Building intelligence at the edge of human impact.
I engineer production-grade AI systems, edge computer vision pipelines, and cryptographic mobile applications—translating complex human service needs into resilient, privacy-preserving technology.
Bridging computing rigor with human welfare.
Two decades spent deploying frontline digital transformations for 4,000+ staff and diverse community cohorts.
I am a technology leader with over twenty years of deep, dedicated experience across the social services sector. My career is defined by a unique dual foundation: holding formal degrees in both Computing Science (1st Class Honours) and Social Work / Social Sciences from top universities.
Rather than pursuing innovation in a vacuum, I specialize in translating delicate, high-stakes human challenges into robust computational systems. Over the years, I have architected and deployed enterprise case information systems, biometric credential managers, augmented reality platforms, and high-throughput computer vision workstations.
Currently pursuing a Master in Artificial Intelligence at the University of Leeds, my recent technical focus centers on privacy-first local LLM orchestration, parameter-efficient LoRA fine-tuning for specialized institutional knowledge retention, and mobile health utilities engineered specifically for underserved populations.
Strict zero-PII cloud egress. Sensitive beneficiary records and candidate evaluations are processed strictly on local hardware or client devices.
Harnessing frontier models to actively bridge the digital divide for low-income families and non-profit operations rather than commercial lock-in.
Academic Credentials
Continuous Mastery-
Master in Artificial IntelligenceUniversity of Leeds (Ongoing, 2027)
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Bachelor of Computing Science (1st Class Hon)University of Greenwich
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Google Data Analytics Professional CertificateGoogle Professional Accreditation
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Master of Social Sciences (Management)The University of Hong Kong
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Diploma in Information TechnologyThe University of Hong Kong (SPACE)
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Bachelor of Social Work (Honours)The University of Hong Kong
Engineered systems, deployed in production.
Master repository & artifact directory.
| Project Name | Domain & Tech Stack | Year | Repository | Production Artifacts |
|---|---|---|---|---|
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Deterministic JUPAS math + empathetic LLM guidance
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Multi-Agent · Python Engine · Docker · GCP Cloud Run | 2025 | GCP Serverless | |
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Hybrid RAG (BM25 + BigQuery Vector) with RRF
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Hybrid RAG · Next.js · Vertex AI · BigQuery · Gemini | 2025 | Governance Tool | |
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Archival RAG & multilingual kiosk docent
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Archival RAG · Embeddings · Curatorial Guardrails · Kiosk | 2025 | Exhibition Kiosk | |
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Dual-LLM consensus screening
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Python · FastAPI · Ollama · Qwen & Gemma | 2025 | Private Enterprise | Demo Video |
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ModernBERT fine-tuning on Apple MLX
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Python · ModernBERT · LoRA · MLX (40GB RAM) | 2025 | Institutional Archive | |
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Vision LM + HealthKit for subdivided flats
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Vision LM · iOS Swift · HealthKit · Android | 2025 | Non-Profit App | App Store Android Demo |
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Convention inclusion portrait engine
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PyTorch · SDXL · IP-Adapter · iOS Client | 2024 | Reference | Walkthrough |
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1,000,000 ticket automated verification
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YOLOv10 · OpenCV · Roboflow · RTX 4090 | 2024 | Internal Workstation | Field Test |
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Biometric keychain with private CloudKit
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SwiftData · CloudKit · LocalAuthentication · SwiftUI | 2024 | Pass-Secure | App Store |
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Full-stack assessment & report suite
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React.js · Node.js · Express · MongoDB · JWT | 2024 | ReactJSfrontend | Live Demo |
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Spatial anniversary commemorative app
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ARKit · SceneKit · Swift · iOS Camera | 2023 | Gallery_Final | App Store Insta Video |
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Field worker offline housing database
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jQuery · Cordova · Java Android · Web SQL | 2021 | rentalApp | IEEE Spec PDF |
Let’s architect meaningful technology together.
Whether you require advisory on local LLM deployment, high-accuracy edge computer vision, or architecting digital solutions for community welfare, my inbox is always open.