Independent product work
Applied AI & automation builderBuilding FormMind and LifeOS while developing reliable workflows for agent-assisted product delivery.
About / The full story
I have worked across project delivery, proposals, business development and sales in environments where accuracy, coordination and trust matter. That experience shaped a simple conviction: useful AI should fit the real workflow.
Kuala Lumpur · MalaysiaThe connecting thread
My early career was grounded in mechanical engineering and project work: organising bids, coordinating people, finding suppliers, speaking with clients and moving information through imperfect processes.
Proposals and pre-qualification work made the problem especially obvious. Valuable knowledge existed, but it was scattered across people and documents. The practical question was not “where can AI be added?” It was “how can the work become easier to find, review and trust?”
Today I am focused on building FormMind, my in-development flagship document-intelligence project, and LifeOS, an in-progress personal knowledge system. I am most useful in roles that sit between customers, domain experts and the people building the product.
Experience
Building FormMind and LifeOS while developing reliable workflows for agent-assisted product delivery.
Worked across business development, pre-qualification submissions, technical content and client coordination for complex energy and fabrication work.
Coordinated content, operations and audience growth for a climate and carbon-markets media platform across six channels.
Planned and coordinated SAP-services proposals, response structures, reviews and reusable proposal content.
Researched markets, assessed partnership opportunities and supported business-development activity across Malaysia and Dubai.
Managed bids, engineers, strategic sourcing and business development; introduced systems that improved enquiry tracking and supplier coordination.
Education & selected learning
Universiti Malaya
Universiti Teknikal Malaysia Melaka
Ten-week programme focused on the carbon-removal ecosystem.
CertNexus
Veritas College
Now
The best fit is work where domain complexity is real, users need to trust the output and someone has to connect the commercial, technical and operational sides.
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