\u65b0\u8282\u594f\u7ea6\u675f\u3002<\/p>\n

babi-graph \u7684 OpenAI \u517c\u5bb9\u65b9\u5f0f\u6709\u4e00\u4e2a\u9690\u6027\u98ce\u9669\u2014\u2014LangChain4j \u7684 OpenAiStreamingChatModel \u5bf9 chunk \u683c\u5f0f\u6709\u7279\u5b9a\u5047\u8bbe，\u5982\u679c DashScope \u7684 OpenAI \u517c\u5bb9\u7aef\u70b9\u5728\u67d0\u4e9b\u8fb9\u754c\u60c5\u51b5\u4e0b\u4e0e OpenAI \u683c\u5f0f\u4e0d\u5b8c\u5168\u4e00\u81f4，\u53ef\u80fd\u89e6\u53d1\u4e0e babi-spring \u6b64\u524d\u9047\u5230\u7684\u76f8\u540c\u95ee\u9898（function \u5b57\u6bb5\u4e3a null）\u3002babi-graph \u76ee\u524d\u80fd\u5de5\u4f5c，\u90e8\u5206\u539f\u56e0\u662f LangChain4j \u7684\u5de5\u5177\u8c03\u7528\u5904\u7406\u6bd4 Spring AI \u66f4\u5bbd\u5bb9，\u4f46\u8fd9\u4e0d\u610f\u5473\u7740\u6839\u672c\u6027\u7684\u517c\u5bb9\u95ee\u9898\u5df2\u89e3\u51b3\u3002\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 babi-spring \u9009\u62e9\u81ea\u5b9a\u4e49 ChatModel \u800c\u975e\u7ee7\u7eed\u7528\u517c\u5bb9\u5c42\u3002<\/p>\n

\u56db\u3001Agent \u5c42：HarnessAgent vs CompiledGraph vs ChatClient<\/h3>\n

\u4e09\u4e2a\u6846\u67b6\u5bf9"Agent"\u7684\u5b9a\u4e49\u622a\u7136\u4e0d\u540c\u3002<\/p>\n

babi-agent \u7684 HarnessAgent \u662f\u6700"\u91cd\u91cf\u7ea7"\u7684\u3002\u5b83\u5185\u7f6e\u4e86\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee（LocalFilesystemSpec）\u3001\u4f1a\u8bdd\u72b6\u6001\u6301\u4e45\u5316（AgentStateStore）\u3001Plan Mode\u3001\u4efb\u52a1\u5217\u8868（TaskList）\u3001\u5185\u5b58\u7ba1\u7406（Memory Hooks）\u3001\u4e0a\u4e0b\u6587\u538b\u7f29（Compaction）\u7b49\u5f00\u7bb1\u5373\u7528\u7684\u80fd\u529b\u3002\u914d\u7f6e\u65f6\u901a\u8fc7 builder \u94fe\u5f0f\u8c03\u7528\u5f00\u542f\u6216\u5173\u95ed\u5404\u79cd\u5185\u7f6e\u529f\u80fd：<\/p>\n

return<\/span> HarnessAgent<\/span>.<\/span>builder<\/span>(<\/span>)<\/span>
\n .<\/span>name<\/span>(<\/span>AgentUtils<\/span>.<\/span>AGENT_NAME<\/span>)<\/span>
\n .<\/span>sysPrompt<\/span>(<\/span>sysPrompt)<\/span>
\n .<\/span>model<\/span>(<\/span>.<\/span>.<\/span>.<\/span>)<\/span>
\n .<\/span>fallbackModel<\/span>(<\/span>properties.<\/span>chat<\/span>(<\/span>)<\/span>.<\/span>fallbackModel<\/span>(<\/span>)<\/span>)<\/span>
\n .<\/span>toolkit<\/span>(<\/span>toolkit)<\/span>
\n .<\/span>workspace<\/span>(<\/span>workspacePath)<\/span>
\n .<\/span>filesystem<\/span>(<\/span>new<\/span> LocalFilesystemSpec<\/span>(<\/span>)<\/span>
\n .<\/span>project<\/span>(<\/span>workspacePath)<\/span>
\n .<\/span>mode<\/span>(<\/span>LocalFsMode<\/span>.<\/span>UNRESTRICTED<\/span>)<\/span>)<\/span>
\n .<\/span>stateStore<\/span>(<\/span>stateStore)<\/span>
\n .<\/span>maxIters<\/span>(<\/span>50<\/span>)<\/span>
\n .<\/span>maxRetries<\/span>(<\/span>2<\/span>)<\/span>
\n .<\/span>enableTaskList<\/span>(<\/span>)<\/span>
\n .<\/span>enablePlanMode<\/span>(<\/span>)<\/span>
\n .<\/span>allowShellInPlanMode<\/span>(<\/span>)<\/span>
\n .<\/span>disableDynamicSkills<\/span>(<\/span>)<\/span>
\n .<\/span>disableMemoryTools<\/span>(<\/span>)<\/span>
\n .<\/span>disableMemoryHooks<\/span>(<\/span>)<\/span>
\n .<\/span>disableCompaction<\/span>(<\/span>)<\/span>
\n .<\/span>disableToolResultEviction<\/span>(<\/span>)<\/span>
\n .<\/span>enableAgentTracingLog<\/span>(<\/span>false<\/span>)<\/span>
\n .<\/span>middleware<\/span>(<\/span>new<\/span> ContextTruncateMiddleware<\/span>(<\/span>30<\/span>)<\/span>)<\/span>
\n .<\/span>middleware<\/span>(<\/span>new<\/span> ToolNotificationMiddleware<\/span>(<\/span>toolEventBus)<\/span>)<\/span>
\n .<\/span>build<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

\u8fd9\u4e2a"\u5168\u5bb6\u6876"\u5f0f\u8bbe\u8ba1\u7684\u597d\u5904\u662f\u5f00\u7bb1\u5373\u7528，\u4ee3\u4ef7\u662f\u7075\u6d3b\u6027\u53d7\u9650\u2014\u2014\u4e0d\u80fd\u50cf Spring AI \u90a3\u6837\u81ea\u7531\u7ec4\u88c5 Advisor \u94fe\u3002\u4f46\u4e2d\u95f4\u4ef6\u673a\u5236（Middleware）\u63d0\u4f9b\u4e86\u6269\u5c55\u70b9，\u53ef\u4ee5\u63d2\u5165 ContextTruncateMiddleware（\u4e0a\u4e0b\u6587\u622a\u65ad）\u548c ToolNotificationMiddleware（\u5de5\u5177\u4e8b\u4ef6\u901a\u77e5）\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f babi \u663e\u5f0f\u5173\u95ed\u4e86\u591a\u4e2a\u5185\u7f6e\u529f\u80fd（disableMemoryHooks\u3001disableCompaction\u3001disableToolResultEviction），\u8bf4\u660e\u6846\u67b6\u7684"\u5168\u5bb6\u6876"\u80fd\u529b\u5e76\u975e\u5168\u90e8\u9700\u8981\u2014\u2014babi \u7528\u81ea\u5df1\u7684 ContextTruncateMiddleware \u66ff\u4ee3\u6846\u67b6\u7684 Compaction，\u7528\u81ea\u5df1\u7684 SkillTool \u66ff\u4ee3\u6846\u67b6\u7684 DynamicSkills\u3002\u8fd9\u79cd"\u6846\u67b6\u6253\u5e95 + \u81ea\u5b9a\u4e49\u66ff\u6362"\u7684\u7b56\u7565\u5728\u5927\u578b\u9879\u76ee\u4e2d\u5f88\u5e38\u89c1\u3002<\/p>\n

babi-graph \u7684 CompiledGraph \u662f\u56fe\u7f16\u6392\u8303\u5f0f\u3002\u5148\u6784\u5efa AgentExecutor \u56fe（\u542b agent \u8282\u70b9\u548c action \u8282\u70b9），\u7f16\u8bd1\u540e\u5f97\u5230\u4e0d\u53ef\u53d8\u7684 CompiledGraph，\u901a\u8fc7 MemorySaver \u505a\u68c0\u67e5\u70b9\u6301\u4e45\u5316：<\/p>\n

var<\/span> graph =<\/span> AgentExecutor<\/span>.<\/span>builder<\/span>(<\/span>)<\/span>
\n .<\/span>chatModel<\/span>(<\/span>streamingChatModel)<\/span>
\n .<\/span>systemMessage<\/span>(<\/span>SystemMessage<\/span>.<\/span>from<\/span>(<\/span>sysPrompt)<\/span>)<\/span>
\n .<\/span>toolsFromObject<\/span>(<\/span>tools.<\/span>toArray<\/span>(<\/span>)<\/span>)<\/span>
\n .<\/span>build<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

graph.<\/span>addWrapCallEdgeHook<\/span>(<\/span>Agent<\/span>.<\/span>ACTION_LABEL<\/span>,<\/span> new<\/span> ToolNotificationEdgeHook<\/span>(<\/span>toolEventBus)<\/span>)<\/span>;<\/span><\/p>\n

return<\/span> graph.<\/span>compile<\/span>(<\/span>CompileConfig<\/span>.<\/span>builder<\/span>(<\/span>)<\/span>
\n .<\/span>checkpointSaver<\/span>(<\/span>memorySaver)<\/span>
\n .<\/span>recursionLimit<\/span>(<\/span>50<\/span>)<\/span>
\n .<\/span>build<\/span>(<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

