{"id":10021407,"date":"2026-07-15T20:32:05","date_gmt":"2026-07-15T12:32:05","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021407"},"modified":"2026-07-15T20:32:05","modified_gmt":"2026-07-15T12:32:05","slug":"%e6%88%91%e8%ae%a9-ai-%e9%87%8d%e6%9e%84-5000-%e8%a1%8c-java-%e4%bb%a3%e7%a0%81%ef%bc%8c%e6%9c%80%e5%90%8e%e4%b8%80%e5%91%a8%e9%83%bd%e5%9c%a8%e4%bf%ae%e5%ae%83%e9%80%a0%e7%9a%84-bug","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021407","title":{"rendered":"\u6211\u8ba9 AI \u91cd\u6784 5000 \u884c Java \u4ee3\u7801\uff0c\u6700\u540e\u4e00\u5468\u90fd\u5728\u4fee\u5b83\u9020\u7684 Bug"},"content":{"rendered":"<p>\u8001\u677f\u8bf4\uff1a&#8221;\u7528 AI \u628a\u8fd9\u5768\u5c4e\u5c71\u91cd\u6784\u6389\uff0c\u73b0\u5728\u5de5\u5177\u8fd9\u4e48\u597d\uff0c\u5e94\u8be5\u5f88\u5feb\u3002&#8221;<\/p>\n<p>\u6211\u5f53\u65f6\u70b9\u4e86\u5934\u3002<\/p>\n<p>\u8fd9\u662f\u6211\u63a5\u624b\u7684\u4e00\u4e2a\u8fd0\u884c\u4e86 6 \u5e74\u7684 Spring Boot \u5355\u4f53\u670d\u52a1\uff0c\u6838\u5fc3\u6a21\u5757 5000 \u884c\uff0c\u6700\u81c3\u80bf\u7684\u90a3\u4e2a\u7c7b 1800 \u884c\uff0c47 \u4e2a\u65b9\u6cd5\u5806\u5728\u4e00\u8d77\uff0c\u6ca1\u6709\u6ce8\u91ca\uff0c\u5355\u6d4b\u8986\u76d6\u7387 8%\u3002\u524d\u4efb\u7684\u524d\u4efb\u79bb\u804c\u7684\u65f6\u5019\u7559\u4e86\u4e00\u53e5\u8bdd\uff1a&#8221;\u8fd9\u5757\u522b\u4e71\u52a8\uff0c\u52a8\u4e86\u5fc5\u7ffb\u8f66\u3002&#8221;<\/p>\n<p>\u6211\u7528 Claude Code \u5f00\u5e72\u4e86\u3002\u7b2c\u4e00\u5468\uff0c\u91cd\u6784\u8fdb\u5c55\u987a\u5229\uff0cAI \u62c6\u7c7b\u3001\u63d0\u65b9\u6cd5\u3001\u8865\u6d4b\u8bd5\uff0c\u901f\u5ea6\u786e\u5b9e\u5feb\u3002\u7b2c\u4e8c\u5468\uff0c\u6211\u5f00\u59cb\u5408\u5e76\u4ee3\u7801\u51c6\u5907\u4e0a\u7070\u5ea6\uff0c\u7136\u540e\u2014\u2014\u8fde\u7eed 3 \u5929\uff0c\u6bcf\u5929\u4e0b\u5348\u6536\u5230\u544a\u8b66\uff0c\u51cc\u6668\u5b9a\u4f4d\u95ee\u9898\uff0c\u6839\u56e0\u5168\u662f AI \u91cd\u6784\u65f6\u6084\u6084\u6539\u4e86\u7684\u4e1c\u897f\u3002<\/p>\n<p>AI \u4ee3\u7801\u4e0d\u4f1a\u8bf4&#8221;\u6211\u4e0d\u786e\u5b9a&#8221;\uff0c\u5b83\u53ea\u4f1a\u81ea\u4fe1\u5730\u544a\u8bc9\u4f60&#8221;\u8fd9\u6837\u5b8c\u5168\u7b49\u4ef7&#8221;\u3002\u7b49\u4f60\u53d1\u73b0\u4e0d\u7b49\u4ef7\uff0c\u53ef\u80fd\u5df2\u7ecf\u5728\u751f\u4ea7\u4e86\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u8bb0\u5f55\u6211\u8e29\u7684 4 \u4e2a\u771f\u5b9e\u5751\uff0c\u6bcf\u4e2a\u5751\u90fd\u6709\u5177\u4f53\u7684\u7ffb\u8f66\u7ecf\u8fc7\u548c\u9632\u5751\u65b9\u6cd5\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048028937\" alt=\"AI\u91cd\u6784\u9057\u7559\u4ee3\u7801\u8e29\u5751\u590d\u76d8\uff1a\u56db\u5927\u5751\u4e0e\u9632\u5751\u5fc3\u6cd5\" title=\"AI\u91cd\u6784\u9057\u7559\u4ee3\u7801\u8e29\u5751\u590d\u76d8\uff1a\u56db\u5927\u5751\u4e0e\u9632\u5751\u5fc3\u6cd5\"><br \/><em>\u56fe\uff1a4\u4e2a\u6838\u5fc3\u8e29\u5751\u7684\u7ffb\u8f66\u73b0\u573a\u4e0e\u6839\u56e0\u5206\u6790<\/em><\/p>\n<h2>\u5751\u4e00\uff1aAI \u5220\u6389\u7684&#8221;\u6b7b\u4ee3\u7801&#8221;\uff0c\u5176\u5b9e\u662f Spring \u8fd0\u884c\u65f6\u6ce8\u5165\u7684 Bean<\/h2>\n<p>\u8fd9\u662f\u6700\u9690\u853d\u7684\u5751\uff0c\u4e5f\u662f\u7b2c\u4e00\u4e2a\u8ba9\u6211\u4e0a\u7ebf\u540e\u7ffb\u8f66\u7684\u5751\u3002<\/p>\n<p>\u6211\u8ba9 Claude Code \u626b\u63cf\u6574\u4e2a\u670d\u52a1\uff0c\u627e\u51fa&#8221;\u6ca1\u6709\u88ab\u4efb\u4f55\u5730\u65b9\u5f15\u7528\u7684\u7c7b&#8221;\uff0c\u5220\u6389\u5b83\u4eec\u3002AI \u7ed9\u51fa\u4e86\u4e00\u4efd 37 \u4e2a\u5019\u9009\u7c7b\u7684\u5217\u8868\uff0c\u81ea\u4fe1\u6ee1\u6ee1\u5730\u8bf4\u8fd9\u4e9b\u90fd\u662f\u6b7b\u4ee3\u7801\uff0c\u5220\u6389\u53ef\u4ee5\u51cf\u5c11\u4ee3\u7801\u91cf\u3001\u964d\u4f4e\u7ef4\u62a4\u590d\u6742\u5ea6\u3002<\/p>\n<p>\u6211\u770b\u4e86\u51e0\u4e2a\uff0c\u786e\u5b9e\u5728\u9879\u76ee\u91cc\u641c\u4e0d\u5230\u4efb\u4f55\u76f4\u63a5\u5f15\u7528\u3002\u6279\u51c6\u5220\u9664\u3002<\/p>\n<p>\u4e0a\u7ebf\u4e4b\u540e\uff0c\u67d0\u4e2a\u5f02\u6b65\u6d88\u606f\u5904\u7406\u529f\u80fd\u76f4\u63a5 500\u3002\u5b9a\u4f4d\u4e86\u4e24\u4e2a\u5c0f\u65f6\uff0c\u53d1\u73b0\u662f <code>OrderNotificationEventListener<\/code> \u8fd9\u4e2a\u7c7b\u88ab\u5220\u4e86\u3002<\/p>\n<p>\u8fd9\u4e2a\u7c7b\u957f\u8fd9\u6837\uff1a<\/p>\n<pre><code class=\"java\">@Component\npublic class OrderNotificationEventListener {\n\n    @Autowired\n    private NotificationService notificationService;\n\n    @EventListener\n    public void