Matthew Ho Lun Ng

Pioneering the Deep World Model (DWM): Spearheading the development of a "Living Digital Twin" infrastructure that replaces static maps and hallucinated 3D models with dynamic, spatially accurate environments powered by continuous ambient signal fusion. Enabling Physical & Embodied AI: Architecting the foundational data layer required for the autonomous economy. Providing the deep semantic, machine-readable spatial context necessary for enterprise robotics, smart logistics, and multi-agent systems to navigate the physical world safely. Signal-First AI Fusion: Driving the core technological vision—fusing massive-scale crowdsourced ambient signals (Wi-Fi, Bluetooth, RF) with high-fidelity visual data to create a ground-truth map of complex environments. Strategic Go-To-Market: Leading enterprise partnerships, fundraising strategy, and ecosystem growth to establish Collectiv as the mission-critical spatial layer for next-generation AI applications.

Enterprise Micro-Location Infrastructure: Co-founded and commercialized an enterprise-grade indoor navigation and spatial tracking platform powered by cutting-edge fusion location intelligence. Hardware-Light Edge Computing: Deployed innovative spatial tracking systems capable of translating ambient network signals (e.g., Wi-Fi) into hyper-accurate, real-time indoor positioning data without the need for heavy, expensive hardware installations. Decentralized Data Architecture: Engineered secure, distributed data architectures to manage, process, and protect high-volume spatial interactions across massive commercial footprints. Product & Commercial Leadership: Led the executive team in product vision, engineering roadmaps, and B2B client acquisition, successfully deploying spatial solutions across complex physical venues including retail, transit, and enterprise campuses.

Massive-Scale Spatial Deployments: Managed enterprise business development for a regional leader in mobile technology and location intelligence. Spearheaded the commercial deployment of proximity detection infrastructures across millions of square feet. Tier-1 Enterprise Delivery: Bridged the gap between complex spatial technology and business utility, successfully driving indoor location and AR navigation rollouts for world-class venues, including international airports, mass transit systems (MTR), and mega-resorts (Sands Macao). O2O Platform Scaling: Directed cross-functional engineering, product, and sales teams to deliver comprehensive Online-to-Offline (O2O) platforms, seamlessly scaling indoor location services and data analytics to millions of daily active users. Strategic Client Growth: Consistently elevated enterprise accounts by translating raw fusion sensor algorithms and Augmented Reality (AR) SDKs into tangible, high-ROI business outcomes for Fortune 500 clients.

Distributed Architecture Consulting: Founded a boutique consultancy specializing in Distributed Ledger Technologies (DLT) and decentralized enterprise data architecture. Enterprise Data Integrity: Advised corporate clients on the design and implementation of secure, trustless infrastructures to ensure data integrity, transparency, and auditing capabilities across complex digital workflows. Technical Bridging: Led the end-to-end design of bespoke technological solutions, successfully bridging the gap between legacy enterprise IT systems and next-generation decentralized networks.

Business information, business information systems, and credit risk management solutions to support banks and financial institutions, insurance companies, telco, utilities, and general businesses in every phase of the customer relationship cycle. From strategic planning to the final acquisition and management of the client's portfolio.

Provide financial planning services to high-net-worth customers Provide personalised service for this segment of customers to build and maintain good relationships Promote investment, insurance and banking products for optimising new business opportunities Manage operational risk and observe the relevant policies /guidelines and compliance requirements