\u56fe\u7f16\u6392\u7684\u4f18\u52bf\u662f\u53ef\u89c6\u5316\u6e05\u6670\u3001\u53ef\u63d2\u5165 edge hook\u3001\u652f\u6301\u68c0\u67e5\u70b9\u6062\u590d\u3002\u52a3\u52bf\u662f ReAct \u5faa\u73af\u7531\u56fe\u7ed3\u6784\u56fa\u5b9a，\u4e0d\u5982 Spring AI \u7684 Advisor \u94fe\u7075\u6d3b\u3002recursionLimit(50) \u9650\u5236\u4e86\u56fe\u7684\u6700\u5927\u904d\u5386\u6df1\u5ea6，\u9632\u6b62\u65e0\u9650\u5faa\u73af\u3002<\/p>\n

babi-spring \u7684 ChatClient \u662f\u6700"\u8f7b\u91cf"\u7684\u3002Spring AI 2.0 \u7684 ChatClient \u672c\u8eab\u4e0d\u662f Agent，\u53ea\u662f\u4e00\u4e2a\u804a\u5929\u5ba2\u6237\u7aef，ReAct \u5faa\u73af\u7531 ToolCallingAdvisor \u5728 Advisor \u94fe\u4e2d\u5b8c\u6210\u3002babi-spring \u901a\u8fc7\u7ec4\u88c5\u4e09\u4e2a Advisor \u5b9e\u73b0\u5b8c\u6574\u7684 Agent \u80fd\u529b：<\/p>\n

return<\/span> ChatClient<\/span>.<\/span>builder<\/span>(<\/span>chatModel)<\/span>
\n .<\/span>defaultSystem<\/span>(<\/span>sysPrompt)<\/span>
\n .<\/span>defaultAdvisors<\/span>(<\/span>
\n MessageChatMemoryAdvisor<\/span>.<\/span>builder<\/span>(<\/span>chatMemory)<\/span>.<\/span>build<\/span>(<\/span>)<\/span>,<\/span>
\n ToolCallingAdvisor<\/span>.<\/span>builder<\/span>(<\/span>)<\/span>
\n .<\/span>toolCallingManager<\/span>(<\/span>toolCallingManager)<\/span>
\n .<\/span>build<\/span>(<\/span>)<\/span>,<\/span>
\n new<\/span> ToolCallObservationAdvisor<\/span>(<\/span>)<\/span>
\n )<\/span>
\n .<\/span>defaultTools<\/span>(<\/span>tools.<\/span>toArray<\/span>(<\/span>)<\/span>)<\/span>
\n .<\/span>build<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

MessageChatMemoryAdvisor \u7ba1\u7406\u4f1a\u8bdd\u8bb0\u5fc6，ToolCallingAdvisor \u9a71\u52a8 ReAct \u5faa\u73af，ToolCallObservationAdvisor \u505a\u53ef\u89c2\u6d4b\u3002\u8fd9\u79cd"\u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f"\u7684\u8bbe\u8ba1\u8ba9\u6bcf\u4e2a\u5173\u6ce8\u70b9\u72ec\u7acb，\u53ef\u4ee5\u81ea\u7531\u66ff\u6362\u3002<\/p>\n

\u4e94\u3001\u5de5\u5177\u5b9a\u4e49\u4e0e\u8c03\u7528：\u4e09\u79cd @Tool \u6ce8\u89e3<\/h3>\n

\u4e09\u4e2a\u6846\u67b6\u90fd\u7528 @Tool \u6ce8\u89e3\u5b9a\u4e49\u5de5\u5177，\u4f46\u6ce8\u89e3\u6765\u6e90\u548c\u53c2\u6570\u6ce8\u5165\u65b9\u5f0f\u4e0d\u540c\u3002<\/p>\n

babi-agent（AgentScope） \u7528 io.agentscope.core.tool.Tool \u548c @ToolParam，\u65b9\u6cd5\u7b7e\u540d\u53ef\u4ee5\u63a5\u6536 RuntimeContext \u5b9e\u73b0\u4e0a\u4e0b\u6587\u6ce8\u5165：<\/p>\n

@Tool<\/span>(<\/span>name =<\/span> "github_api_request"<\/span>,<\/span> description =<\/span> "Call the GitHub REST API…"<\/span>)<\/span>
\npublic<\/span> String<\/span> githubApiRequest<\/span>(<\/span>
\n RuntimeContext<\/span> runtimeContext,<\/span>
\n @ToolParam<\/span>(<\/span>name =<\/span> "method"<\/span>,<\/span> description =<\/span> "HTTP method"<\/span>)<\/span> String<\/span> method,<\/span>
\n @ToolParam<\/span>(<\/span>name =<\/span> "path"<\/span>,<\/span> description =<\/span> "GitHub API path"<\/span>)<\/span> String<\/span> path,<\/span>
\n @ToolParam<\/span>(<\/span>name =<\/span> "body"<\/span>,<\/span> required =<\/span> false<\/span>)<\/span> String<\/span> body,<\/span>
\n @ToolParam<\/span>(<\/span>name =<\/span> "query_params"<\/span>,<\/span> required =<\/span> false<\/span>)<\/span> Map<\/span><<\/span>String<\/span>,<\/span> String<\/span>><\/span><\/span> queryParams)<\/span> {<\/span>
\n String<\/span> token =<\/span> resolveToken<\/span>(<\/span>runtimeContext)<\/span>;<\/span>
\n return<\/span> GitHubApiLogic<\/span>.<\/span>githubApiRequest<\/span>(<\/span>client,<\/span> token,<\/span> method,<\/span> path,<\/span> body,<\/span> queryParams)<\/span>;<\/span>
\n}<\/span><\/p>\n

babi-graph（LangChain4j） \u7528 dev.langchain4j.agent.tool.Tool \u548c @P，\u6ce8\u89e3\u6700\u7b80\u6d01：<\/p>\n

@Tool<\/span>(<\/span>name =<\/span> "read_file"<\/span>,<\/span> value =<\/span> "Read the contents of a file…"<\/span>)<\/span>
\npublic<\/span> String<\/span> readFile<\/span>(<\/span>@P<\/span>(<\/span>"Absolute or relative path"<\/span>)<\/span> String<\/span> filePath)<\/span> {<\/span>
\n return<\/span> FileReadLogic<\/span>.<\/span>readFile<\/span>(<\/span>filePath)<\/span>;<\/span>
\n}<\/span><\/p>\n

babi-spring（Spring AI 2.0） \u7528 org.springframework.ai.tool.annotation.Tool \u548c @ToolParam：<\/p>\n

@Tool<\/span>(<\/span>name =<\/span> "read_file"<\/span>,<\/span> description =<\/span> "Read the contents of a file…"<\/span>)<\/span>
\npublic<\/span> String<\/span> readFile<\/span>(<\/span>
\n @ToolParam<\/span>(<\/span>description =<\/span> "Absolute or relative path"<\/span>)<\/span> String<\/span> filePath)<\/span> {<\/span>
\n return<\/span> FileReadLogic<\/span>.<\/span>readFile<\/span>(<\/span>filePath)<\/span>;<\/span>
\n}<\/span><\/p>\n

\u5c3d\u7ba1\u6ce8\u89e3\u4e0d\u540c，\u4e09\u4e2a\u6a21\u5757\u7684\u5de5\u5177\u7c7b\u90fd\u59d4\u6258\u7ed9 babi-common \u4e2d\u7684 Logic \u7c7b\u6267\u884c\u5b9e\u9645\u903b\u8f91\u3002\u8fd9\u79cd"\u8584\u5de5\u5177\u5c42 + \u5171\u4eab\u903b\u8f91\u5c42"\u7684\u8bbe\u8ba1\u786e\u4fdd\u4e86\u884c\u4e3a\u4e00\u81f4\u6027\u2014\u2014\u65e0\u8bba\u7528\u54ea\u4e2a\u6846\u67b6，read_file \u5de5\u5177\u7684\u884c\u4e3a\u5b8c\u5168\u76f8\u540c\u3002\u5dee\u5f02\u53ea\u5728\u53c2\u6570\u6ce8\u5165\u2014\u2014AgentScope \u80fd\u6ce8\u5165 RuntimeContext，\u53e6\u5916\u4e24\u4e2a\u4e0d\u80fd\u3002<\/p>\n