handleOrderCreated(OrderCreatedEvent event) {\n        notificationService.sendConfirmation(event.getOrderId());\n    }\n}<\/code><\/pre>\n<p>\u9879\u76ee\u91cc\u6ca1\u6709\u4efb\u4f55\u5730\u65b9\u5199 <code>new OrderNotificationEventListener()<\/code>\uff0c\u4e5f\u6ca1\u6709 <code>@Autowired OrderNotificationEventListener<\/code>\u3002<\/p>\n<p>\u4f46\u5b83\u662f\u6d3b\u7684\u3002<\/p>\n<p>Spring \u7684\u7ec4\u4ef6\u626b\u63cf\u4f1a\u81ea\u52a8\u628a <code>@Component<\/code> \u6807\u6ce8\u7684\u7c7b\u6ce8\u518c\u5230\u5bb9\u5668\u91cc\u3002\u5b83\u76d1\u542c <code>OrderCreatedEvent<\/code>\uff0c\u53ea\u8981 Spring \u7684 ApplicationContext \u53d1\u5e03\u8fd9\u4e2a\u4e8b\u4ef6\uff0c\u5b83\u5c31\u4f1a\u88ab\u8c03\u7528\u3002\u6ca1\u6709\u663e\u5f0f\u5f15\u7528\uff0c\u53ea\u6709\u8fd0\u884c\u65f6\u53cd\u5c04\u6ce8\u5165\u3002<\/p>\n<p>AI \u7684 grep \u5206\u6790\u627e\u4e0d\u5230\u8c03\u7528\u94fe\u2014\u2014\u56e0\u4e3a\u8c03\u7528\u94fe\u5728\u8fd0\u884c\u65f6\u624d\u5b58\u5728\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u4e2a\u4f8b\u3002\u6211\u4eec\u90a3\u4e2a\u670d\u52a1\u91cc\u88ab\u8bef\u5224\u7684\u7c7b\u4e00\u5171 11 \u4e2a\uff0c\u5206\u5c5e\u4ee5\u4e0b\u6ce8\u89e3\uff1a<code>@Component<\/code>\u3001<code>@Service<\/code>\u3001<code>@Repository<\/code>\u3001<code>@EventListener<\/code>\u3001<code>@Scheduled<\/code>\u3001<code>@ControllerAdvice<\/code>\u3002<\/p>\n<p><strong>\u9632\u5751\u5fc3\u6cd5\uff1a\u7ed9 AI \u52a0\u4e00\u6761\u786c\u6027\u89c4\u5219\uff0c\u5728 prompt \u91cc\u660e\u786e\u5199\u6e05\u695a\u3002<\/strong><\/p>\n<pre><code>\u89c4\u5219\uff1a\u5e26\u6709\u4ee5\u4e0b\u6ce8\u89e3\u7684\u7c7b\u6c38\u8fdc\u4e0d\u6807\u8bb0\u4e3a\u6b7b\u4ee3\u7801\uff0c\u5373\u4f7f\u627e\u4e0d\u5230\u663e\u5f0f\u5f15\u7528\uff1a\n@Component, @Service, @Repository, @Controller, @RestController,\n@Configuration, @Bean, @Entity, @MappedSuperclass,\n@Scheduled, @EventListener, @Async, @Aspect,\n@ControllerAdvice, @RestControllerAdvice,\n@Converter, @JsonComponent,\n\u4ee5\u53ca\u4efb\u4f55\u4ee5 *Initializer \u7ed3\u5c3e\u7684\u7c7b\u540d\u3002\n\n\u539f\u56e0\uff1aSpring \u4f9d\u8d56\u6ce8\u5165\u662f\u8fd0\u884c\u65f6\u53cd\u5c04\u673a\u5236\uff0c\u9759\u6001\u5206\u6790\u65e0\u6cd5\u8ffd\u8e2a\u8fd9\u7c7b\u4f9d\u8d56\u3002<\/code><\/pre>\n<p>\u8fd8\u6709\u4e00\u7c7b\u66f4\u96be\u53d1\u73b0\uff1a\u901a\u8fc7\u5b57\u7b26\u4e32\u52a8\u6001\u52a0\u8f7d\u7684 Bean\u3002<code>Class.forName(&quot;com.example.OrderService&quot;)<\/code>\u3001<code>BeanFactory.getBean(&quot;orderService&quot;)<\/code>\uff0c\u8fd9\u4e9b\u90fd\u662f AI \u7684\u6b7b\u89d2\u3002\u51e1\u662f\u5b57\u7b26\u4e32\u62fc\u63a5\u7c7b\u540d\u7684\u5730\u65b9\uff0cAI \u6c38\u8fdc\u5224\u4e0d\u51c6\u3002<\/p>\n<p>\u8fc7\u53bb\u7528\u9759\u6001\u5206\u6790\u5de5\u5177\u627e\u6b7b\u4ee3\u7801\u7684\u903b\u8f91\u5728\u8fd9\u91cc\u5b8c\u5168\u5931\u6548\u2014\u2014\u4e0d\u662f\u5de5\u5177\u4e0d\u591f\u597d\uff0c\u662f Java \u7684\u53cd\u5c04\u673a\u5236\u672c\u6765\u5c31\u662f\u4e3a\u4e86\u7ed5\u5f00\u9759\u6001\u5206\u6790\u800c\u8bbe\u8ba1\u7684\u3002<\/p>\n<h2>\u5751\u4e8c\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3\u5230\u5e95\uff0cAI \u7684\u51fd\u6570\u8bed\u4e49\u6084\u6084\u6f02\u79fb\u4e86<\/h2>\n<p>\u7b2c\u4e8c\u4e2a\u5751\u66f4\u96be\u53d1\u73b0\uff0c\u56e0\u4e3a\u4ee3\u7801\u770b\u8d77\u6765\u5b8c\u5168\u6b63\u786e\uff0c\u6d4b\u8bd5\u4e5f\u8fc7\u4e86\uff0c\u53ea\u6709\u7279\u5b9a\u573a\u666f\u4e0b\u624d\u4f1a\u51fa\u95ee\u9898\u3002<\/p>\n<p>\u6211\u5728\u91cd\u6784\u7684\u7b2c 8 \u5929\uff0c\u8ba9 Claude Code \u6574\u7406\u4e00\u4e2a 800 \u884c\u7684\u8ba2\u5355\u5904\u7406\u6838\u5fc3\u7c7b\uff0c\u628a\u5206\u6563\u7684\u903b\u8f91\u63d0\u53d6\u6210\u72ec\u7acb\u65b9\u6cd5\u3002\u4efb\u52a1\u5f88\u987a\u5229\uff0cAI \u6539\u4e86 40 \u591a\u5904\uff0c\u4ee3\u7801\u53d8\u5f97\u6574\u6d01\u591a\u4e86\u3002<\/p>\n<p>\u4e09\u5929\u540e\u4e0a\u7ebf\uff0c\u6536\u5230\u544a\u8b66\uff1a\u67d0\u7c7b\u8ba2\u5355\u7684\u4f18\u60e0\u8ba1\u7b97\u51fa\u73b0\u504f\u5dee\u3002\u91d1\u989d\u5dee\u4e86\u51e0\u5757\u94b1\uff0c\u4e0d\u662f\u6bcf\u7b14\u90fd\u6709\uff0c\u5927\u7ea6\u6bcf 200 \u7b14\u91cc\u6709 1-2 \u7b14\u3002<\/p>\n<p>\u6392\u67e5\u5230\u6700\u540e\uff0c\u53d1\u73b0\u95ee\u9898\u51fa\u5728\u8fd9\u6bb5\u903b\u8f91\uff1a<\/p>\n<p>AI \u5728\u63d0\u53d6\u67d0\u4e2a\u65b9\u6cd5\u65f6\uff0c\u628a\u4e00\u4e2a\u672c\u6765\u662f\u5c40\u90e8\u53d8\u91cf\u7684 <code>BigDecimal