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LangChain4j began development in early 2023 amid the ChatGPT hype. We noticed a lack of Java counterparts to the numerous Python and JavaScript LLM libraries and frameworks, and we had to fix that!

OpenAI 发布了 GPT-Live System Card，GPT-Live-1 和 GPT-Live-1 mini 被描述为新一代语音模型，支持 full-duplex，也就是可以持续听、持续回应，不必等用户完整说完一句话才开始处理。 昨天，也就是2026 年 7 月 8 日，AI 圈有几个信号放在一起看，非常值得 Java 开发者关注。 OpenAI 发布了 GPT-Live System ...

AI 辅助开发的关键不在 AI 本身的能力，而在于人为 AI 建立的约束体系——通过 Skills 技能包注入领域知识、AGENTS.md 沉淀项目规范、飞轮效应让错误只犯一次，将模糊目标转化为 AI 可精确执行的高质量指令，从提出需求到代码合入，甚至本篇分享也是AI生成。

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