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Autonomous multi-agent system for intelligent HDB resale search — combining geospatial analytics, MRT proximity, and XGBoost price valuation using DeepAgents, LangGraph, FastAPI, and Gradio UI. No database required; reads data directly with SQLite. Dockerized, with reproducible data-ingestion pipelines and support for local LLMs.
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.
A paranormal commute advisory for CT Hub, 2 Kallang Ave. A deadpan ghost-hunting instrument that tells you whether to run for the bus. Every reading is live Singapore government data.
WorthIt — free Singapore HDB & condo resale price explorer. 370K+ transactions, deal scoring, price trends, and BTO launch comparisons. Built on data.gov.sg and URA open data.