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Java做AI的首要重点是解决“技术兼容”问题。传统Java团队擅长SpringBoot、MyBatis等框架，但AI开发涉及大模型调用、向量数据库、Embedding处理等全新组件，自行封装易导致代码臃肿、稳定性差。真正的关键是构建统一接入层，通过标准化接口屏蔽底层模型差异，让Java工程师用熟悉的方式调用AI能力，避免“重复造轮子”。