\u6ce8\u89e3\u53ea\u662f\u5de5\u5177\u5b9a\u4e49，\u8c03\u7528\u5b9e\u73b0\u624d\u662f\u5173\u952e\u3002\u4e09\u4e2a\u6846\u67b6\u4ece"\u6a21\u578b\u8fd4\u56de tool calls JSON"\u5230"\u6267\u884c Java \u65b9\u6cd5\u62ff\u5230\u8fd4\u56de\u503c"\u7684\u94fe\u8def\u5404\u4e0d\u76f8\u540c\u3002<\/p>\n

babi-agent（AgentScope） \u901a\u8fc7 Toolkit \u6ce8\u518c\u5de5\u5177\u5bf9\u8c61，\u6846\u67b6\u7528\u53cd\u5c04\u626b\u63cf @Tool \u6ce8\u89e3\u65b9\u6cd5\u751f\u6210\u5de5\u5177\u89c4\u683c（\u542b name\u3001description\u3001parameters JSON Schema），\u968f API \u8bf7\u6c42\u4f20\u7ed9\u6a21\u578b\u3002\u6a21\u578b\u8fd4\u56de tool calls \u540e，AgentScope \u5728 onActing \u4e2d\u95f4\u4ef6\u9636\u6bb5\u6267\u884c\u2014\u2014\u6846\u67b6\u6839\u636e tool name \u627e\u5230\u5bf9\u5e94\u7684 Java \u65b9\u6cd5，\u901a\u8fc7\u53cd\u5c04\u5c06 JSON arguments \u53cd\u5e8f\u5217\u5316\u4e3a\u65b9\u6cd5\u53c2\u6570，\u8c03\u7528\u65b9\u6cd5\u83b7\u53d6\u8fd4\u56de\u503c\u3002RuntimeContext \u4f5c\u4e3a\u7279\u6b8a\u53c2\u6570\u88ab\u6846\u67b6\u81ea\u52a8\u6ce8\u5165，\u4e0d\u6765\u81ea JSON arguments\u3002\u6267\u884c\u7ed3\u679c\u901a\u8fc7 ToolResultEndEvent \u4e8b\u4ef6\u63a8\u9001\u5230\u4e0b\u6e38\u3002AgentScope \u8fd8\u5185\u7f6e\u4e86 maxRetries(2) \u7684\u5de5\u5177\u91cd\u8bd5\u673a\u5236\u2014\u2014\u5de5\u5177\u65b9\u6cd5\u629b\u5f02\u5e38\u65f6\u81ea\u52a8\u91cd\u8bd5，\u8d85\u51fa\u6b21\u6570\u624d\u8fd4\u56de\u9519\u8bef\u7ed9\u6a21\u578b\u3002<\/p>\n

babi-graph（LangChain4j） \u901a\u8fc7 toolsFromObject(tools.toArray()) \u6ce8\u518c\u5de5\u5177\u5bf9\u8c61，LangChain4j \u7528\u53cd\u5c04\u626b\u63cf @Tool \u6ce8\u89e3\u751f\u6210 ToolSpecification\u3002\u6a21\u578b\u8fd4\u56de tool execution requests \u540e，LangGraph4j \u7684 AgentExecutor \u56fe\u8fdb\u5165 action \u8282\u70b9\u2014\u2014ToolExecutor \u6839\u636e tool name \u627e\u5230\u65b9\u6cd5，\u7528 Jackson \u5c06 JSON arguments \u53cd\u5e8f\u5217\u5316\u4e3a\u53c2\u6570，\u53cd\u5c04\u8c03\u7528\u65b9\u6cd5\u3002\u8fd4\u56de\u503c\u5e8f\u5217\u5316\u4e3a JSON \u540e\u5199\u5165\u56fe\u7684 state，\u56fe\u518d\u56de\u5230 agent \u8282\u70b9\u7ee7\u7eed\u4e0b\u4e00\u8f6e\u3002\u6574\u4e2a\u8c03\u7528\u94fe\u662f\u56fe\u904d\u5386\u9a71\u52a8\u7684，\u5de5\u5177\u6267\u884c\u5728\u56fe\u904d\u5386\u7ebf\u7a0b\u4e0a\u540c\u6b65\u5b8c\u6210\u3002<\/p>\n

babi-spring（Spring AI 2.0） \u901a\u8fc7 defaultTools(tools.toArray()) \u6ce8\u518c\u5de5\u5177\u5bf9\u8c61，Spring AI \u7528\u53cd\u5c04\u626b\u63cf @Tool \u6ce8\u89e3\u751f\u6210 ToolDefinition（\u542b name\u3001description\u3001inputSchema JSON Schema）\u3002\u6a21\u578b\u8fd4\u56de tool calls \u540e，ToolCallingAdvisor \u8c03\u7528 ToolCallingManager.executeToolCalls()\u2014\u2014\u8fd9\u662f\u5de5\u5177\u6267\u884c\u7684\u6838\u5fc3\u5165\u53e3\u3002babi-spring \u7528\u81ea\u5b9a\u4e49\u7684 NotifyingToolCallingManager \u88c5\u9970\u9ed8\u8ba4\u5b9e\u73b0，\u5728\u6267\u884c\u524d\u540e\u53d1\u5e03\u4e8b\u4ef6\u3002\u9ed8\u8ba4\u7684 ToolCallingManager \u901a\u8fc7 ToolCallbackResolver \u6839\u636e tool name \u89e3\u6790\u5230 ToolCallback，\u518d\u7531 MethodToolCallback \u7528\u53cd\u5c04\u8c03\u7528 Java \u65b9\u6cd5\u3002\u5de5\u5177\u8fd4\u56de\u503c\u5305\u88c5\u4e3a ToolResponseMessage.ToolResponse，\u52a0\u5165\u6d88\u606f\u5386\u53f2\u4f9b\u4e0b\u4e00\u8f6e\u6a21\u578b\u8c03\u7528\u3002Spring AI \u7684\u5de5\u5177\u6267\u884c\u6ca1\u6709\u5185\u7f6e\u91cd\u8bd5\u673a\u5236\u2014\u2014\u5982\u679c\u5de5\u5177\u629b\u5f02\u5e38，\u5f02\u5e38\u76f4\u63a5\u4f20\u64ad\u5230 ToolCallingAdvisor，\u9700\u8981\u5f00\u53d1\u8005\u81ea\u5df1\u5904\u7406\u3002<\/p>\n

\u4e09\u79cd\u8c03\u7528\u5b9e\u73b0\u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u5de5\u5177\u6267\u884c\u4e0e\u6846\u67b6\u7684\u8026\u5408\u65b9\u5f0f\u3002AgentScope \u7684\u5de5\u5177\u6267\u884c\u5d4c\u5165\u4e2d\u95f4\u4ef6\u94fe，\u53ef\u4ee5\u88ab onActing \u62e6\u622a\u548c\u4fee\u6539；LangChain4j \u7684\u5de5\u5177\u6267\u884c\u5d4c\u5165\u56fe\u904d\u5386，\u53ef\u4ee5\u88ab EdgeHook.WrapCall \u5305\u88f9；Spring AI \u7684\u5de5\u5177\u6267\u884c\u901a\u8fc7 ToolCallingManager \u88c5\u9970\u5668\u89e3\u8026，\u662f\u6700\u7075\u6d3b\u7684\u2014\u2014\u53ef\u4ee5\u66ff\u6362\u6574\u4e2a ToolCallingManager \u5b9e\u73b0\u800c\u4e0d\u5f71\u54cd Advisor \u94fe\u3002\u4f46\u4e09\u8005\u7684\u5e95\u5c42\u673a\u5236\u6b8a\u9014\u540c\u5f52\u2014\u2014\u53cd\u5c04 + JSON \u53cd\u5e8f\u5217\u5316 + \u65b9\u6cd5\u8c03\u7528，\u53ea\u662f\u88ab\u6846\u67b6\u5305\u88c5\u5728\u4e0d\u540c\u7684\u62bd\u8c61\u5c42\u4e2d\u3002<\/p>\n

\u516d\u3001\u4e8b\u4ef6\u62e6\u622a\u673a\u5236：Middleware vs EdgeHook vs Advisor<\/h3>\n

