Edmund — AI Systems Architect logo

Vibe Coding · Harness · Auditable AI · Malaysia

Intelligence lives in the structure, not the model.

A non-programmer's path from Vibe Coding to governed production — Phase docs, harness engineering, and auditable AI systems built without hand-typing every line.

  • Act 1: Vibe Coding with Cursor
  • Act 2: Harness & architecture
  • Act 3: Evidence Chain & audit
  • Kuala Lumpur, Malaysia
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Vibe Coding to auditable AI — governance, agents, and evidence chain system diagram

5

Rebuilds before stable architecture

Phase docs

Spec-driven AI governance

10/80/10

Harness testing protocol

Auditable

Accountable · Defendable

The journey

Non-programmer to governed production — three acts from Vibe Coding to auditable AI systems.

Act 1 · Start

Vibe Coding without a coding background

Ship with AI-native tools when you are the rule designer, not the typist.

Start Act 1 →

Act 2 · Structure

Harness & architecture

Phase docs, testing protocols, and structure that survives model changes.

Explore Act 2 →

Act 3 · Trust

Auditable AI systems

Evidence chains and governance so outcomes stand up to scrutiny.

Explore Act 3 →

Featured articles

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Hey, I'm Edmund.

Solo founder. AI architect. Bookkeeper turned builder. Based in Malaysia.

I design enterprise-grade AI systems where structure and governance come first — so outcomes stay auditable, accountable, and defensible.

More about me →
I'm not here to vibe. I'm here to build systems that create value and stand the test of time.

Kuala Lumpur, Malaysia

Edmund Ng portrait

Let's build systems that sell — and stand up to scrutiny.

Speaking, training, consulting, and founder-led builds.

Let's talk →

Available for

  • · Speaking engagements
  • · Training programs
  • · Consulting & projects
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