discountBase<\/code> \u6539\u6210\u4e86\u8bfb\u53d6 <code>this.orderContext.getDiscountBase()<\/code>\u3002<\/p>\n<p>AI \u6ce8\u91ca\u91cc\u5199\u7684\u662f\uff1a<strong>&#8220;\u7b49\u4ef7\u91cd\u6784\uff0c\u5c06\u5c40\u90e8\u53d8\u91cf\u66ff\u6362\u4e3a context \u5b57\u6bb5\u8bfb\u53d6\uff0c\u903b\u8f91\u4e0d\u53d8\u3002&#8221;<\/strong><\/p>\n<p>\u903b\u8f91\u786e\u5b9e\u4e00\u6837\u2014\u2014\u5728\u5927\u591a\u6570\u573a\u666f\u4e0b\u3002<\/p>\n<p>\u4f46\u95ee\u9898\u5728\u4e8e\uff0c<code>orderContext.getDiscountBase()<\/code> \u5728\u67d0\u4e9b\u5206\u652f\u4e0b\u8fd4\u56de\u7684\u662f\u5df2\u7ecf\u5e94\u7528\u4e86\u4f1a\u5458\u6298\u6263\u4e4b\u540e\u7684\u503c\uff0c\u800c\u539f\u6765\u7684\u5c40\u90e8\u53d8\u91cf\u662f\u5728\u6298\u6263\u5e94\u7528\u4e4b\u524d\u7b97\u7684\u3002\u4e24\u8005\u5728 95% \u7684\u60c5\u51b5\u4e0b\u76f8\u7b49\uff0c\u53ea\u6709\u5f53\u8ba2\u5355\u540c\u65f6\u89e6\u53d1\u591a\u4e2a\u6298\u6263\u53e0\u52a0\u7684\u65f6\u5019\uff0c\u503c\u624d\u4e0d\u540c\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48 AI \u4f1a\u72af\u8fd9\u79cd\u9519\u8bef\uff1f<\/p>\n<p>\u8fd9\u548c\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5de5\u4f5c\u539f\u7406\u76f4\u63a5\u76f8\u5173\u3002<\/p>\n<pre><code>\u4f1a\u8bdd\u5f00\u59cb\n\u251c\u2500\u2500 \u7b2c 1-15 \u4e2a\u6587\u4ef6  \u2190 AI \u80fd\u5b8c\u6574\u7406\u89e3\u4e0a\u4e0b\u6587\n\u251c\u2500\u2500 \u7b2c 16-35 \u4e2a\u6587\u4ef6 \u2190 \u65e9\u671f\u7ec6\u8282\u5f00\u59cb\u88ab\u538b\u7f29\n\u2514\u2500\u2500 \u7b2c 36-45 \u4e2a\u6587\u4ef6 \u2190 AI \u5bf9\u524d\u9762\u6587\u4ef6\u7684\u8bb0\u5fc6\u5df2\u7ecf\u6a21\u7cca\n                       \u8fd9\u91cc\u7684\u91cd\u6784\u5f00\u59cb\u51fa\u73b0\u8bed\u4e49\u6f02\u79fb<\/code><\/pre>\n<p>\u5f53 AI \u5728\u5904\u7406\u7b2c 40 \u4e2a\u6587\u4ef6\u91cc\u7684 <code>OrderProcessor<\/code> \u65f6\uff0c\u5b83\u5bf9\u7b2c 8 \u4e2a\u6587\u4ef6\u91cc <code>discountBase<\/code> \u8ba1\u7b97\u65f6\u673a\u7684\u8bb0\u5fc6\u5df2\u7ecf\u975e\u5e38\u6a21\u7cca\u4e86\u3002\u5b83\u53ea\u77e5\u9053&#8221;\u8fd9\u91cc\u7528\u7684\u662f discount base\uff0ccontext \u91cc\u4e5f\u6709\u4e00\u4e2a discount base&#8221;\uff0c\u5c31\u505a\u4e86&#8221;\u7b49\u4ef7&#8221;\u66ff\u6362\u3002<\/p>\n<p>\u6839\u636e Augment Code \u7684\u5b9e\u6d4b\u6570\u636e\uff0c\u5728\u8de8 50 \u4e2a\u6587\u4ef6\u603b\u8ba1 200K token \u7684\u91cd\u6784\u4efb\u52a1\u4e2d\uff0c\u4e0a\u4e0b\u6587\u6f02\u79fb\u5bfc\u81f4\u7ea6 40% \u7684\u4efb\u52a1\u51fa\u73b0\u4e0d\u4e00\u81f4\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u6a21\u578b\u7684\u95ee\u9898\uff0c\u662f\u67b6\u6784\u9650\u5236\u3002\u4efb\u4f55\u5f53\u524d\u7684 LLM \u90fd\u9762\u4e34\u540c\u6837\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>\u9632\u5751\u5fc3\u6cd5\u4e00\uff1a\u5206\u6279\u6b21\u91cd\u6784\uff0c\u6bcf\u6279\u63a7\u5236\u5728 10-15 \u4e2a\u6587\u4ef6\u3002<\/strong><\/p>\n<p>\u6bcf\u5b8c\u6210\u4e00\u6279\uff0c\u8981\u6c42 AI \u8f93\u51fa\u4e00\u4efd&#8221;\u8bed\u4e49\u53d8\u66f4\u6458\u8981&#8221;\uff1a\u54ea\u4e9b\u51fd\u6570\u7684\u884c\u4e3a\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u53d8\u5316\u5728\u54ea\u91cc\u3002\u8fd9\u4e2a\u6458\u8981\u4e0d\u9700\u8981\u4eba\u5de5\u5ba1\u8bfb\u6bcf\u4e00\u884c\uff0c\u4f46\u5982\u679c\u67d0\u4e2a\u51fd\u6570\u51fa\u73b0\u5728\u6458\u8981\u91cc\uff0c\u90a3\u5c31\u91cd\u70b9 Review\u3002<\/p>\n<p><strong>\u9632\u5751\u5fc3\u6cd5\u4e8c\uff1a\u5728\u4e1a\u52a1\u8ba1\u7b97\u51fd\u6570\u65c1\u8fb9\u5199\u6ce8\u91ca\uff0c\u6807\u660e\u65f6\u5e8f\u4f9d\u8d56\u3002<\/strong><\/p>\n<pre><code class=\"java\">\/\/ \u6ce8\u610f\uff1a\u6b64\u5904 discountBase \u5fc5\u987b\u5728 applyMemberDiscount() \u8c03\u7528\u4e4b\u524d\u8ba1\u7b97\n\/\/ \u5982\u679c\u8bfb\u53d6 context.getDiscountBase()\uff0c\u5728\u591a\u6298\u6263\u573a\u666f\u4e0b\u503c\u4f1a\u4e0d\u540c\n\/\/ \u4fee\u6539\u6b64\u51fd\u6570\u65f6\u8bf7\u68c0\u67e5 DiscountCalculationFlowTest \u7684\u65f6\u5e8f\u6d4b\u8bd5\u7528\u4f8b\nBigDecimal discountBase = order.getOriginalAmount();<\/code><\/pre>\n<p>\u8fd9\u7c7b\u6ce8\u91ca\u5bf9\u4eba\u7c7b\u5de5\u7a0b\u5e08\u662f\u5e9f\u8bdd\uff0c\u4f46\u5bf9 AI \u662f\u5173\u952e\u4fe1\u53f7\u3002\u6709\u4e86\u5b83\uff0cAI \u5728\u91cd\u6784\u8fd9\u4e2a\u51fd\u6570\u65f6\u4f1a\u4e3b\u52a8\u4fdd\u7559\u65f6\u5e8f\u7ea6\u675f\uff0c\u800c\u4e0d\u662f&#8221;\u7b49\u4ef7&#8221;\u66ff\u6362\u3002<\/p>\n<p><strong>\u9632\u5751\u5fc3\u6cd5\u4e09\uff1a\u5bf9\u91d1\u878d\u8ba1\u7b97\u3001\u72b6\u6001\u673a\u8f6c\u6362\u3001\u65f6\u5e8f\u4f9d\u8d56\u7684\u4ee3\u7801\uff0c\u91cd\u6784\u540e\u5fc5\u987b\u8dd1\u4e13\u9879\u6d4b\u8bd5\u3002<\/strong><\/p>\n<p>\u4e0d\u662f&#8221;\u6d4b\u8bd5\u901a\u8fc7&#8221;\u5c31 OK\uff0c\u662f\u8981\u6709\u8986\u76d6\u591a\u6298\u6263\u53e0\u52a0\u3001\u8fb9\u754c\u91d1\u989d\u3001\u72b6\u6001\u5207\u6362\u987a\u5e8f\u7684\u4e13\u9879\u7528\u4f8b\u3002\u8fd9\u7c7b case \u901a\u5e38\u4e0d\u5728\u666e\u901a\u5355\u6d4b\u91cc\uff0c\u9700\u8981\u4e13\u95e8\u5199\u3002<\/p>\n<h2>\u5751\u4e09\uff1aAI \u8bf4&#8221;\u4ec5\u79fb\u52a8\u4ee3\u7801\uff0c\u4e0d\u6539\u903b\u8f91&#8221;\uff0c\u4f46\u5b83\u6539\u4e86<\/h2>\n<p>\u8fd9\u4e2a\u5751\u6bd4\u4e0a\u9762\u4e24\u4e2a\u66f4\u96be\u9632\uff0c\u56e0\u4e3a AI \u4e3b\u52a8\u6253\u7834\u4e86\u4f60\u7ed9\u5b83\u7684\u9650\u5236\uff0c\u800c\u4e14\u6539\u7684\u662f\u4f60\u6ca1\u8ba9\u5b83\u6539\u7684\u5730\u65b9\u3002<\/p>\n<p>\u6709\u4e00\u6b21\u6211\u660e\u786e\u544a\u8bc9 AI\uff1a<strong>&#8220;\u53ea\u91cd\u65b0\u7ec4\u7ec7\u8fd9\u4e2a\u6587\u4ef6\u7684\u5305\u7ed3\u6784\uff0c\u4e0d\u8981\u4fee\u6539\u4efb\u4f55\u5b9e\u73b0\u903b\u8f91\uff0c\u4e0d\u8981\u505a\u4efb\u4f55\u4f18\u5316\u3002&#8221;<\/strong><\/p>\n<p>AI \u56de\u7b54\uff1a&#8221;\u660e\u767d\uff0c\u6211\u53ea\u4f1a\u79fb\u52a8\u4ee3\u7801\uff0c\u4e0d\u505a\u4efb\u4f55\u529f\u80fd\u53d8\u66f4\u3002&#8221;<\/p>\n<p>\u7136\u540e\u5b83\u628a\u4ee3\u7801\u79fb\u597d\u4e86\uff0c\u540c\u65f6\u5220\u6389\u4e86 3 \u4e2a&#8221;\u5197\u4f59&#8221;\u7684\u5c40\u90e8\u53d8\u91cf\u58f0\u660e\uff0c\u628a\u4e00\u4e2a\u4e09\u76ee\u8868\u8fbe\u5f0f\u6539\u6210\u4e86 Optional \u94fe\u5f0f\u8c03\u7528\uff0c\u8fd8\u628a\u67d0\u4e2a\u65e5\u5fd7\u683c\u5f0f\u4ece\u5b57\u7b26\u4e32\u62fc\u63a5\u6539\u6210\u4e86\u5360\u4f4d\u7b26\u683c\u5f0f\u3002<\/p>\n<p>\u6bcf\u4e00\u5904\u5355\u72ec\u770b\u90fd\u662f\u5408\u7406\u7684\u4f18\u5316\u3002\u4f46\u5408\u5728\u4e00\u8d77\uff0c\u6709\u4e00\u5904\u6539\u574f\u4e86\uff1a<\/p>\n<p>\u539f\u6765\u7684\u4ee3\u7801\u662f\uff1a<\/p>\n<pre><code class=\"java\">String errorMsg = &quot;Order &quot; + orderId + &quot; failed: &quot; + reason;\nlog.error(errorMsg);\n\/\/ \u6ce8\u610f\uff1aerrorMsg \u8fd9\u4e2a\u53d8\u91cf\u540e\u9762\u8fd8\u88ab\u7528\u5230\u4e86\nnotifySupport(errorMsg);<\/code><\/pre>\n<p>AI \u6539\u6210\u4e86\uff1a<\/p>\n<pre><code class=\"java\">log.error(&quot;Order {} failed: {}&quot;, orderId, reason);\nnotifySupport(&quot;Order &quot; + orderId + &quot; failed: &quot; + reason);<\/code><\/pre>\n<p>\u4e24\u5904\u884c\u4e3a\u4e00\u81f4\uff0c\u4f46 <code>notifySupport<\/code> \u63a5\u6536\u7684\u6d88\u606f\u548c log \u6253\u5370\u7684\u6d88\u606f\u73b0\u5728\u662f\u4e24\u6b21\u5b57\u7b26\u4e32\u62fc\u63a5\uff0c\u53d8\u6210\u4e86\u4e24\u4e2a\u5bf9\u8c61\u3002\u5728\u539f\u6765\u7684\u4ee3\u7801\u91cc\uff0c\u4e24\u8005\u662f\u540c\u4e00\u4e2a\u5b57\u7b26\u4e32\u5f15\u7528\uff0c\u8fd9\u5728\u67d0\u4e2a\u5730\u65b9\u88ab == \u6bd4\u8f83\u8fc7\uff08\u662f\u7684\uff0c\u8fd9\u662f\u66f4\u65e9\u7684\u5751\uff09\uff0c\u6240\u4ee5\u884c\u4e3a\u4e0d\u540c\u4e86\u3002<\/p>\n<p>\u8fd9\u7c7b\u95ee\u9898\u7684\u6839\u6e90\u5728\u4e8e\uff1a<strong>AI \u4e0d\u7406\u89e3&#8221;\u4e0d\u8981\u4f18\u5316&#8221;\u8fd9\u4e2a\u6307\u4ee4\u7684\u771f\u5b9e\u542b\u4e49\u3002<\/strong> \u5bf9 AI \u800c\u8a00\uff0c\u628a\u5b57\u7b26\u4e32\u62fc\u63a5\u6539\u6210\u5360\u4f4d\u7b26\u683c\u5f0f\u4e0d\u53eb&#8221;\u6539\u903b\u8f91&#8221;\uff0c\u90a3\u53eb&#8221;\u6700\u4f73\u5b9e\u8df5&#8221;\u3002\u5b83\u6ca1\u6709\u529e\u6cd5\u533a\u5206\u4f60\u7684&#8221;\u4e0d\u6539\u903b\u8f91&#8221;\u548c\u5b83\u7406\u89e3\u7684&#8221;\u4e0d\u6539\u903b\u8f91&#8221;\u3002<\/p>\n<p><strong>\u9632\u5751\u5fc3\u6cd5\uff1a\u7528 git diff \u505a\u673a\u68b0\u68c0\u67e5\uff0c\u4e0d\u8981\u7528\u773c\u775b\u3002<\/strong><\/p>\n<p>\u91cd\u6784\u5b8c\u6210\u540e\uff0c\u7528\u8fd9\u4e2a\u547d\u4ee4\u8fc7\u6ee4\u6389\u7eaf\u683c\u5f0f\u53d8\u5316\uff0c\u770b\u5b9e\u8d28\u6027\u7684\u4ee3\u7801\u53d8\u66f4\uff1a<\/p>\n<pre><code class=\"bash\"># \u67e5\u770b\u6240\u6709\u6539\u52a8\uff08\u6392\u9664\u7eaf\u7a7a\u767d\u884c\u53d8\u5316\uff09\ngit diff --ignore-all-space HEAD~1\n\n# \u91cd\u70b9\u68c0\u67e5\u8fd9\u4e9b\u7c7b\u578b\u7684\u53d8\u5316\ngit diff HEAD~1 | grep &quot;^+&quot; | grep -E &quot;(Optional|stream\/(\/)|lambda|-&gt;)&quot;<\/code><\/pre>\n<p>\u4efb\u4f55\u4f60\u6ca1\u6709\u660e\u786e\u8981\u6c42\u7684\u53d8\u66f4\uff0c\u90fd\u9700\u8981\u4ed4\u7ec6\u5ba1\u67e5\u3002\u5982\u679c