luguanglong/Magic-Insight

Built on a dual-mode architecture combining fine-tuned LLMs with RAG and agent frameworks, Magic-BI operates directly against production databases without requiring data warehouse construction or extensive labeled training data. It supports both web GUI and REST API interfaces, with deployment options via Docker or pip on GPU-enabled systems (RTX 4090+, CUDA 12+). The Agent Mode prioritizes accessibility with general-purpose models, while Fine-Tuned Mode optimizes for production accuracy and inference cost reduction through minimal-data model adaptation.

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