\u4e09\u4e2a\u6846\u67b6\u62e6\u622a\u5de5\u5177\u6267\u884c\u4e8b\u4ef6\u7684\u673a\u5236\u5b8c\u5168\u4e0d\u540c，\u8fd9\u662f\u67b6\u6784\u5dee\u5f02\u6700\u76f4\u89c2\u7684\u4f53\u73b0\u3002<\/p>\n

babi-agent（AgentScope Middleware） \u5728\u5de5\u5177\u6267\u884c\u524d\u62e6\u622a\u3002ToolNotificationMiddleware \u5b9e\u73b0 MiddlewareBase.onActing()，\u5728 Agent \u8c03\u7528\u5de5\u5177\u524d\u53d1\u5e03 TOOL_CALL \u4e8b\u4ef6，\u7136\u540e\u8c03 next.apply(input) \u7ee7\u7eed\u3002\u8fd9\u662f"\u524d\u7f6e\u62e6\u622a"\u6a21\u5f0f，\u4e0d\u963b\u585e\u6267\u884c，\u4f46\u4e0d\u80fd\u5728\u4e2d\u95f4\u4ef6\u5185\u83b7\u53d6\u5de5\u5177\u6267\u884c\u7ed3\u679c\u2014\u2014\u7ed3\u679c\u4e8b\u4ef6\u9700\u8981\u4ece ToolResultEndEvent \u53e6\u5916\u83b7\u53d6\u3002<\/p>\n

babi-graph（LangGraph4j EdgeHook） \u62e6\u622a\u56fe\u7684 action edge\u3002ToolNotificationEdgeHook \u5b9e\u73b0 EdgeHook.WrapCall，\u901a\u8fc7 whenComplete \u56de\u8c03\u5728\u5de5\u5177\u6267\u884c\u5b8c\u6210\u540e\u53d1\u5e03 TOOL_RESULT \u4e8b\u4ef6\u3002\u8fd9\u662f"\u5305\u88f9\u62e6\u622a"\u6a21\u5f0f，\u524d\u7f6e\u53d1 TOOL_CALL，\u540e\u7f6e\u53d1 TOOL_RESULT，\u4e00\u6b21\u62e6\u622a\u8986\u76d6\u5168\u751f\u547d\u5468\u671f：<\/p>\n

public<\/span> CompletableFuture<\/span><<\/span>Command<\/span>><\/span><\/span> applyWrap<\/span>(<\/span>String<\/span> sourceId,<\/span>
\n AgentExecutor.<\/span>State<\/span> state,<\/span> RunnableConfig<\/span> config,<\/span>
\n AsyncCommandAction<\/span><<\/span>AgentExecutor.<\/span>State<\/span>><\/span><\/span> action)<\/span> {<\/span>
\n publishToolCallEvents<\/span>(<\/span>state)<\/span>;<\/span>
\n return<\/span> action.<\/span>apply<\/span>(<\/span>state,<\/span> config)<\/span>
\n .<\/span>whenComplete<\/span>(<\/span>(<\/span>command,<\/span> ex)<\/span> -><\/span> {<\/span>
\n publishToolResultEvents<\/span>(<\/span>state,<\/span> resolveToolState<\/span>(<\/span>ex)<\/span>)<\/span>;<\/span>
\n }<\/span>)<\/span>;<\/span>
\n}<\/span><\/p>\n

babi-spring（Spring AI Advisor + ToolCallingManager \u88c5\u9970\u5668） \u7528\u4e24\u5c42\u62e6\u622a\u3002NotifyingToolCallingManager \u88c5\u9970 ToolCallingManager，\u5728 executeToolCalls \u524d\u540e\u5206\u522b\u53d1\u5e03\u4e8b\u4ef6，\u901a\u8fc7 try-catch \u6355\u83b7\u5f02\u5e38\u5224\u65ad SUCCESS\/ERROR\/INTERRUPTED\u3002\u8fd9\u662f"\u88c5\u9970\u5668\u6a21\u5f0f"，\u6700\u7075\u6d3b\u4f46\u4ee3\u7801\u91cf\u4e5f\u6700\u5927\u3002session \u8de8\u7ebf\u7a0b\u4f20\u64ad\u7528\u53cc\u8def\u7b56\u7565\u2014\u2014\u5148 Reactor Context \u540e ThreadLocal\u3002<\/p>\n

\u4e09\u79cd\u62e6\u622a\u673a\u5236\u7684\u8bbe\u8ba1\u54f2\u5b66\u4e0d\u540c\u3002AgentScope \u7684 Middleware \u662f"\u7ba1\u9053-\u8fc7\u6ee4\u5668"\u6a21\u5f0f，\u4e2d\u95f4\u4ef6\u4e32\u884c\u6267\u884c，\u6bcf\u4e2a\u53ef\u4ee5\u4fee\u6539\u8f93\u5165\u6216\u963b\u65ad\u6267\u884c，\u9002\u5408\u505a\u524d\u7f6e\u5904\u7406（\u5982\u4e0a\u4e0b\u6587\u622a\u65ad\u3001\u6743\u9650\u68c0\u67e5），\u4f46\u4e0d\u9002\u5408\u505a\u540e\u7f6e\u5904\u7406（\u5982\u7ed3\u679c\u901a\u77e5）\u2014\u2014onActing \u8fd4\u56de\u7684 Flux<AgentEvent> \u662f\u5de5\u5177\u6267\u884c\u7684\u8f93\u51fa\u6d41，\u4e2d\u95f4\u4ef6\u65e0\u6cd5\u5728\u6d41\u7ed3\u675f\u540e\u518d\u63d2\u5165\u903b\u8f91\u3002LangGraph4j \u7684 EdgeHook \u662f"\u5305\u88f9\u5668"\u6a21\u5f0f，whenComplete \u56de\u8c03\u5929\u7136\u8986\u76d6\u524d\u7f6e\u548c\u540e\u7f6e，\u4e00\u6b21\u62e6\u622a\u5b8c\u6210\u5168\u751f\u547d\u5468\u671f\u901a\u77e5，\u6700\u7b80\u6d01\u3002Spring AI \u7684\u88c5\u9970\u5668\u6a21\u5f0f\u7075\u6d3b\u6027\u6700\u9ad8\u2014\u2014\u53ef\u4ee5\u4fee\u6539\u5de5\u5177\u8c03\u7528\u7684\u8f93\u5165\u548c\u8f93\u51fa，\u751a\u81f3\u5b8c\u5168\u66ff\u6362\u5de5\u5177\u6267\u884c\u903b\u8f91\u2014\u2014\u4f46\u590d\u6742\u5ea6\u4e5f\u6700\u9ad8，\u9700\u8981\u7406\u89e3 ToolCallingManager \u7684\u5185\u90e8\u5951\u7ea6\u3002<\/p>\n

\u4e09\u4e2a\u6a21\u5757\u7684\u5de5\u5177\u72b6\u6001\u5224\u65ad\u903b\u8f91\u4e5f\u503c\u5f97\u5bf9\u6bd4\u3002babi-spring \u7684 resolveToolState \u904d\u5386\u5f02\u5e38 cause chain，\u5339\u914d InterruptedException \u548c CancellationException \u4e3a INTERRUPTED，\u5176\u4ed6\u4e3a ERROR\u3002babi-graph \u7684 resolveToolState \u66f4\u7b80\u6d01\u2014\u2014null \u4e3a SUCCESS，cause chain \u4e2d\u6709 CancellationException \u4e3a INTERRUPTED，\u5176\u4ed6\u4e3a ERROR\u3002babi-agent \u4e0d\u9700\u8981\u81ea\u5df1\u5224\u65ad\u2014\u2014AgentScope \u6846\u67b6\u7684 ToolResultEndEvent \u76f4\u63a5\u643a\u5e26 getState()\u3002\u8fd9\u8bf4\u660e\u6846\u67b6\u5185\u7f6e\u7684\u80fd\u529b\u80fd\u663e\u8457\u51cf\u5c11\u5de5\u7a0b\u4ee3\u7801\u91cf\u3002<\/p>\n

\u4e03\u3001ReAct \u5faa\u73af：\u5185\u7f6e vs \u56fe\u904d\u5386 vs Advisor \u9012\u5f52<\/h3>\n

babi-agent \u7684 ReAct \u5faa\u73af\u7531 AgentScope \u6846\u67b6\u5185\u7f6e\u3002HarnessAgent \u5185\u90e8\u5b9e\u73b0 Reasoning（\u8c03\u6a21\u578b）\u2192 Acting（\u6267\u884c\u5de5\u5177）\u7684\u4ea4\u66ff\u5faa\u73af，maxIters(50) \u9650\u5236\u6700\u5927\u8f6e\u6b21\u3002\u4e2d\u95f4\u4ef6\u53ef\u4ee5\u62e6\u622a onReasoning \u548c onActing \u4e24\u4e2a\u9636\u6bb5，\u4f46\u4e0d\u80fd\u6539\u53d8\u5faa\u73af\u7ed3\u6784\u3002ContextTruncateMiddleware \u5c31\u662f\u5728 onReasoning \u9636\u6bb5\u622a\u65ad\u4e0a\u4e0b\u6587\u3002<\/p>\n

babi-graph \u7684 ReAct \u5faa\u73af\u7531\u56fe\u7ed3\u6784\u5b9a\u4e49\u3002AgentExecutor \u56fe\u6709\u4e24\u4e2a\u8282\u70b9：agent \u8282\u70b9（\u8c03\u6a21\u578b）\u548c action \u8282\u70b9（\u6267\u884c\u5de5\u5177），\u901a\u8fc7\u6761\u4ef6\u8fb9\u8fde\u63a5\u2014\u2014\u6a21\u578b\u8fd4\u56de tool calls \u65f6\u8d70 action \u8fb9，\u8fd4\u56de\u6700\u7ec8\u54cd\u5e94\u65f6\u8d70 END \u8fb9\u3002recursionLimit(50) \u9650\u5236\u56fe\u904d\u5386\u6df1\u5ea6\u3002\u56fe\u7ed3\u6784\u7684\u4f18\u52bf\u662f\u53ef\u89c6\u5316\u6e05\u6670，\u53ef\u4ee5\u81ea\u5b9a\u4e49\u8282\u70b9\u548c\u8fb9\u6269\u5c55\u6d41\u7a0b\u3002<\/p>\n

