What is the problem?
面向新手整理大模型部署路径，讲清 API 调用、托管推理端点、私有化部署、vLLM/TGI/SGLang、成本、延迟、安全和验收。
Quick solution
Treat this as a Vercel tutorial issue. First confirm the environment, inputs, permissions, logs, and delivery boundary. Then use the linked deep guide for the full checklist before changing production code or promising a result.
Read the deep guideDetailed steps
- 先写清楚任务类型：聊天、摘要、分类、嵌入、重排、图像、语音还是代码。
- 估算请求量、上下文长度、并发、延迟目标和可接受成本。
- 选择模型，不要只看排行榜，要看许可证、语言能力、推理成本和生态。
- 选择部署路径：API、托管端点、自建服务器或混合方案。
- 选择推理引擎，例如 vLLM、TGI、SGLang、llama.cpp 或 TEI。
- 配置认证、日志、限流和错误处理。
Commands or code
The source article does not include a copyable command block. Do not invent commands here; follow the diagnostic steps in the deep guide and validate changes in the real project environment.
Risk notes
Confirm the real project environment, account permissions, platform rules, and output quality before delivery. Do not ship AI-generated changes without human review, and do not claim indexing, income, deployment success, or ranking improvements without measured evidence.