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Percy NgPN

Percy Ng

AI Consultant and Project Management

£700/day
London, GB
15+ years

Average response time: 1 hour

About Percy

PROFESSIONAL SUMMARY

I built PrivateMind, a local AI assistant that runs entirely on-device — no cloud, no accounts, nothing sent to a server. It learns a professional's domain and fine-tunes on their own documents, built for firms that cannot send client data outside their infrastructure: law, accountancy, healthcare, financial services.
PrivateMind is the flagship product of Beginza, a UK local AI company building privacy-first software I founded. Building it meant solving, in production, the problem most enterprise AI conversations get stuck on: deploying AI where the constraint is data governance, not capability.

I bring that same discipline to client engagements as an independent AI Consultant and Forward Deployed Engineer — embedded with teams, moving from POC to working MVP in weeks. This is backed by real operational seniority: as former Head of IT and CTO within Hong Kong's financial services sector, spanning trading, settlement, and market infrastructure, I was accountable for these systems, not just advising on them.
If your organisation wants to use AI but cannot send client data to the cloud, that's exactly the problem I've built a product — and a career — around solving.

Where I can help:

- Local AI implementation for professional services firms
- Privacy and data risk assessment before AI adoption
- GDPR-compliant AI workflows for sensitive client data
- LLM orchestration, RAG, multi-agent backend builds (Python)
- Trading, settlement, financial market infrastructure projects
- IT strategy and governance for compliance-driven environments

Core competencies:
-Local AI Implementation ·
-Privacy-First IT Architecture
-Forward Deployed Engineering
-GenAI & LLM Orchestration
-Python/API Development · Financial Services IT Strategy (HK) · - Trading & Settlement Systems · Cybersecurity & Risk Management
-Regulatory Compliance (HK SFC, SG MAS, Macau AMCM, UK GDPR)
- Cloud Architecture (AWS, Alibaba Cloud)
  • English

    Fluent

  • Chinese

    Native or bilingual

Remote only
Primarily works remotely

Experience

  • Beginza Limited
    Co-founder
    LEGAL
    February 2026 - Today (6 months)
    London, United Kingdom
    Co-founded Beginza, a UK local AI company building privacy-first software for professionals who cannot send client data to the cloud.

    I lead product, engineering, and business strategy for the company's flagship product, PrivateMind — a local AI assistant that runs entirely on-device with no cloud dependency, built for lawyers, accountants, healthcare providers, and financial services professionals.
    Key responsibilities:

    — End-to-end product architecture and development: FastAPI backend, Tauri/React frontend, local LLM integration (Ollama)

    — Built a RAG pipeline (LlamaIndex, ChromaDB) enabling document Q&A over uploaded files

    — Designed a persistent memory system with entity extraction and reflective learning, allowing the assistant to retain context across sessions

    — Built a fine-tuning pipeline (LoRA) so the assistant can train on a user's own documents

    — Privacy and compliance-first architecture: zero telemetry, local encrypted storage, no accounts

    — Company setup: Companies House registration, Lemon Squeezy for global VAT/payments, Wise business account

    — Product portfolio: a suite of privacy-focused utility tools alongside PrivateMind, used as an acquisition funnel and reflecting the company's broader local AI and data-privacy focus

    — Go-to-market strategy: pricing, positioning, and distribution planning
    Cybersecurity Trading Technical project management AI & Operation Workflow Automation
  • Huatai International Financial Holdings Co. Ltd.
    Head of Information Technology
    May 2020 - January 2022 (1 year and 8 months)
    Hong Kong, Hong Kong SAR China
    • Reported to COO; led IT strategy for global wealth management platform (Zhangle Global).
    • Built next-gen infrastructure supporting 1M+ clients on AWS & Alibaba Cloud.
    • Delivered trading platform revamp and HKEX colocated warrants market-making platform.
    • Ensured regulatory compliance and implemented IT governance frameworks.
    • Managed IT budgets and resources.
    Digital Transformation Technical project management Cybersecurity Trading platform Settlement and Clearing Operation
  • CMB International Capital Corporation Limited (CMBI)
    Deputy Head of Information Technology of CMBI group
    January 2022 - April 2024 (2 years and 3 months)
    Hong Kong, Hong Kong SAR China
    • Reported to Group CTO; managed IT functions across HK, SG, and Dubai.
    • Led delivery of next-generation core platform for trading, settlement and clearing across Private Wealth Management, retail and global markets (bonds, repos).
    • Built the in-house OTC trading platform, client management and back-office automation systems.
    • Led Singapore office’s platform revamp, achieving compliance with MAS risk management standards.
    • Controlled IT budget (HKD 200 million p.a.) and resource allocation across Hong Kong, Singapore and Dubai offices.
    Trading platform Settlement and Clearing Operation AI & Operation Workflow Automation Technical project management Cybersecurity

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Education

  • BSc Mathematics
    Hong Kong University of Science and Technology
    2000
    BSc Mathematics

Certifications

  • Project Management Professional
    Project Management Institute
    2014
    Project Management

Skill set

Categories