babi-spring \u7684 ReAct \u5faa\u73af\u7531 ToolCallingAdvisor \u5728 Advisor \u94fe\u4e2d\u9012\u5f52\u5b8c\u6210\u3002\u6d41\u7a0b\u662f：\u53d1\u9001 prompt \u5230\u6a21\u578b（\u6d41\u5f0f）\u2192 \u805a\u5408\u6d41\u68c0\u6d4b tool calls \u2192 \u6267\u884c\u5de5\u5177 \u2192 \u5c06\u5de5\u5177\u7ed3\u679c\u52a0\u5165\u6d88\u606f\u5386\u53f2 \u2192 \u9012\u5f52\u8c03\u7528\u6a21\u578b \u2192 \u8fc7\u6ee4\u4e2d\u95f4\u54cd\u5e94，\u53ea\u8f93\u51fa\u6700\u7ec8\u6587\u672c\u3002\u8fd9\u4e2a\u5faa\u73af\u5bf9\u5f00\u53d1\u8005\u900f\u660e\u2014\u2014ChatClient.stream().content() \u8fd4\u56de\u7684 Flux \u5df2\u7ecf\u662f\u8fc7\u6ee4\u540e\u7684\u6700\u7ec8\u6587\u672c\u3002ToolCallObservationAdvisor \u53ef\u4ee5\u89c2\u6d4b\u6bcf\u4e00\u8f6e\u8c03\u7528，\u6253\u5370\u5b8c\u6574\u7684\u6d88\u606f\u5386\u53f2\u548c\u6a21\u578b\u54cd\u5e94\u5206\u6790\u3002<\/p>\n

Advisor \u94fe\u7684\u9012\u5f52\u8bbe\u8ba1\u6709\u4e2a\u4f18\u52bf\u2014\u2014\u6bcf\u4e00\u8f6e\u8c03\u7528\u7684\u6d88\u606f\u5386\u53f2\u5b8c\u6574\u53ef\u89c2\u6d4b，\u56e0\u4e3a Advisor \u80fd\u8bbf\u95ee Prompt.getInstructions() \u83b7\u53d6\u7d2f\u79ef\u7684\u5168\u90e8\u6d88\u606f\u3002babi-spring \u7684 ToolCallObservationAdvisor \u6b63\u662f\u5229\u7528\u8fd9\u4e00\u70b9，\u901a\u8fc7\u7edf\u8ba1 ToolResponseMessage \u6570\u91cf\u63a8\u65ad\u5f53\u524d\u8f6e\u6b21，\u5728\u6bcf\u4e00\u8f6e\u6253\u5370\u5b8c\u6574\u7684\u6d88\u606f\u6f14\u8fdb\u8fc7\u7a0b\u3002\u76f8\u6bd4\u4e4b\u4e0b，AgentScope \u7684\u4e2d\u95f4\u4ef6\u53ea\u80fd\u8bbf\u95ee ReasoningInput.messages()（\u5f53\u524d\u8f6e\u7684\u622a\u65ad\u540e\u6d88\u606f），LangGraph4j \u7684 EdgeHook \u53ea\u80fd\u8bbf\u95ee State.lastMessage()（\u6700\u540e\u4e00\u6761\u6d88\u606f），\u53ef\u89c2\u6d4b\u6027\u90fd\u4e0d\u5982 Spring AI\u3002<\/p>\n

\u4e09\u4e2a\u6a21\u5757\u7684 ReAct \u5faa\u73af\u7ec8\u6b62\u6761\u4ef6\u4e5f\u4e0d\u540c\u3002AgentScope \u7528 maxIters(50) \u9650\u5236\u6700\u5927\u8f6e\u6b21；LangGraph4j \u7528 recursionLimit(50) \u9650\u5236\u56fe\u904d\u5386\u6df1\u5ea6；Spring AI \u7684 ToolCallingAdvisor \u6ca1\u6709\u663e\u5f0f\u7684\u8fed\u4ee3\u9650\u5236，\u4f9d\u8d56\u6a21\u578b\u7684 finishReason \u81ea\u7136\u7ec8\u6b62\u2014\u2014\u5982\u679c\u6a21\u578b\u4e0d\u8fd4\u56de tool calls，\u5faa\u73af\u5c31\u7ed3\u675f\u3002\u8fd9\u610f\u5473\u7740\u5982\u679c\u6a21\u578b\u6301\u7eed\u8fd4\u56de tool calls，\u7406\u8bba\u4e0a\u53ef\u80fd\u65e0\u9650\u5faa\u73af\u3002\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d Qwen \u6a21\u578b\u5f88\u5c11\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5，\u4f46\u4ece\u5de5\u7a0b\u5065\u58ee\u6027\u89d2\u5ea6，Spring AI \u7684\u65b9\u6848\u7f3a\u5c11\u4e00\u9053\u5b89\u5168\u7f51\u3002<\/p>\n

\u516b\u3001Chat Memory：\u6587\u4ef6\u6301\u4e45\u5316 vs Checkpoint vs InMemory<\/h3>\n

\u4e09\u4e2a\u6846\u67b6\u7684\u4f1a\u8bdd\u8bb0\u5fc6\u673a\u5236\u5dee\u5f02\u5f88\u5927\u3002<\/p>\n

babi-agent \u7528 JsonFileAgentStateStore，\u5c06\u5bf9\u8bdd\u72b6\u6001\u6301\u4e45\u5316\u5230 ~\/.babi\/sessions\/ \u76ee\u5f55\u4e0b\u7684 JSON \u6587\u4ef6\u3002\u91cd\u542f\u540e\u81ea\u52a8\u6062\u590d，\u652f\u6301 CLI \u6a21\u5f0f\u7684\u8de8\u4f1a\u8bdd\u8fde\u7eed\u6027\u3002\u8fd9\u662f\u6700\u91cd\u7684\u6301\u4e45\u5316\u65b9\u6848，\u4f46\u4e5f\u662f\u552f\u4e00\u652f\u6301\u79bb\u7ebf\u6062\u590d\u7684\u3002<\/p>\n

babi-graph \u7528 LangGraph4j \u7684 MemorySaver \u68c0\u67e5\u70b9\u673a\u5236，\u901a\u8fc7 threadId \u9694\u79bb\u4e0d\u540c\u4f1a\u8bdd\u3002\u68c0\u67e5\u70b9\u4fdd\u5b58\u5728\u5185\u5b58\u4e2d，\u91cd\u542f\u4e22\u5931，\u4f46\u5355\u6b21\u8fd0\u884c\u5185\u652f\u6301\u591a\u4f1a\u8bdd\u9694\u79bb\u3002BabiService.clearMemory() \u901a\u8fc7 memorySaver.release(config) \u91ca\u653e\u4f1a\u8bdd\u3002<\/p>\n

babi-spring \u7528 Spring AI \u7684 MessageWindowChatMemory + InMemoryChatMemoryRepository，\u8bbe\u7f6e maxMessages(50) \u7684\u6ed1\u52a8\u7a97\u53e3\u3002\u8fd9\u662f\u6700\u8f7b\u91cf\u7684\u65b9\u6848\u2014\u2014\u5185\u5b58\u5b58\u50a8\u3001\u7a97\u53e3\u622a\u65ad\u3001\u91cd\u542f\u4e22\u5931\u3002Spring AI \u4e5f\u652f\u6301 JDBC\u3001Cassandra \u7b49\u6301\u4e45\u5316 Repository，babi-spring \u9009\u62e9\u4e86\u6700\u7b80\u5355\u7684\u5185\u5b58\u65b9\u6848\u3002<\/p>\n

\u4e09\u4e2a\u6a21\u5757\u90fd\u989d\u5916\u652f\u6301\u5de5\u4f5c\u533a\u76ee\u5f55\u4e0b\u7684 MEMORY.md \u6587\u4ef6\u4f5c\u4e3a\u957f\u671f\u8bb0\u5fc6\u8865\u5145，Controller \u7684 DELETE \/memory \u7aef\u70b9\u4e13\u95e8\u6e05\u7406\u8fd9\u4e2a\u6587\u4ef6\u3002<\/p>\n

