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Autonomous multi-agent system for intelligent HDB resale search — combining geospatial analytics, MRT proximity, and price intelligence using DeepAgents, LangGraph, FastAPI, Gradio UI, and MCP Toolbox. Fully Dockerized with reproducible data ingestion pipelines.
COE-A-Scope is an interactive data visualization project that analyzes Singapore’s Category A Certificate of Entitlement (COE) premiums. Through dynamic charts, users can explore trends in COE premiums, quotas, and bid ratios for different bidding rounds over time.