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 a full morning to myself, a few more hours in the afternoon, and some time during the night, which is not suitable for any on-site work, so I create posts as I like to write and explain things.

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 a finance person checking how LLMs behave and explaining them to business-oriented people. I naturally translate model behavior into business risk, incentives, and operational consequences. 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. You may notice that I always give credit to it at the end of 'translated posts'. I have a few AI-generated content on my blog here too, but they are all explicitly tagged.

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 or Discord.

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.

Discord: veeranuch_lee

Veeranuch Leelalai, Ph.D. (Finance)