Welcome to My Blog

I started this blog because I’ve been posting AI thoughts, LLM tests, and prompt experiments on Facebook for a while, and finding old posts there is like digging through a messy drawer. Here, everything stays in one place.

I left my job as a finance lecturer when my eldest, a neurodiverse child, was one year old. Now that my youngest is in kindergarten, I have some free mornings before school pickup at 1 p.m. Enough time to write, not full-time work, but enough to keep my brain busy.

My posts are conversational, much like my lectures used to be. I have a BA but I’m not a polished writer or editor, which is why I pivoted to finance in the first place.

When the ChatGPT era began, I started using it daily. Its strange behavior fascinated me. LLMs aren’t deterministic; they’re stochastic, just like the stock market. That instantly hooked my curiosity.

I began studying them the way I know best: reading machine learning papers. As an ex-academic, journals are my home turf. They’re fun to read, and I enjoy translating their ideas for people without computer science backgrounds.

At first, I knew little LLM jargon. Whenever ChatGPT reasoned oddly or made wrong assumptions, I flagged it and asked for an audit, a term I know from finance, more than “debug.”

That’s why this blog is called Thai AI Audit. I’m an outsider checking how LLMs behave and explaining them to other outsiders. If you’re from the ML field, you might enjoy seeing how a non-ML mind interprets your tools.

You’re welcome to use any ideas you find useful. I won’t be turning these into academic publications. My goal is simply to share and preserve them.

Most of my posts here are originally in Thai, I have GPT-5 translated them to English.

If you have questions, requests, or just want to talk about LLMs, finance, or SPD (Sensory Processing Disorder), feel free to DM me on Facebook.

Enjoy reading (or let an LLM read it for you). And if you like what you find here, subscribe so you don’t miss the next experiment.

Veeranuch Leelalai, Ph.D. in Finance