\u4e09\u79cd Chat Memory \u65b9\u6848\u53cd\u6620\u4e86\u4e0d\u540c\u7684\u5b9a\u4f4d\u3002babi-agent \u7684\u6587\u4ef6\u6301\u4e45\u5316\u662f\u4e3a CLI \u6a21\u5f0f\u8bbe\u8ba1\u7684\u2014\u2014\u7ec8\u7aef\u5173\u95ed\u540e\u91cd\u5f00\u4ecd\u80fd\u5ef6\u7eed\u5bf9\u8bdd，\u8fd9\u5bf9 Coding Agent \u7684\u7528\u6237\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002babi-graph \u7684\u68c0\u67e5\u70b9\u673a\u5236\u662f\u4e3a\u56fe\u7f16\u6392\u670d\u52a1\u7684\u2014\u2014\u53ef\u4ee5\u5728\u4efb\u610f\u8282\u70b9\u6682\u505c\u548c\u6062\u590d，\u9002\u5408\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4efb\u52a1\u3002babi-spring \u7684\u5185\u5b58\u65b9\u6848\u6700\u7b80\u5355，\u9002\u5408 Web \u670d\u52a1\u7684\u5355\u6b21\u4f1a\u8bdd\u573a\u666f\u3002<\/p>\n

\u4f46\u5185\u5b58\u65b9\u6848\u4e5f\u6709\u4e0a\u4e0b\u6587\u81a8\u80c0\u7684\u95ee\u9898\u3002babi-spring \u7684 MessageWindowChatMemory \u8bbe maxMessages(50) \u7684\u6ed1\u52a8\u7a97\u53e3，\u8d85\u8fc7\u540e\u81ea\u52a8\u4e22\u5f03\u6700\u65e9\u7684\u6d88\u606f\u3002\u8fd9\u6bd4 babi-agent \u7684 ContextTruncateMiddleware（30\u6761\u7a97\u53e3 + \u4fdd\u7559 tool call\/result \u5bf9）\u7b80\u5355\u2014\u2014\u540e\u8005\u5728\u622a\u65ad\u65f6\u4f1a\u8df3\u8fc7\u5b64\u7acb\u7684 TOOL result \u6d88\u606f，\u907f\u514d\u6a21\u578b\u770b\u5230\u6ca1\u6709\u5bf9\u5e94\u8bf7\u6c42\u7684\u5de5\u5177\u54cd\u5e94\u800c\u56f0\u60d1\u3002Spring AI \u7684\u7a97\u53e3\u622a\u65ad\u6ca1\u6709\u8fd9\u79cd\u8bed\u4e49\u4fdd\u62a4，\u53ef\u80fd\u5728\u622a\u65ad\u65f6\u7834\u574f tool call\/result \u7684\u914d\u5bf9\u5b8c\u6574\u6027\u3002<\/p>\n

\u4e5d\u3001\u53ef\u89c2\u6d4b\u8bbe\u8ba1：\u4e09\u79cd\u89c2\u6d4b\u6a21\u5f0f<\/h3>\n

babi-agent \u4f9d\u8d56 AgentScope \u6846\u67b6\u7684 AgentTracingLog，\u4f46 babi \u663e\u5f0f\u5173\u95ed\u4e86\u5b83（enableAgentTracingLog(false)）\u4ee5\u63d0\u5347\u6027\u80fd，\u6539\u7528\u4e2d\u95f4\u4ef6\u7684 log.debug \u505a\u8f7b\u91cf\u89c2\u6d4b\u3002\u5de5\u5177\u7ed3\u679c\u4e8b\u4ef6\u901a\u8fc7\u539f\u751f ToolResultEndEvent \u83b7\u53d6，\u65e0\u9700\u81ea\u5b9a\u4e49\u89c2\u6d4b\u7ec4\u4ef6\u3002<\/p>\n

babi-graph \u6ca1\u6709\u4e13\u95e8\u7684\u53ef\u89c2\u6d4b\u7ec4\u4ef6，\u4f9d\u8d56 ToolNotificationEdgeHook \u7684 log.debug \u548c LangGraph4j \u6846\u67b6\u81ea\u8eab\u7684\u56fe\u904d\u5386\u65e5\u5fd7\u3002\u8fd9\u662f\u4e09\u4e2a\u6a21\u5757\u4e2d\u53ef\u89c2\u6d4b\u80fd\u529b\u6700\u5f31\u7684\u3002<\/p>\n

babi-spring \u6709\u6700\u5b8c\u5584\u7684\u81ea\u5b9a\u4e49\u53ef\u89c2\u6d4b\u2014\u2014ToolCallObservationAdvisor \u540c\u65f6\u5b9e\u73b0 CallAdvisor \u548c StreamAdvisor，\u5728\u6bcf\u4e00\u8f6e ReAct \u5faa\u73af\u4e2d\u6253\u5370\u5b8c\u6574\u7684\u6d88\u606f\u5386\u53f2\u3001\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\u548c\u54cd\u5e94\u3001\u6a21\u578b\u54cd\u5e94\u5206\u6790（\u662f\u5426\u5305\u542b tool calls）\u3001\u6bcf\u8f6e\u8017\u65f6\u7edf\u8ba1\u3002\u901a\u8fc7\u7edf\u8ba1 ToolResponseMessage \u6570\u91cf\u63a8\u65ad\u5f53\u524d\u8fed\u4ee3\u8f6e\u6b21，\u8f93\u51fa\u683c\u5f0f\u5316\u7684\u65e5\u5fd7：<\/p>\n

@Override<\/span>
\npublic<\/span> ChatClientResponse<\/span> adviseCall<\/span>(<\/span>ChatClientRequest<\/span> request,<\/span> CallAdvisorChain<\/span> chain)<\/span> {<\/span>
\n List<\/span><<\/span>Message<\/span>><\/span><\/span> messages =<\/span> request.<\/span>prompt<\/span>(<\/span>)<\/span>.<\/span>getInstructions<\/span>(<\/span>)<\/span>;<\/span>
\n long<\/span> iteration =<\/span> computeIteration<\/span>(<\/span>messages)<\/span>;<\/span>
\n log.<\/span>info<\/span>(<\/span>"\u2551 [Advisor \u94fe] \u7b2c {} \u8f6e\u8c03\u7528（\u6d88\u606f\u6570: {}）"<\/span>,<\/span> iteration,<\/span> messages.<\/span>size<\/span>(<\/span>)<\/span>)<\/span>;<\/span>
\n logMessageHistory<\/span>(<\/span>messages)<\/span>;<\/span>
\n long<\/span> startTime =<\/span> System<\/span>.<\/span>currentTimeMillis<\/span>(<\/span>)<\/span>;<\/span>
\n ChatClientResponse<\/span> response =<\/span> chain.<\/span>nextCall<\/span>(<\/span>request)<\/span>;<\/span>
\n analyzeResponse<\/span>(<\/span>response,<\/span> iteration,<\/span> System<\/span>.<\/span>currentTimeMillis<\/span>(<\/span>)<\/span> –<\/span> startTime)<\/span>;<\/span>
\n return<\/span> response;<\/span>
\n}<\/span><\/p>\n

\u8fd9\u4e2a Advisor \u5728\u8c03\u8bd5 ReAct \u5faa\u73af\u95ee\u9898\u65f6\u975e\u5e38\u6709\u6548，\u80fd\u6e05\u6670\u770b\u5230\u6bcf\u4e00\u8f6e\u6a21\u578b\u51b3\u5b9a\u8c03\u7528\u54ea\u4e9b\u5de5\u5177\u3001\u5de5\u5177\u8fd4\u56de\u4e86\u4ec0\u4e48\u3001\u6a21\u578b\u4f55\u65f6\u7ec8\u6b62\u5faa\u73af\u3002<\/p>\n

\u5341\u3001Skill \u52a0\u8f7d\u80fd\u529b：\u8f7b\u91cf\u6587\u4ef6 vs \u4f01\u4e1a\u7ea7\u591a\u6e90 vs \u81ea\u7814\u7edf\u4e00<\/h3>\n

Skill（\u53ef\u590d\u7528\u5de5\u4f5c\u6d41\u6307\u4ee4）\u7684\u52a0\u8f7d\u80fd\u529b\u662f Agent \u5de5\u7a0b\u5316\u7684\u91cd\u8981\u4e00\u73af\u3002LangChain4j \u548c AgentScope-Java \u90fd\u5185\u7f6e\u4e86 Skill \u7cfb\u7edf，\u4f46\u8bbe\u8ba1\u54f2\u5b66\u548c\u5b9e\u73b0\u6df1\u5ea6\u5dee\u5f02\u663e\u8457\u3002Spring AI 2.0 \u6ca1\u6709\u5185\u7f6e Skill \u673a\u5236，babi \u81ea\u5df1\u5b9e\u73b0\u4e86\u7edf\u4e00\u7684 SkillLoader\u3002<\/p>\n

