Technical Publications - Phrugsa Limbunlom

PUBLICATIONS

Technical Publications

I regularly publish articles explaining advanced AI engineering topics including reasoning optimisation, multimodal model training, and retrieval-augmented generation. These articles focus on practical implementation techniques for modern AI systems and are read by developers interested in applied machine learning.

GRPO

Training your reasoning model with GRPO

A practical guide for VLMs Post Training with TRL

BitsAndBytes

Choosing the right model size to your memory

Understanding bits & bytes and Model Quantization

LoRA

LoRA in Vision Language Models

Efficient Fine-tuning with LLaVA

Tool Calling

Auto-Tool-Calling Agents

A Simple Method For Building Agents Without Frameworks

Document RAG

Document Summarization & QA in RAG

Without Frameworks (PyMuPDF & ChromaDB)

GAN

The Core Concept of the GAN model

An Insight from Financial Forecasting Research

NVIDIA

AI Infrastructure and Operations

Key Takeaways from NVIDIA Fundamentals