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"I Tested Every Major AI Model This Week — Here's the Honest Truth"
I help enterprises turn AI ambition into working systems — securely, compliantly, and at scale. Over 15 years I've designed and shipped cloud architecture, security frameworks, and AI-integrated products for startups, MNCs, and everything in between. Today that experience is focused on one thing: helping organisations in Southeast Asia adopt AI in ways that actually work in production.
AWS Bedrock, RAG systems, agentic workflows built for production.
End-to-end on AWS — from data pipeline to deployment.
PDPA (Singapore), GDPR, ISO 27001, DPDP — responsible AI in practice.
Zero Trust, IAM, DevSecOps applied to AI workloads.
Designed and deployed an LLM-powered document intelligence pipeline for a legal firm — reducing manual contract review time by 35%, with full PDPA-compliant data controls.
Built "Knoewit" — a Generative AI EdTech platform using LLM-powered content generation, personalised learning workflows, and integrated AI security controls.
Reduced risk exposure by 40% across AI and cloud workloads through Zero Trust architecture and encryption strategies for AI data pipelines.
I don't just design systems — I understand what it takes to ship them under real constraints, justify them to a board, and make them stick after go-live. Founder background. Enterprise experience. Production mindset.
Opportunity discovery, ROI modelling, and board-ready roadmaps that connect AI ambition to business outcomes.
End-to-end architecture for LLM integrations, RAG systems, and agentic workflows on AWS — built for production.
Responsible AI frameworks covering prompt governance, bias auditing, and compliance with PDPA, GDPR & ISO 27001.
Whether it's a consulting conversation or a question about AI —