Projects & Research

Technical Research

Hands-on technical projects and research experiments across AI security, post-quantum cryptography, cloud resilience, and governance frameworks.

Research Themes

AI & Security

Adversarial machine learning, AI governance frameworks, model assurance, and translating AI risk into board-level metrics.

Adversarial ML AI Governance Model Assurance

Post-Quantum Cryptography

Practical PQC roadmaps, crypto agility assessments, and migration playbooks for financial services and critical infrastructure.

PQC Readiness Crypto Agility Migration Planning

Cloud & Digital Transformation

Resilience architectures, multi-cloud governance, cost optimization, and data residency aligned to service-level objectives.

Cloud Resilience Multi-cloud SLO Alignment

Risk & Board Oversight

Risk appetite frameworks, control mapping, and regulatory compliance (RMiT, PDPA, Cybersecurity Act) translated to actionable board metrics.

Board Governance Risk Quantification Regulatory Mapping

Active Projects & Experiments

HomeLab / AI Workbench

Active

High-end machines with GPU acceleration for local LLM deployment (Ollama), RAG pipelines, secure prompt operations, and evaluation harnesses for AI model testing.

Local LLMs RAG GPU Computing Model Evaluation

Cloud Security & PaaS Prototype

Active

Reference Platform-as-a-Service for advanced threat modeling, IAM boundary testing, least-privilege enforcement, and resilience drill simulations.

Threat Modeling IAM Zero Trust Resilience Testing

PQC Readiness Framework

Research

Cryptographic inventory tooling, algorithm agility assessment frameworks, and migration playbooks for transitioning to post-quantum cryptography.

Crypto Discovery Algorithm Agility Migration Planning

Automated Compliance Reporting

Research

AI-driven regulatory reporting automation and compliance mapping aligned to evolving regulations (RMiT, PDPA, Cybersecurity Act).

RegTech AI Automation Compliance Mapping

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