About
From bookkeeper to AI systems architect
Edmund Ng designs governance-first AI systems — structure before models, evidence before hype. Based in Malaysia, building for teams that need outcomes they can defend.
Mission
My work sits at the intersection of multi-agent AI, governance engineering, and real operating constraints. I share the Vibe Coding journey openly while keeping product implementation appropriately bounded.
Zao Wang Zhe Sdn Bhd · Company registration no. 201501013753 (1139085-M)
No.23, Lorong Jasa Intan 4, Taman Jasa Intan, Alma, 14000 Bukit Mertajam, Penang, Malaysia
Edmund Ng — founder
Solo founder and system rule designer: AI is co-builder; the architecture must stay auditable, accountable, and defensible.