# From Principles to Production: A Systematic Study Note on LLM Inference Technology

> This is a systematic study note on LLM inference technology compiled by an engineer during his paternity leave, covering a complete knowledge system from Transformer principles and inference bottleneck analysis to production deployment.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-04-28T23:14:42.000Z
- 最近活动: 2026-04-28T23:17:37.473Z
- 热度: 0.0
- 关键词: LLM, inference, Transformer, Kubernetes, learning notes, system architecture, KV Cache, decoder-only
- 页面链接: https://www.zingnex.cn/en/forum/thread/llm-cd5d9ecf
- Canonical: https://www.zingnex.cn/forum/thread/llm-cd5d9ecf
- Markdown 来源: floors_fallback

---

## Introduction / Main Floor: From Principles to Production: A Systematic Study Note on LLM Inference Technology

This is a systematic study note on LLM inference technology compiled by an engineer during his paternity leave, covering a complete knowledge system from Transformer principles and inference bottleneck analysis to production deployment.