AI Engineer SH PropTech Limited
Designed and deployed an end-to-end AI platform for automated multi-section professional report generation. Integrated environmental, heritage, and risk data with LLM reasoning and structured-output pipelines.
Built a RAG-powered spatial planning tool using domain-specific regulatory knowledge to produce site-specific layout, parking, and landscaping strategies. Developed PDF and GeoJSON ingestion pipelines for an Azure AI Search semantic-search knowledge base using vector embeddings.
Improved reliability and cost efficiency through hash-based response caching, token-efficient context windowing, and OCR controls. Built an AI evaluation framework with multidimensional quality scoring and edit-diff tracking.
Created CLI and task-runner tooling, Docker environments, and GitHub Actions CI/CD workflows covering testing, image builds, registry pushes, and staged production deployments.