Cybersecurity Research
activewhite-hat / agentic offense
Researching how agentic AI changes the offensive and defensive surface — LLM-driven recon, chain-based vulnerability discovery, and multi-agent fleets working real targets.
I ship agentic AI systems and break things for a living. Two decades of enterprise sales and advisory at Microsoft, IBM, Gartner, Atos, and Rackspace — now wiring it all into LLM agents, multi-agent fleets, and bug-bounty automation out of Kuala Lumpur.
Channel + alliance strategy. Hyperscaler GTM, partner-sourced pipeline, enablement, and ecosystem development.
Agentic AI, agents, and LLM systems.
white-hat / agentic offense
Researching how agentic AI changes the offensive and defensive surface — LLM-driven recon, chain-based vulnerability discovery, and multi-agent fleets working real targets.
Anthropic-issued. Claude, agents, MCP, AI fluency.
Two decades. Enterprise GTM across the stack.
Set the technology direction across AI, Data, Cloud, and Security Orchestration. Led the SA team for AWS deployments and advisory.
Enterprise sales, advisory, and consulting at a European cybersecurity, cloud, and HPC leader.
End-to-end multicloud journeys. Closed an RM40M multicloud deal for a utility; advised a financial regulator and a Tier 1 bank on cloud landing zones.
Independent advisory in blockchain, AI, IoT, robotics, and cybersecurity threat modelling (ATT&CK, NIST, CIS, ISO 27001).
Sales team management, risk and compliance in delivery, upsell and stakeholder alignment.
Advised CEO/CIO/CXOs on strategic tech trends — digital business, data, IoT, cloud, mobility, blockchain, AI, robotics. Saved a GLC ~RM100M via governance and risk practices.
BPM and Business Rules Management for corporate, government, banking, and insurance. Cut bank loan approval cycles from 2 weeks to 2–3 days.
Channel and BDM for Microsoft software. Led the largest, most complex competitive opportunities across regions.
Global accounts across Industrial, Distribution, Financial Services, and Tier-1 consulting firms. Channel + direct GSMB engagement.
Storage, backup, and DR solutions for mission-critical datacentres. Led presales and implementation engineers.