AI \u5728&#8221;\u53ea\u79fb\u52a8\u4ee3\u7801&#8221;\u7684\u4efb\u52a1\u91cc\u4fee\u6539\u4e86\u8868\u8fbe\u5f0f\uff0c\u4e0d\u7ba1\u6539\u5f97\u5bf9\u4e0d\u5bf9\uff0c\u90fd\u8981 Review\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u65b9\u6cd5\u662f\u5728 prompt \u91cc\u6dfb\u52a0&#8221;\u884c\u4e3a\u9a8c\u8bc1\u8981\u6c42&#8221;\uff1a<\/p>\n<pre><code>\u4efb\u52a1\u5b8c\u6210\u540e\uff0c\u5217\u51fa\u6240\u6709\u4f60\u4fee\u6539\u7684\u4ee3\u7801\u884c\uff08\u4e0d\u5305\u62ec\u683c\u5f0f\u8c03\u6574\uff09\u3002\n\u5982\u679c\u4f60\u4fee\u6539\u4e86\u4efb\u4f55\u6211\u6ca1\u6709\u660e\u786e\u8981\u6c42\u4fee\u6539\u7684\u903b\u8f91\uff0c\u8bf7\u5728\u62a5\u544a\u91cc\u6807\u6ce8\u539f\u56e0\u3002<\/code><\/pre>\n<p>\u5927\u591a\u6570\u65f6\u5019 AI \u4f1a\u8001\u5b9e\u62a5\u544a\u3002\u5076\u5c14\u5b83\u4f1a\u9057\u6f0f\uff0c\u4f46\u8fd9\u6bd4\u5b8c\u5168\u4e0d\u62a5\u8981\u597d\u5f97\u591a\u3002<\/p>\n<h2>\u5751\u56db\uff1aAI \u751f\u6210\u7684\u6570\u636e\u5e93\u8fc1\u79fb\u811a\u672c\uff0c\u5f00\u53d1 2 \u79d2\uff0c\u751f\u4ea7\u9501\u8868 8 \u5206\u949f<\/h2>\n<p>\u8fd9\u4e2a\u5751\u8ddf AI \u91cd\u6784\u7684\u5173\u7cfb\u4e0d\u662f\u76f4\u63a5\u7684\uff0c\u4f46\u662f AI \u8f85\u52a9\u91cd\u6784\u8fc7\u7a0b\u4e2d\u975e\u5e38\u5bb9\u6613\u89e6\u53d1\u3002<\/p>\n<p>\u6211\u4eec\u5728\u91cd\u6784\u4e2d\u65b0\u589e\u4e86\u4e00\u4e2a\u5b57\u6bb5 <code>processed_at<\/code>\uff0cAI \u751f\u6210\u4e86\u5bf9\u5e94\u7684 Flyway \u8fc1\u79fb\u811a\u672c\uff1a<\/p>\n<pre><code class=\"sql\">ALTER TABLE orders ADD COLUMN processed_at DATETIME;\nUPDATE orders SET processed_at = created_at WHERE status = 'COMPLETED';\nCREATE INDEX idx_orders_processed_at ON orders(processed_at);<\/code><\/pre>\n<p>\u5728\u5f00\u53d1\u73af\u5883\uff0c1000 \u6761\u6570\u636e\uff0c2 \u79d2\u8dd1\u5b8c\uff0c\u5b8c\u7f8e\u3002<\/p>\n<p>\u5230\u4e86\u751f\u4ea7\u73af\u5883\uff0corders \u8868 5200 \u4e07\u884c\u3002<\/p>\n<p><code>ALTER TABLE<\/code> \u5728 MySQL 5.7 \u9ed8\u8ba4\u52a0\u8868\u7ea7\u9501\uff0c8 \u5206\u949f\u3002<\/p>\n<p>\u8fd9 8 \u5206\u949f\u91cc\uff0c\u6240\u6709\u6d89\u53ca orders \u8868\u7684\u5199\u64cd\u4f5c\u5168\u90e8\u963b\u585e\u3002\u6211\u4eec\u7684\u4e0b\u5355\u670d\u52a1\u76f4\u63a5\u6253\u6ee1\uff0cP99 \u8d85\u8fc7 30 \u79d2\uff0c\u7528\u6237\u4fa7\u5f00\u59cb\u51fa\u73b0\u8d85\u65f6\u9519\u8bef\u3002<\/p>\n<p>\u6570\u636e\u5e93 DBA \u95ee\u4e86\u4e00\u53e5\u8bdd\u6211\u73b0\u5728\u8fd8\u8bb0\u5f97\uff1a&#8221;\u8fd9\u4e2a\u811a\u672c\u4f60\u4eec review \u8fc7\u5927\u8868\u5f71\u54cd\u5417\uff1f&#8221;<\/p>\n<p>\u6211\u5f53\u65f6\u4e0d\u77e5\u9053\u600e\u4e48\u56de\u7b54\u3002<\/p>\n<p>AI \u751f\u6210\u7684\u811a\u672c\u5728\u903b\u8f91\u4e0a\u5b8c\u5168\u6b63\u786e\u3002\u5b83\u6ca1\u6709\u505a\u9519\u4efb\u4f55\u4e8b\u3002\u4f46\u5b83\u4e0d\u77e5\u9053\u751f\u4ea7\u73af\u5883\u7684\u6570\u636e\u91cf\uff0c\u4e0d\u77e5\u9053 ALTER TABLE \u5728\u5927\u8868\u4e0a\u7684\u884c\u4e3a\uff0c\u4e5f\u4e0d\u77e5\u9053\u9700\u8981\u7528 <code>pt-online-schema-change<\/code> \u6216\u8005 MySQL 8.0 \u7684 INSTANT \u7b97\u6cd5\u6765\u907f\u514d\u9501\u8868\u3002<\/p>\n<p>\u8fd9\u7c7b\u95ee\u9898\u5728\u5c0f\u6570\u636e\u96c6\u5f00\u53d1\u73af\u5883\u91cc\u6839\u672c\u4e0d\u4f1a\u66b4\u9732\uff0cAI \u53c8\u65e0\u6cd5\u611f\u77e5\u751f\u4ea7\u6570\u636e\u89c4\u6a21\u3002<\/p>\n<p><strong>\u9632\u5751\u5fc3\u6cd5\uff1a\u5efa\u7acb\u6570\u636e\u5e93\u8fc1\u79fb\u7684 checklist\uff0cAI \u751f\u6210\u811a\u672c\u540e\u5fc5\u987b\u8d70 checklist\u3002<\/strong><\/p>\n<pre><code>\u6570\u636e\u5e93\u8fc1\u79fb Review Checklist\uff1a\n\u25a1 \u6d89\u53ca\u7684\u8868\u5f53\u524d\u884c\u6570\u662f\u591a\u5c11\uff1f\uff08\u751f\u4ea7\u6570\u636e\uff09\n\u25a1 ALTER TABLE \u64cd\u4f5c\u5728 MySQL \u7248\u672c\u4e0b\u662f\u5426\u4f7f\u7528\u884c\u9501\uff1f\u8fd8\u662f\u8868\u9501\uff1f\n\u25a1 \u884c\u6570\u8d85\u8fc7 100 \u4e07\u65f6\uff0c\u662f\u5426\u4f7f\u7528 pt-online-schema-change \u6216 gh-ost\uff1f\n\u25a1 UPDATE \u64cd\u4f5c\u662f\u5426\u6709 WHERE \u6761\u4ef6\uff1f\u6279\u91cf\u66f4\u65b0\u662f\u5426\u5206\u6279\u6267\u884c\uff1f\n\u25a1 \u65b0\u5efa\u7d22\u5f15\u662f\u5426\u5728\u4f4e\u5cf0\u65f6\u6bb5\u6267\u884c\uff1f\n\u25a1 \u8fd9\u4e2a\u8fc1\u79fb\u662f\u5426\u53ef\u56de\u6eda\uff1f\u5982\u679c\u4e0d\u53ef\u56de\u6eda\uff0c\u5df2\u77e5\u6653\u98ce\u9669\uff1f<\/code><\/pre>\n<p>\u5bf9\u4e8e\u5927\u8868 