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  • Nov 2021 - Nov 2025: Frontline Industrial Software @ Singapore
    • Full-Stack Engineer, CTO, Co-founder
    • Received investment from: Entrepreneur First (Pre-Seed, USD 58K), Cocoon Capital & Plug and Play (Seed, USD 700K)
    • Acquired by a company in the USA
    • Featured in the BEAMP program by Singapore's Building and Construction Authority and EnterpriseSG
    • Worked on AI for construction industry:
      • Task duration prediction: vector embedding, vector database -> HDBSCAN clustering -> statistical computation
      • AI Planner: design project plans using LLM
      • Scheduling under complex constraints: Mixed Integer Linear Programming
      • Duration and Resource optimization: Computational Graphs -> Backpropagation -> Gradient Descent (Adam)

Selected Screenshots