LangChain4j：\u8f7b\u91cf\u7ea7\u6587\u4ef6\u52a0\u8f7d<\/p>\n

LangChain4j \u4ece 1.12.1 \u7248\u672c\u5f00\u59cb\u6b63\u5f0f\u5f15\u5165 Agent Skills \u652f\u6301，\u901a\u8fc7\u72ec\u7acb\u7684 langchain4j-skills \u6a21\u5757\u63d0\u4f9b（\u9700\u989d\u5916\u5f15\u5165\u4f9d\u8d56，\u622a\u81f3 2026 \u5e74 4 \u6708\u5904\u4e8e beta \u9636\u6bb5）\u3002\u91c7\u7528 SKILL.md \u6587\u4ef6\u5b9a\u4e49\u6280\u80fd，YAML frontmatter \u58f0\u660e\u5143\u6570\u636e，Markdown \u6b63\u6587\u7f16\u5199\u6307\u4ee4：<\/p>\n

List<\/span><<\/span>FileSystemSkill<\/span>><\/span><\/span> skills =<\/span> ClassPathSkillLoader<\/span>.<\/span>loadSkills<\/span>(<\/span>"skills"<\/span>)<\/span>;<\/span>
\nSkills<\/span> skillSet =<\/span> Skills<\/span>.<\/span>from<\/span>(<\/span>skills)<\/span>;<\/span>
\n\/\/ \u6ce8\u518c\u5230 AiServices<\/span>
\nAiServices<\/span>.<\/span>builder<\/span>(<\/span>MyAgent<\/span>.<\/span>class<\/span>)<\/span>
\n .<\/span>toolProvider<\/span>(<\/span>skillSet.<\/span>toolProvider<\/span>(<\/span>)<\/span>)<\/span>
\n \/\/ …<\/span><\/p>\n

\u63d0\u4f9b ClassPathSkillLoader \u4ece classpath \u52a0\u8f7d\u3001FileSystemSkill \u4ece\u6587\u4ef6\u7cfb\u7edf\u52a0\u8f7d\u4e24\u79cd\u6765\u6e90\u3002\u652f\u6301\u901a\u8fc7 agent.refreshSkills() \u70ed\u66f4\u65b0，\u65e0\u9700\u91cd\u542f\u3002\u4f46\u52a0\u8f7d\u7b56\u7565\u662f\u5168\u91cf\u6ce8\u5165\u2014\u2014Skill \u5185\u5bb9\u5728\u52a0\u8f7d\u65f6\u4e00\u6b21\u6027\u5199\u5165\u4e0a\u4e0b\u6587，\u6ca1\u6709\u6309\u9700\u52a0\u8f7d\u673a\u5236，\u5728 Skill \u6570\u91cf\u591a\u65f6\u4f1a\u5bf9\u4e0a\u4e0b\u6587\u7a97\u53e3\u9020\u6210\u538b\u529b\u3002<\/p>\n

AgentScope-Java：\u4f01\u4e1a\u7ea7\u591a\u6e90 Skill \u7cfb\u7edf<\/p>\n

AgentScope-Java \u7684 Skill \u7cfb\u7edf\u8bbe\u8ba1\u5f97\u66f4\u4e3a\u5b8c\u5584，\u6838\u5fc3\u4eae\u70b9\u662f\u4e09\u5c42\u6e10\u8fdb\u5f0f\u62ab\u9732\u673a\u5236\u3002\u5143\u4fe1\u606f\u5c42：\u542f\u52a8\u65f6\u4ec5\u5c06 Skill \u7684 description \u6ce8\u5165 System Prompt，LLM \u77e5\u9053\u6709\u54ea\u4e9b\u6280\u80fd\u53ef\u7528，\u4f46\u4e0d\u52a0\u8f7d\u5b8c\u6574\u5185\u5bb9\u3002\u6307\u4ee4\u5c42：LLM \u51b3\u5b9a\u4f7f\u7528\u67d0\u4e2a Skill \u540e，\u901a\u8fc7\u5185\u7f6e read_skill\/load_skill_through_path \u5de5\u5177\u6309\u9700\u8bfb\u53d6\u5b8c\u6574 SKILL.md\u3002\u8d44\u6e90\u5c42：\u6267\u884c\u8fc7\u7a0b\u4e2d\u6309\u9700\u52a0\u8f7d references \u6587\u6863\u6216\u6267\u884c scripts \u811a\u672c\u3002\u8fd9\u79cd\u673a\u5236\u76f8\u6bd4\u5168\u91cf\u52a0\u8f7d\u53ef\u8282\u7701\u7ea6 85% \u7684\u4e0a\u4e0b\u6587\u7a7a\u95f4\u3002<\/p>\n

AgentScope-Java 2.0 \u8fd8\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684 Repository \u62bd\u8c61\u652f\u6301\u591a\u79cd\u6765\u6e90\u52a0\u8f7d：\u5185\u7f6e\u7684 WorkspaceSkillRepository（\u672c\u5730 workspace \u76ee\u5f55）\u548c ClasspathSkillRepository（\u6253\u5305\u4e3a jar），\u4ee5\u53ca\u6269\u5c55\u6a21\u5757\u7684 GitSkillRepository（\u56e2\u961f\u516c\u5171\u6280\u80fd\u4ed3\u5e93）\u3001NacosSkillRepository（\u914d\u7f6e\u4e2d\u5fc3\u52a8\u6001\u7ba1\u7406）\u3001MysqlSkillRepository \u548c PostgresSkillRepository（\u6570\u636e\u5e93\u5b58\u50a8）\u3002\u58f0\u660e\u987a\u5e8f\u5373\u4f18\u5148\u7ea7，\u540c\u540d Skill \u4ee5\u5148\u58f0\u660e\u7684\u4e3a\u51c6\u3002\u6b64\u5916，AgentScope \u8fd8\u5c06 Tool（MCP\/Function Call）\u4f5c\u4e3a Skill \u7684\u4e00\u79cd\u8d44\u6e90\u2014\u2014Skill \u672a\u6fc0\u6d3b\u65f6\u7ed1\u5b9a\u7684 Tool \u4e0d\u4f1a\u51fa\u73b0\u5728\u5de5\u5177\u5217\u8868\u4e2d，\u6fc0\u6d3b\u540e\u81ea\u52a8\u66b4\u9732，\u5b9e\u73b0\u4e86 Tool \u7684\u6e10\u8fdb\u5f0f\u62ab\u9732\u3002<\/p>\n

babi：\u81ea\u7814\u7edf\u4e00 SkillLoader<\/p>\n

babi \u6ca1\u6709\u76f4\u63a5\u4f7f\u7528 LangChain4j \u6216 AgentScope \u7684\u5185\u7f6e Skill \u7cfb\u7edf，\u800c\u662f\u5728 babi-common \u4e2d\u81ea\u7814\u4e86\u7edf\u4e00\u7684 SkillLoader\u3002\u4ece\u4e09\u4e2a\u76ee\u5f55\u6309\u4f18\u5148\u7ea7\u52a0\u8f7d\u2014\u2014\u5168\u5c40 ~\/.agents\/skills\/\u3001Babi \u4e13\u5c5e ~\/.babi\/skills\/\u3001\u9879\u76ee\u7ea7 {workspace}\/.qoder\/skills\/，\u540e\u8005\u8986\u76d6\u524d\u8005\u3002\u652f\u6301\u5355\u6587\u4ef6（my-skill.md）\u548c\u76ee\u5f55\u683c\u5f0f（my-skill\/SKILL.md），YAML frontmatter \u5b9a\u4e49 name \u548c description\u3002<\/p>\n

\u4e09\u4e2a\u6a21\u5757\u90fd\u901a\u8fc7\u81ea\u5b9a\u4e49\u7684 SkillTool \u5c06 Skill \u5217\u8868\u7684 description \u6ce8\u5165\u7cfb\u7edf\u63d0\u793a，\u5e76\u6ce8\u518c use_skill \u5de5\u5177\u4f9b Agent \u6309\u9700\u52a0\u8f7d\u5b8c\u6574\u6307\u4ee4\u2014\u2014\u5f53 Agent \u8c03\u7528 use_skill("code-review") \u65f6，\u4ece\u5185\u5b58\u53d6\u51fa\u5bf9\u5e94 Skill \u7684\u5b8c\u6574 Markdown \u6307\u4ee4\u4f53\u8fd4\u56de\u7ed9\u6a21\u578b\u3002\u8fd9\u5176\u5b9e\u662f\u4e00\u79cd\u7b80\u5316\u7684\u6e10\u8fdb\u5f0f\u62ab\u9732：\u5143\u4fe1\u606f\u5c42（description \u6ce8\u5165\u63d0\u793a）+ \u6307\u4ee4\u5c42（\u6309\u9700\u52a0\u8f7d\u5b8c\u6574\u5185\u5bb9），\u4f46\u6ca1\u6709\u7b2c\u4e09\u5c42\u8d44\u6e90\u52a0\u8f7d\u3002babi-agent \u901a\u8fc7 disableDynamicSkills() \u663e\u5f0f\u5173\u95ed AgentScope \u7684\u5185\u7f6e Skill \u7cfb\u7edf，\u907f\u514d\u4e0e\u81ea\u7814 SkillTool \u51b2\u7a81\u3002<\/p>\n

