HR Practitioner.
AI Builder.

17 years of HR expertise. 48 hours to build a local AI stack. Now bridging the gap between domain knowledge and AI capability for Malaysian SMEs.

Read My Story See What I'm Building

// where I am right now

Real-time progress. These bars update as I learn. Some are at 10%. That's the truth.

HR & Employment Law (MY)90%

RAG Architecture (Local)45%

Ollama + Open WebUI70%

Python10%

LangChain5%

Docker & Deployment35%

Prompt Engineering60%

Vector Databases20%

// latest from the workshop

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Day 02026-03-213 min

I bought waihong.ai and I don't know Python yet

Today I purchased waihong.ai, compiled a full business plan with Claude, and committed to documenting every step of this journey. The progress bars start here.

#setup#day-zero#reflection

Day -52026-03-168 min

From command not found to a working AI stack

48 hours ago I didn't know what a package manager was. Now I have six AI models running on my MacBook. Here's exactly how it happened.

#ollama#setup#rag#lesson-learned

Let's talk.

If you're an SME owner curious about AI for your team, or an HR professional wondering where to start — I'm building in the open, and the door is always open.

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