DDL\uff0c\u63a8\u8350\u7684\u547d\u4ee4\u662f\uff1a<\/p>\n<pre><code class=\"bash\"># \u4f7f\u7528 pt-online-schema-change\uff08100\u4e07\u884c\u4ee5\u4e0a\uff09\npt-online-schema-change \/\n  --alter &quot;ADD COLUMN processed_at DATETIME&quot; \/\n  --execute \/\n  D=your_db,t=orders\n\n# \u6216\u8005 MySQL 8.0 \u7684 INSTANT \u7b97\u6cd5\uff08\u4ec5\u652f\u6301\u90e8\u5206 DDL\uff09\nALTER TABLE orders \nADD COLUMN processed_at DATETIME, \nALGORITHM=INSTANT;<\/code><\/pre>\n<p>\u53ef\u4ee5\u628a\u8fd9\u4e2a checklist \u76f4\u63a5\u52a0\u5230 AI \u7684 system prompt \u91cc\uff0c\u8ba9\u5b83\u6bcf\u6b21\u751f\u6210\u8fc1\u79fb\u811a\u672c\u65f6\u81ea\u52a8\u8fc7\u4e00\u904d\uff0c\u8f93\u51fa\u81ea\u68c0\u7ed3\u679c\u3002\u4e0d\u662f\u6240\u6709\u95ee\u9898\u90fd\u80fd\u88ab\u5b83\u53d1\u73b0\uff0c\u4f46\u4f1a\u597d\u5f88\u591a\u3002<\/p>\n<h2>\u8fd9\u4e9b\u5751\u80cc\u540e\u7684\u5171\u540c\u539f\u56e0<\/h2>\n<p>\u56db\u4e2a\u5751\uff0c\u8868\u9762\u770b\u539f\u56e0\u5404\u4e0d\u76f8\u540c\uff0c\u4f46\u5f80\u6df1\u91cc\u8ffd\u6709\u4e00\u4e2a\u5171\u540c\u70b9\uff1a<strong>AI \u6ca1\u6709\u4f60\u7684\u7cfb\u7edf\u4e0a\u4e0b\u6587\uff0c\u4f46\u5b83\u7684\u8f93\u51fa\u770b\u8d77\u6765\u50cf\u662f\u6709\u3002<\/strong><\/p>\n<p>Spring \u53cd\u5c04\u7684\u5751\uff0c\u662f\u56e0\u4e3a AI \u770b\u4e0d\u89c1\u8fd0\u884c\u65f6\u7684\u4f9d\u8d56\u56fe\uff0c\u53ea\u80fd\u770b\u89c1\u9759\u6001\u5f15\u7528\u56fe\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5751\uff0c\u662f\u56e0\u4e3a AI \u5bf9\u65e9\u671f\u6587\u4ef6\u7684\u8bb0\u5fc6\u968f\u7740\u4f1a\u8bdd\u62c9\u957f\u800c\u8870\u9000\uff0c\u4f46\u8f93\u51fa\u4e0d\u4f1a\u6807\u6ce8&#8221;\u8fd9\u90e8\u5206\u6211\u8bb0\u5f97\u4e0d\u6e05\u695a\u4e86&#8221;\u3002<\/p>\n<p>\u81ea\u4f5c\u806a\u660e\u4f18\u5316\u7684\u5751\uff0c\u662f\u56e0\u4e3a AI \u5bf9&#8221;\u6700\u4f73\u5b9e\u8df5&#8221;\u7684\u7406\u89e3\u662f\u8bad\u7ec3\u6570\u636e\u9a71\u52a8\u7684\uff0c\u5b83\u65e0\u6cd5\u7406\u89e3&#8221;\u4e0d\u8981\u4f18\u5316&#8221;\u7684\u771f\u5b9e\u610f\u56fe\u3002<\/p>\n<p>\u5927\u8868\u8fc1\u79fb\u7684\u5751\uff0c\u662f\u56e0\u4e3a AI \u5bf9\u751f\u4ea7\u6570\u636e\u91cf\u4e00\u65e0\u6240\u77e5\uff0c\u5b83\u53ea\u80fd\u57fa\u4e8e\u903b\u8f91\u6b63\u786e\u6027\u7ed9\u51fa\u5efa\u8bae\u3002<\/p>\n<p>\u6839\u636e Harness 2025 \u5e74\u7684\u62a5\u544a\uff0c<strong>\u8fd1 75% \u7684\u7ec4\u7ec7\u5728\u4f7f\u7528 AI \u751f\u6210\u4ee3\u7801\u4e4b\u540e\u7ecf\u5386\u8fc7\u751f\u4ea7\u4e8b\u6545<\/strong>\u3002\u8fd9\u4e2a\u6570\u5b57\u4e0d\u662f\u8bf4 AI \u4e0d\u597d\u7528\uff0c\u662f\u8bf4\u73b0\u9636\u6bb5 AI \u8f85\u52a9\u7f16\u7a0b\u7684&#8221;\u4eba\u5de5\u76d1\u7ba1\u5bc6\u5ea6&#8221;\u88ab\u4e25\u91cd\u4f4e\u4f30\u4e86\u3002<\/p>\n<p>AI \u80fd\u628a\u91cd\u6784\u901f\u5ea6\u63d0\u5230\u539f\u6765\u7684 3-5 \u500d\u3002\u4f46\u5bf9\u4e8e\u9057\u7559\u7cfb\u7edf\uff0c\u76d1\u7ba1\u5bc6\u5ea6\u8981\u540c\u7b49\u63d0\u5347\uff0c\u4e0d\u7136\u901f\u5ea6\u8d8a\u5feb\uff0c\u5751\u8d8a\u6df1\u3002<\/p>\n<h2>\u9632\u5751\u603b\u7ed3\uff1a\u9057\u7559\u4ee3\u7801 AI \u91cd\u6784\u7684 5 \u6761\u539f\u5219<\/h2>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048028938\" alt=\"AI\u9057\u7559\u4ee3\u7801\u91cd\u6784\u4e94\u6761\u539f\u5219\u5bf9\u6bd4\u56fe\" title=\"AI\u9057\u7559\u4ee3\u7801\u91cd\u6784\u4e94\u6761\u539f\u5219\u5bf9\u6bd4\u56fe\" loading=\"lazy\"><br \/><em>\u56fe\uff1a\u9057\u7559\u4ee3\u7801AI\u91cd\u6784\u7684\u4e94\u6761\u9632\u5751\u539f\u5219\u4e0e\u6267\u884c\u8981\u70b9<\/em><\/p>\n<p><strong>\u539f\u5219\u4e00\uff1a\u7ed9 AI \u5efa&#8221;\u6c38\u4e0d\u5220\u9664&#8221;\u7684\u767d\u540d\u5355<\/strong><\/p>\n<p>Spring \u6ce8\u89e3\u7c7b\u3001\u53cd\u5c04\u8c03\u7528\u8def\u5f84\u3001SPI \u673a\u5236\u6ce8\u518c\u7684\u5b9e\u73b0\u7c7b\u2014\u2014\u8fd9\u4e9b\u5728 prompt \u91cc\u660e\u786e\u6807\u6ce8\uff0c\u4e0d\u53c2\u4e0e\u6b7b\u4ee3\u7801\u5206\u6790\u3002<\/p>\n<p><strong>\u539f\u5219\u4e8c\uff1a\u6279\u6b21\u63a7\u5236 + \u8bed\u4e49\u6458\u8981<\/strong><\/p>\n<p>\u6bcf\u6b21\u91cd\u6784\u4e0d\u8d85\u8fc7 15 \u4e2a\u6587\u4ef6\uff0c\u5b8c\u6210\u540e\u8981\u6c42 AI \u8f93\u51fa\u884c\u4e3a\u53d8\u66f4\u6458\u8981\uff0c\u91cd\u70b9\u5ba1\u67e5\u6458\u8981\u91cc\u51fa\u73b0\u7684\u51fd\u6570\u3002<\/p>\n<p><strong>\u539f\u5219\u4e09\uff1a\u7528 git diff \u673a\u68b0\u68c0\u67e5\uff0c\u4e0d\u7528\u773c\u775b<\/strong><\/p>\n<p>\u4efb\u4f55\u4f60\u6ca1\u6709\u660e\u786e\u8981\u6c42\u7684\u53d8\u66f4\uff0c\u90fd\u8981\u5ba1\u3002AI \u7684&#8221;\u6700\u4f73\u5b9e\u8df5&#8221;\u548c\u4f60\u7684\u4e1a\u52a1\u903b\u8f91\u53ef\u80fd\u4e0d\u517c\u5bb9\u3002<\/p>\n<p><strong>\u539f\u5219\u56db\uff1a\u6570\u636e\u5e93\u8fc1\u79fb\u5fc5\u987b\u8fc7 checklist<\/strong><\/p>\n<p>\u5927\u8868 DDL \u4e0d\u662f AI \u80fd\u81ea\u4e3b\u51b3\u7b56\u7684\u4e8b\uff0c\u5fc5\u987b\u4eba\u5de5 Review\uff0c\u5fc5\u987b\u786e\u8ba4\u751f\u4ea7\u6570\u636e\u91cf\uff0c\u5fc5\u987b\u9009\u5bf9\u5de5\u5177\u3002<\/p>\n<p><strong>\u539f\u5219\u4e94\uff1a\u6d4b\u8bd5\u901a\u8fc7\u4e0d\u7b49\u4e8e\u884c\u4e3a\u6b63\u786e<\/strong><\/p>\n<p>\u5bf9\u91d1\u878d\u8ba1\u7b97\u3001\u72b6\u6001\u673a\u3001\u65f6\u5e8f\u4f9d\u8d56\u7684\u6a21\u5757\uff0c\u8981\u6709\u4e13\u9879 case \u8986\u76d6\u8fb9\u754c\u573a\u666f\u3002\u5355\u6d4b pass \u53ea\u662f\u5165\u95e8\uff0c\u4e0d\u662f\u7ec8\u70b9\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p><strong>Q\uff1a\u9057\u7559\u4ee3\u7801\u91cd\u6784\uff0c\u7528 Claude Code \u8fd8\u662f Cursor\uff1f<\/strong><\/p>\n<p>\u5bf9\u4e8e\u5927\u89c4\u6a21\u8de8\u6587\u4ef6\u91cd\u6784\uff0cClaude Code \u66f4\u5408\u9002\u3002Cursor \u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u5728\u5355\u6587\u4ef6\u6216\u5c11\u6570\u6587\u4ef6\u65f6\u4f53\u9a8c\u66f4\u597d\uff0c\u4f46\u8d85\u8fc7 20 \u4e2a\u6587\u4ef6\u7684\u91cd\u6784\u4efb\u52a1\uff0cCursor \u7ecf\u5e38\u5728\u4e2d\u9014\u4e22\u5931\u4e4b\u524d\u7684\u53d8\u66f4\u4e0a\u4e0b\u6587\uff0c\u800c Claude Code \u7684 Agent \u6a21\u5f0f\u53ef\u4ee5\u7ef4\u62a4\u4efb\u52a1\u72b6\u6001\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cClaude Code Pro \u4e2d\u7b49\u590d\u6742\u5ea6\u91cd\u6784\u5927\u6982 30 \u5206\u949f\u5de6\u53f3\u4f1a\u89e6\u53d1\u901f\u7387\u9650\u5236\u3002<\/p>\n<p><strong>Q\uff1aAI \u91cd\u6784\u7684\u901f\u5ea6\u63d0\u5347\u662f\u771f\u5b9e\u7684\u5417\uff0c\u8fd8\u662f\u6709\u6c34\u5206\uff1f<\/strong><\/p>\n<p>\u901f\u5ea6\u63d0\u5347\u662f\u771f\u5b9e\u7684\uff0c\u4f46\u6709\u524d\u63d0\u6761\u4ef6\u3002\u6211\u4eec 14 \u5929\u5b8c\u6210\u4e86\u539f\u6765\u4f30\u8ba1\u9700\u8981 35 \u5929\u7684\u5de5\u4f5c\uff0c\u4f46\u6d4b\u8bd5\u8986\u76d6\u7387\u4ece 8% \u63d0\u5230 75% \u82b1\u4e86\u76f8\u5f53\u591a\u65f6\u95f4\uff0c\u524d\u671f\u8bca\u65ad\u548c\u540e\u671f\u4fee\u5751\u5408\u8ba1\u5360\u4e86\u7ea6 30% \u7684\u65f6\u95f4\u3002\u5982\u679c\u53ea\u7b97&#8221;\u4ee3\u7801\u751f\u6210&#8221;\u90e8\u5206\uff0c\u786e\u5b9e\u5feb\u5f88\u591a\uff1b\u5982\u679c\u7b97\u7aef\u5230\u7aef\u4e0a\u7ebf\u65f6\u95f4\uff0c\u63d0\u5347\u5927\u7ea6\u5728 40-50%\uff0c\u4e0d\u662f\u5ba3\u4f20\u7684&#8221;10 \u500d&#8221;\u3002<\/p>\n<p><strong>Q\uff1a\u9057\u7559\u7cfb\u7edf\u6700\u9002\u5408\u4ece\u54ea\u91cc\u5f00\u59cb\u8ba9 AI \u4ecb\u5165\uff1f<\/strong><\/p>\n<p>\u4ece\u5de5\u5177\u51fd\u6570\u548c\u7eaf\u8ba1\u7b97\u51fd\u6570\u5f00\u59cb\uff0c\u8fd9\u7c7b\u51fd\u6570\u6ca1\u6709 Spring \u6ce8\u89e3\u3001\u6ca1\u6709\u6570\u636e\u5e93\u64cd\u4f5c\u3001\u6ca1\u6709\u65f6\u5e8f\u4f9d\u8d56\uff0cAI \u91cd\u6784\u7684\u5b89\u5168\u8fb9\u754c\u6700\u6e05\u6670\u3002\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b\u3001\u72b6\u6001\u673a\u3001\u652f\u4ed8\u8ba1\u7b97\uff0c\u653e\u5230\u6700\u540e\uff0c\u800c\u4e14\u53ea\u8ba9 AI \u505a&#8221;\u89e3\u91ca\u548c\u5efa\u8bae&#8221;\uff0c\u4eba\u5de5\u6267\u884c\u6539\u52a8\u3002<\/p>\n<p><strong>Q\uff1aAI \u7ed9\u51fa\u7684&#8221;\u5b8c\u5168\u7b49\u4ef7&#8221;\u627f\u8bfa\u53ef\u4fe1\u5417\uff1f<\/strong><\/p>\n<p>\u4ece\u5b57\u9762\u4e0a\u8bf4\u4e0d\u53ef\u4fe1\u3002AI \u7684&#8221;\u5b8c\u5168\u7b49\u4ef7&#8221;\u662f\u57fa\u4e8e\u5b83\u770b\u5230\u7684\u4ee3\u7801\uff0c\u4e0d\u5305\u62ec\u8fd0\u884c\u65f6\u4f9d\u8d56\u3001\u6570\u636e\u91cf\u5dee\u5f02\u3001\u5e76\u53d1\u573a\u666f\u3002\u4e00\u4e2a\u52a1\u5b9e\u7684\u5224\u65ad\u6807\u51c6\u662f\uff1a\u5982\u679c\u8fd9\u4e2a\u51fd\u6570\u6d89\u53ca\u91d1\u94b1\u3001\u72b6\u6001\u673a\u3001\u5916\u90e8\u7cfb\u7edf\u8c03\u7528\u3001\u6570\u636e\u5e93\u5199\u64cd\u4f5c\uff0c&#8221;\u5b8c\u5168\u7b49\u4ef7&#8221;\u53ea\u662f\u8d77\u70b9\uff0c\u8fd8\u9700\u8981\u4e13\u9879\u9a8c\u8bc1\u3002<\/p>\n<p><strong>Q\uff1a\u6d4b\u8bd5\u8986\u76d6\u7387\u4f4e\u7684\u9057\u7559\u4ee3\u7801\uff0c\u91cd\u6784\u4e4b\u524d\u9700\u8981\u5148\u8865\u6d4b\u8bd5\u5417\uff1f<\/strong><\/p>\n<p>\u9700\u8981\uff0c\u4f46\u4e0d\u662f\u8865\u6240\u6709\u6d4b\u8bd5\u3002\u4f18\u5148\u7ea7\u662f\uff1a\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b\u7684\u96c6\u6210\u6d4b\u8bd5 &gt; \u5bb9\u6613\u88ab AI \u8bef\u6539\u7684\u51fd\u6570\u7684\u5355\u5143\u6d4b\u8bd5 &gt; \u57fa\u7ebf\u884c\u4e3a\u7684\u5feb\u7167\u6d4b\u8bd5\uff08characterization tests\uff09\u3002\u5feb\u7167\u6d4b\u8bd5\u7279\u522b\u6709\u7528\u2014\u2014\u5b83\u4e0d\u6d4b&#8221;\u4ee3\u7801\u662f\u5426\u6b63\u786e&#8221;\uff0c\u53ea\u6d4b&#8221;\u91cd\u6784\u540e\u884c\u4e3a\u662f\u5426\u548c\u91cd\u6784\u524d\u4e00\u81f4&#8221;\uff0c\u53ef\u4ee5\u5feb\u901f\u7ed9\u9057\u7559\u4ee3\u7801\u52a0\u4e0a\u5b89\u5168\u7f51\u3002<\/p>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<ul>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=qR9cCd%2BPujiB53xguShpXg%3D%3D.xEAzPQk5y3LJqJRTCVX5DojBTIVtZAw97RuWtMAOQWW2DyZUVEHHsGUBZKW0XOGFH9%2BKTqTJkaMY%2BWOjcImuAwQ908I4cZbdFB0B6pRQAwJ%2Fl15qyb78NeO6Jz%2BtLmv1\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">The 80% Problem: Why AI Agents Create Hidden Technical Debt<\/a> \u2014 Augment Code<\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=6Mb5sPNTHUXqG%2FHnGrqAlw%3D%3D.aqdF9Be%2FQgMxQvFj%2FqUyRjCjMXZp7NBGs2a7E%2FsJroVvTS8GeeVJTme7b%2FrTx2Le1kFDvdMuMoV9ppAFuv9Mjskdp7RePyaWeRXYCxr2C0uVqWQELTc8th7V0yqQSkPvDVyQMvLw%2BF70LOTKG9qe0g%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">Cursor AI Limitations: Why Multi-File Refactors Fail in Enterprise<\/a> \u2014 Augment Code<\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=iv8dBcuwrk5WDAMjaPz9Fg%3D%3D.HLi0gpmGKDD%2B4Ao1kEJSds626vo8R1Fga3VHEbURJ2y9qEOJVZeyJhty%2F0PgzPekYM4eBetBqrjvRrfltEzcgg%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">AI Refactoring 20 \u4e07\u884c\u4ee3\u7801\uff1a\u6e10\u8fdb\u5f0f\u91cd\u5efa\u4ee3\u7801\u79e9\u5e8f<\/a> \u2014 \u817e\u8baf\u4e91\u5f00\u53d1\u8005\u793e\u533a<\/li>\n<li><a href=\"https:\/\/link.segmentfault.com\/?enc=YobeS2Rh0Xf9NQTWy9DRrw%3D%3D.HkB9EkokZIggajoIMTD87wdEOWcdsx9nnYcafaJG5q51haW2YKxrceTqq2kXtixDnO3whfUVrnghAAtFrSNeT%2FGKgf9tGeE6whHaZPx5Slr%2BjQl7fyx9tt0SKEnP0p%2Fj\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">Are bugs and incidents inevitable with AI coding agents?<\/a> \u2014 Stack Overflow Blog<br \/><img decoding=\"async\" width=\"723\" height=\"351\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/bVdoHcG\" alt=\"beeaa00ee37c5db0e2fb2c5c5efe4f29.png\" title=\"beeaa00ee37c5db0e2fb2c5c5efe4f29.png\" loading=\"lazy\"><br \/>\u8e29\u8fd9\u51e0\u4e2a\u5751\u8ba9\u6211\u60f3\u660e\u767d\u4e00\u4ef6\u4e8b\uff1aAI \u8f85\u52a9\u91cd\u6784\u7684\u672c\u8d28\u4e0d\u662f&#8221;\u8ba9 AI \u91cd\u6784&#8221;\uff0c\u662f&#8221;\u8ba9 AI \u5728\u4f60\u7684\u76d1\u7763\u4e0b\u6267\u884c\u4f60\u8bbe\u8ba1\u597d\u7684\u91cd\u6784\u7b56\u7565&#8221;\u3002\u5c11\u4e86&#8221;\u4f60&#8221;\u8fd9\u4e2a\u4e3b\u4f53\uff0c\u901f\u5ea6\u8d8a\u5feb\u8d8a\u5371\u9669\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u4e00\u7bc7\u6253\u7b97\u5199\u9057\u7559\u7cfb\u7edf\u91cd\u6784\u7684\u5206\u5c42\u6d4b\u8bd5\u7b56\u7565\u2014\u2014\u5148\u7ed9\u5c4e\u5c71\u52a0\u5b89\u5168\u7f51\uff0c\u518d\u52a8\u5200\u3002\u611f\u5174\u8da3\u7684\u5173\u6ce8\u4e00\u4e0b\uff0c\u8fd9\u79cd\u5185\u5bb9\u7b97\u6cd5\u4e0d\u4e00\u5b9a\u4f1a\u4e3b\u52a8\u63a8\uff0c\u5173\u6ce8\u4e86\u624d\u80fd\u7b2c\u4e00\u65f6\u95f4\u770b\u5230\u3002\u5982\u679c\u4f60\u8eab\u8fb9\u4e5f\u6709\u4eba\u6b63\u5728\u88ab AI \u91cd\u6784\u5751\u7740\uff0c\u8fd9\u7bc7\u53ef\u4ee5\u76f4\u63a5\u7529\u7ed9\u4ed6\uff0c\u6bd4\u89e3\u91ca\u534a\u5929\u7701\u4e8b\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000048028935\">https:\/\/segmentfault.com\/a\/1190000048028935<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8001\u677f\u8bf4\uff1a&#8221;\u7528 AI \u628a\u8fd9\u5768\u5c4e\u5c71\u91cd\u6784\u6389\uff0c\u73b0\u5728\u5de5\u5177\u8fd9\u4e48\u597d\uff0c\u5e94\u8be5\u5f88\u5feb\u3002&#8221; \u6211\u5f53\u65f6\u70b9\u4e86\u5934\u3002 \u8fd9 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021407","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021407","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021407"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021407\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021407"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021407"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021407"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}