\u4e09\u8005\u5bf9\u6bd4<\/p>\n

LangChain4j \u7684 Skill \u52a0\u8f7d\u591f\u7528\u4f46\u504f\u8f7b\u91cf，\u9002\u5408\u5feb\u901f\u539f\u578b\u548c\u7b80\u5355\u573a\u666f\u3002AgentScope-Java \u7684 Skill \u7cfb\u7edf\u66f4\u6210\u719f，\u591a\u6e90\u5b58\u50a8 + \u6e10\u8fdb\u5f0f\u62ab\u9732\u7684\u8bbe\u8ba1\u66f4\u9002\u5408\u4f01\u4e1a\u7ea7\u751f\u4ea7\u73af\u5883，\u5c24\u5176\u5728 Skill \u6570\u91cf\u591a\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u7d27\u5f20\u7684\u573a\u666f\u4e0b\u4f18\u52bf\u660e\u663e\u3002babi \u7684\u81ea\u7814 SkillLoader \u4ecb\u4e8e\u4e24\u8005\u4e4b\u95f4\u2014\u2014\u6bd4 LangChain4j \u7684\u5168\u91cf\u52a0\u8f7d\u591a\u4e86\u6309\u9700\u52a0\u8f7d，\u4f46\u4e0d\u5982 AgentScope \u7684\u4e09\u5c42\u6e10\u8fdb\u5f0f\u5b8c\u5584\u3002babi \u9009\u62e9\u81ea\u7814\u800c\u975e\u76f4\u63a5\u7528\u6846\u67b6\u5185\u7f6e，\u539f\u56e0\u6709\u4e8c：\u4e00\u662f\u4e09\u4e2a\u6a21\u5757\u9700\u8981\u7edf\u4e00\u884c\u4e3a，\u4e0d\u80fd\u53ea\u9002\u914d\u67d0\u4e2a\u6846\u67b6\u7684 Skill API；\u4e8c\u662f\u9700\u8981\u5b8c\u5168\u63a7\u5236 Skill \u76ee\u5f55\u7ed3\u6784\u548c\u52a0\u8f7d\u903b\u8f91，\u4f7f\u5176\u4e0e babi \u7684 workspace \u6982\u5ff5\u6df1\u5ea6\u96c6\u6210\u3002<\/p>\n

\u603b\u7ed3<\/h3>\n

\u4ece\u5de5\u7a0b\u5316\u5b9e\u8df5\u7684\u89d2\u5ea6\u770b，\u4e09\u4e2a\u6846\u67b6\u5404\u6709\u5b9a\u4f4d\u3002AgentScope \u7684 HarnessAgent \u662f"\u5168\u5bb6\u6876"\u2014\u2014\u6587\u4ef6\u7cfb\u7edf\u3001\u72b6\u6001\u6301\u4e45\u5316\u3001Plan Mode\u3001TaskList\u3001\u4f01\u4e1a\u7ea7 Skill \u7cfb\u7edf\u5f00\u7bb1\u5373\u7528，\u9002\u5408\u5feb\u901f\u642d\u5efa\u5b8c\u6574\u7684 Agent \u5e94\u7528，\u4f46\u4e2d\u95f4\u4ef6\u6269\u5c55\u70b9\u6709\u9650\u3002LangGraph4j \u7684\u56fe\u7f16\u6392\u53ef\u89c6\u5316\u6e05\u6670\u3001\u68c0\u67e5\u70b9\u6062\u590d\u80fd\u529b\u5f3a，\u9002\u5408\u590d\u6742\u6d41\u7a0b\u7f16\u6392，\u4f46\u6d41\u5f0f\u652f\u6301\u4f9d\u8d56\u624b\u52a8\u6865\u63a5，Skill \u7cfb\u7edf\u4ecd\u5728 beta \u9636\u6bb5\u3002Spring AI 2.0 \u7684 ChatClient + Advisor \u94fe\u6700\u7075\u6d3b\u2014\u2014\u6bcf\u4e2a\u5173\u6ce8\u70b9\u72ec\u7acb\u7ec4\u88c5，\u53ef\u89c2\u6d4b\u6027\u6700\u5f3a，\u4f46\u9700\u8981\u81ea\u5df1\u5b9e\u73b0 ChatModel \u9002\u914d\u5c42\u548c Skill \u673a\u5236\u3002<\/p>\n

babi \u9879\u76ee\u7684\u5de5\u7a0b\u5316\u4eae\u70b9\u5728\u4e8e"\u4e09\u6a21\u5757\u5171\u4eab\u540c\u4e00\u5957\u57fa\u7840\u8bbe\u65bd"\u2014\u2014babi-common \u7684 Logic \u5c42\u6d88\u9664\u4e86\u5de5\u5177\u5b9e\u73b0\u5dee\u5f02，CodingSystemPrompt \u7edf\u4e00\u4e86\u7cfb\u7edf\u63d0\u793a，ToolEventBus \u7edf\u4e00\u4e86\u4e8b\u4ef6\u901a\u77e5，SessionContextHolder \u7edf\u4e00\u4e86\u4f1a\u8bdd\u4f20\u64ad\u3002\u6846\u67b6\u5dee\u5f02\u88ab\u9694\u79bb\u5728 Agent \u5c42\u548c ChatModel \u5c42，\u5bf9\u5de5\u5177\u548c\u524d\u7aef\u5b8c\u5168\u900f\u660e\u3002\u8fd9\u79cd"\u516c\u5171\u80fd\u529b\u4e0b\u6c89 + \u6846\u67b6\u5dee\u5f02\u9694\u79bb"\u7684\u67b6\u6784，\u662f AI Agent \u591a\u6846\u67b6\u5de5\u7a0b\u5316\u843d\u5730\u7684\u5178\u8303\u5b9e\u8df5\u3002<\/p>\n

HTTP Client \u5c42\u5168\u9009 JDK \u539f\u751f\u3001\u6d41\u5f0f\u4f20\u8f93\u5c42\u56e0\u6846\u67b6\u800c\u5f02（Reactor\/\u961f\u5217\/Flowable）\u3001ChatModel \u5c42 AgentScope \u6700\u7b80\u6d01\u800c Spring AI \u63a7\u5236\u529b\u6700\u5f3a\u3001Agent \u5c42\u4ece\u91cd\u5230\u8f7b\u4f9d\u6b21\u4e3a HarnessAgent\/CompiledGraph\/ChatClient\u3001\u5de5\u5177\u5b9a\u4e49\u5c42\u4e09\u79cd @Tool \u6ce8\u89e3\u4f46\u5171\u4eab Logic\u2014\u2014\u8fd9\u4e9b\u9009\u578b\u51b3\u7b56\u6784\u6210\u4e86 babi \u5de5\u7a0b\u5316\u5b9e\u8df5\u7684\u5168\u94fe\u8def\u56fe\u666f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u672c\u6587\u57fa\u4e8e javahongxi\/babi \u9879\u76ee，\u4ece\u5206\u5c42\u67b6\u6784\u89c6\u89d2\u81ea\u5e95\u5411\u4e0a\u5bf9\u6bd4 AgentScope\u3001LangGraph4j\u3001Spring AI 2.0 \u4e09\u5927\u6846\u67b6\u5728 AI Agent \u5de5\u7a0b\u5316\u843d\u5730\u4e2d\u7684\u8bbe\u8ba1\u5dee\u5f02\u3002babi \u662f\u9762\u5411\u5f00\u53d1\u8005\u7684 AI Coding Agent，\u4e09\u4e2a\u6a21\u5757\u5171\u4eab\u540c\u4e00\u5957\u5de5\u5177\u548c\u7cfb\u7edf\u63d0\u793a，\u4f46\u5206\u522b\u7528\u4e09\u79cd\u6846\u67b6\u5b9e\u73b0，\u662f\u7edd\u4f73\u7684\u6a2a\u5411\u5bf9\u6bd4\u6837\u672c\u3002 \u67b6\u6784\u5168\u666f
\nbabi \u7684\u4e09\u4e2a\u6a21\u5757\u81ea\u5e95\u5411\u4e0a\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u5c42\u7ea7：
\nHTT<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[99,50],"topic":[],"class_list":["post-89975","post","type-post","status-publish","format-standard","hentry","category-server","tag-java","tag-50"],"yoast_head":"\nbabi \u5de5\u7a0b\u5316\u5b9e\u8df5\u5168\u94fe\u8def\uff1aAgentScope vs LangGraph4j vs Spring AI 2.0 \u4e09\u5927\u6846\u67b6\u6df1\u5ea6\u5bf9\u6bd4 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/89975.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"babi \u5de5\u7a0b\u5316\u5b9e\u8df5\u5168\u94fe\u8def\uff1aAgentScope vs LangGraph4j vs Spring AI 2.0 \u4e09\u5927\u6846\u67b6\u6df1\u5ea6\u5bf9\u6bd4 - 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