FastDeploy is a production-focused deployment suite for large language models and vision-language models. It provides quantized model serving, OpenAI-compatible API endpoints, and support for popular models including ERNIE, Qwen3-VL, and their variants. The toolkit targets GPU-based inference optimization with techniques like W4AFP8 quantization and integrates with vLLM for serving workflows.