LLM ສຳລັບອົງກອນສ່ວນຕົວ (RAG)
PythonLocal RAGData Privacy
The Technical Challenge
Enabling a corporate entity to leverage generative AI on highly confidential internal documents, ensuring 100% Data Privacy compliance and zero dependency on third-party public APIs like OpenAI.
Software & AI Integration
- Local LLM Deployment: Configuration and hosting of open-source models (e.g., Llama, Mistral) on isolated private servers.
- Advanced RAG Architecture: Development of a proprietary vector database in Python for real-time semantic retrieval of internal knowledge.
- Custom FastAPI Layer: Engineered a bespoke API backend to seamlessly integrate the isolated AI engine with the client's existing ERP.
- Zero Data Leakage: An end-to-end encrypted pipeline designed to strictly confine all information processing within the corporate firewall.