---
layout: single
title:  "SmolAgents 技术栈: LangFuse & LiteLLM"
date:   2025-05-01 10:00:00 +0800
categories: [AI 与大模型, DevOps]
tags: [SmolAgents, LangFuse, LiteLLM, Agent]
---

## [LangFuse](https://github.com/langfuse/langfuse)（模型监控）

![](/images/2025/SmolAgents/LangFuse-Deployment.png)

![](/images/2025/SmolAgents/LangFuse-Setting-API-Key.png)

## [LiteLLM](https://github.com/BerriAI/litellm)（模型管理）

![](/images/2025/SmolAgents/LiteLLM-Deployment.png)

![](/images/2025/SmolAgents/LiteLLM-Model-Management.png)

## [SmolAgents](https://smolagents.org/)（使用及工作原理）

![](/images/2025/SmolAgents/SmolAgentsRun.png)

![](/images/2025/SmolAgents/What-are-agents.png)

![](/images/2025/SmolAgents/BulidingCodeAgent.png)

![](/images/2025/SmolAgents/HowCodeAgentWork.png)

## [LangFuse](https://github.com/langfuse/langfuse)（查看模型的输入和输出）

![](/images/2025/SmolAgents/LangFuse-SmolAgents-Message.png)

![](/images/2025/SmolAgents/LangFuse-SmolAgents-MessageSystem-All.png)