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To address this, we developed the NVBot platform (Figure [[#S4.F7|7]]), a modular platform with a pluggable architecture. It allows developers to select LLMs, vector databases, embedding models, agents, and RAG evaluation frameworks that best suit their use case. It also provides common components for essential features like security, guardrails, authentication, authorization, user experience, and monitoring. Additionally, the platform supports citizen development, allowing multiple teams to contribute their tested prompts, workflows, guardrails, and fine-tuned models for collective use.

为了解决这个问题，我们开发了 NVBot 平台（图 7），这是一个具有可插拔架构的模块化平台。它允许开发人员选择最适合其用例的 LLM、向量数据库、嵌入模型、代理和 RAG 评估框架。它还提供了安全性、护栏、身份验证、授权、用户体验和监控等基本功能的通用组件。此外，该平台支持公民开发，允许多个团队贡献他们经过测试的提示、工作流程、护栏和微调模型以供集体使用。