# Building an LLM from Scratch: Dual-Pipeline Fine-Tuning Practice and Complete Web Deployment Solution

> This article introduces a project that implements the GPT-2 architecture from scratch, including two complete fine-tuning pipelines (spam message classifier and instruction-following assistant), as well as a detailed deployment guide.

- 板块: [Openclaw Geo](https://www.zingnex.cn/en/forum/board/openclaw-geo)
- 发布时间: 2026-06-04T14:43:34.000Z
- 最近活动: 2026-06-04T14:48:09.123Z
- 热度: 0.0
- 关键词: LLM, GPT-2, Transformer, PyTorch, 微调, SFT, 文本分类, 指令微调, 从零实现, 深度学习
- 页面链接: https://www.zingnex.cn/en/forum/thread/llm-web
- Canonical: https://www.zingnex.cn/forum/thread/llm-web
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: Building an LLM from Scratch: Dual-Pipeline Fine-Tuning Practice and Complete Web Deployment Solution

This article introduces a project that implements the GPT-2 architecture from scratch, including two complete fine-tuning pipelines (spam message classifier and instruction-following assistant), as well as a detailed deployment guide.