Architecture Overview

Tools
- ReactJs/Next.js
- Nest.JS
- Python
- Ollama (LLMs Local Model Management)
- LiteLLM Gateway
- Cloud LLM (Gemini/GPT/etc.)
- Workflow N8N
- RabbitMQ
- PostgreSQL + pgvector
- Huawei Cloud
Web Admin Portal Implementation

Feature
- Admin Management
- User Management
- Organizations
- Project Management
- Service Management
- System Usage
- Object Store
- Audit Logs
- Settings (Roles/Email Domain Whitelist)
- etc.
Use-case:
Example:
Chat/Search
I want to know balance my leave in Phincon? -> AI ?? -> No asware or not have knowledge / hallucinations
With RAG (Retrieval-augmented generation)
Admin Add Document Knowledge about Company or DB employee
Then upload -> AI with RAG -> Save to DB PG Vector -> AI have knowledge search Result found.