Show HN: 많은 반발 끝에 수정하고 구축했습니다.

The Singapore Intelligence RAG System is an intelligent platform that utilizes AI technology to deliver accurate and relevant information about the legal system, policies, and historical events of Singapore, as well as its critical infrastructure. Unlike other LLMs, which have the tendency to "hallucinate" facts, the Singapore Intelligence RAG System employs Retrieval-Augmented Generation (RAG). It relies on a carefully curated set of Singaporean data (more than 33,000 pages of PDFs) to ensure that all answers are based on factual reality. The system follows a high-performance RAG pipeline optimized for low-resource environments: - Ingestion: Processed 33,000+ pages of Singaporean legal and historical documents. - Vectorization: Used BGE-M3 to create 1024-dimensional semantic embeddings. - Retrieval: Implemented FAISS (Facebook AI Similarity Search) for millisecond-latency vector lookups. - Generation: A "Triple-Failover" logic ensures 99.9% uptime. For reliability in demos and heavy traffic, the system establishes a robust chain of command for LLM inference as follows: The frontend interface is a custom-built Framer Code Component (React + Framer Motion). - Glassmorphism: Real-time backdrop blur ( backdrop-filter: blur(25px) ). - Spring Physics: Smooth sideways expansion on hover. - Minimalist Design: SVG iconography and San Francisco typography. Rather than using API calls for vectorization (which incurs latency and expense), the embedding model is executed locally within the application container for privacy and performance. | Component | Technology | Description | |---|---|---| | Frontend | React, Framer Motion | Interactive "Ask AI" widget. | | Backend | Flask, Gunicorn | REST API handling RAG logic. | | Vector DB | FAISS (CPU) | Local, high-speed similarity search. | | Embeddings | Sentence-Transformers | BGE-M3 (Local(server based)). | | LLMs | Gemini 2.5 flash, Llama 3.3 | Text generation and synthesis. | | Deployment | Hugging Face Spaces | Docker-based cloud hosting. | - flask - flask-cors - python-dotenv - google-generativeai - google-genai - langchain - langchain-google-genai - langchain-community - langchain-huggingface - faiss-cpu - sentence-transformers - pypdf - tiktoken - numpy - gunicorn - setuptools - wheel - scikit-learn - openai git clone [git clone https://github.com/adityaprasad-sudo/Explore-Singapore.git)