使用 Next.js 與 Vercel Edge Functions 打造 GPT-3 應用程式
Original: Building a GPT-3 app with Next.js and Vercel Edge Functions
At the height of the generative AI explosion in early 2023, developers building LLM (Large Language Model) applications faced two major…
本教學介紹如何使用 Next.js 和 Vercel Edge Functions 構建 GPT-3 應用。透過 Edge Runtime 的 Web Streams API，開發者可以實現打字機式的即時文字串流（Streaming）輸出，這不僅能繞過傳統 Serverless 函數的超時限制，還能消除冷啟動延遲，大幅提升 AI 應用的使用者體驗。
At the height of the generative AI explosion in early 2023, developers building LLM (Large Language Model) applications faced two major pain points: OpenAI API response times typically took several seconds to tens of seconds, causing traditional Serverless functions to frequently time out and fail; and users had to stare at a blank waiting screen for a long time, resulting in a terrible experience.
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