下一代 AI 架构：Spring AI Agents 的“超级中控”模式

<!-- Claude Agent Model -->
<dependency>
    <groupId>org.springaicommunity.agents</groupId>
    <artifactId>spring-ai-starter-agent-claude</artifactId>
    <version>0.1.0-SNAPSHOT</version>
</dependency>

// 1. 创建 Claude CLI 客户端
ClaudeAgentClient claudeClient = ClaudeAgentClient.create();

// 2. 配置代理选项
ClaudeAgentOptions options = ClaudeAgentOptions.builder()
        .executablePath("/usr/local/bin/claude")
        .yolo(true)
        .workingDirectory("/Users/lengleng/Downloads/cursor-web") 
        .build();

Sandbox sandbox = new LocalSandbox();
// 3. 创建代理模型
ClaudeAgentModel agentModel = new ClaudeAgentModel(claudeClient, options, sandbox);

// 4. 创建 AgentClient
AgentClient agentClient = AgentClient
        .create(agentModel);

// 5. 执行目标
AgentClientResponse response = agentClient.run(
        "基于现有技术栈完成一个独立的增删改查"
);

<dependency>
    <groupId>org.springaicommunity.agents</groupId>
    <artifactId>spring-ai-starter-agent-codex</artifactId>
    <version>0.1.0-SNAPSHOT</version>
</dependency>
<dependency>
    <groupId>org.springaicommunity.agents</groupId>
    <artifactId>spring-ai-starter-agent-gemini</artifactId>
    <version>0.1.0-SNAPSHOT</version>
</dependency>

public class MultiAgentWorkflow {

    private final AgentClient claudeAgent;
    private final AgentClient geminiAgent;

    public MultiAgentWorkflow(
            @Qualifier("claudeAgentClient") AgentClient claudeAgent,
            @Qualifier("geminiAgentClient") AgentClient geminiAgent) {
        this.claudeAgent = claudeAgent;
        this.geminiAgent = geminiAgent;
    }

    public String collaborativeCodeReview(String pullRequestId) {
        // 使用 Claude 进行详细分析
        String claudeAnalysis = claudeAgent.run(
                "对 PR " + pullRequestId + " 进行详细的代码审查" +
                        "。重点关注逻辑正确性和潜在的 bug。"
        ).getResult();

        // 使用 Gemini 进行架构审查
        String geminiAnalysis = geminiAgent.run(
                "审查 PR " + pullRequestId + " 的架构问题和 " +
                        "Google Cloud 最佳实践。"
        ).getResult();

        // 合并分析结果
        String combinedPrompt = String.format(
                "将这两份代码审查分析合并成一份综合报告：" +
                        "分析1（逻辑与Bug）：%s\n\n" +
                        "分析2（架构）：%s\n\n" +
                        "创建一个按优先级排序的问题列表，并提供可操作的建议。",
                claudeAnalysis, geminiAnalysis
        );

        return claudeAgent.run(combinedPrompt).getResult();
    }

    public String distributeRefactoringTask(String className) {
        // Claude 处理方法提取和逻辑优化
        CompletableFuture<String> claudeTask = CompletableFuture.supplyAsync(() ->
                claudeAgent.run("优化 " + className + " 中的方法，提高可读性和性能").getResult()
        );

        // Gemini 处理架构改进
        CompletableFuture<String> geminiTask = CompletableFuture.supplyAsync(() ->
                geminiAgent.run("按照 SOLID 原则改进 " + className + " 的架构").getResult()
        );

        // 合并结果
        return claudeTask.thenCombine(geminiTask, (claudeResult, geminiResult) -> {
            return claudeAgent.run(
                    "合并这些重构方案：" + claudeResult + "\n\n" + geminiResult
            ).getResult();
        }).join();
    }
}