为什么我在 Laravel AI SDK 上构建了商业内容层
📄 中文摘要
使用 <code>laravel/ai</code> SDK 进行真实商业内容生成时,遇到了缺乏商业层的问题。虽然 SDK 设计良好,提供了清晰的提供者抽象和良好的开发体验,但在进行 LLM 调用后,所有其他功能如预设、上下文注入、输出结构、语调控制和反幻觉执行都需要用户自行构建,并且在每个项目中都要重复这一过程。经过三次为支付提醒功能设置相同的提示框架后,决定将其打包成一个解决方案。该解决方案包括构建的原因、决策过程及其工作原理。
📄 English Summary
Why I Built a Business Content Layer on Top of Laravel AI SDK
The use of the <code>laravel/ai</code> SDK for real business content generation reveals a significant issue: the absence of a business layer. While the SDK is well-designed with clean provider abstraction and good developer experience, users must build everything else themselves after making the LLM call, including presets, context injection, output structure, tone control, and anti-hallucination enforcement. This process must be repeated for every project. After setting up the same prompt scaffolding for a payment reminder feature three times, a decision was made to package this solution. The article details what was built, the reasoning behind the decisions, and how it functions.
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数据源: OpenAI, Google AI, DeepMind, AWS ML Blog, HuggingFace 等