swissthing
Updated August 2025
A dual-degree student in Doctor of Medicine (M.D.) and Biomedical Engineering (M.Eng) with a proven track record in software engineering and machine learning. My current focus is on building and optimizing high-impact NLP and production-grade ML systems.
Publications
- •Integrated Retrieval-Augmented Fine-Tuning (RAFT) framework to generate structured clinical trial eligibility criteria that outperformed frontier models in a low-cost, efficient setup.
Experiences
Biomedical and Data Lab, Mahidol University
Aug 2024 - Present
Student Researcher
- •Published two papers in ACL 2025: EC-RAFT and LAMAR.
- •Mentored junior researchers in advanced fine-tuning and in-context learning techniques for large language models.
🔥 PyTorch
🧠 HuggingFace Transformers
✨ LLMs
🏗️ RAFT
- •Developed and maintained a Kotlin-based CV screening tool that automates the recruiting process, reducing manual screening by 1200± hours annually
- •Implemented a backoffice system for the CV screening tool, enabling HR to reduce onboarding time from 1 days to 15 mins
- •Reduced LLM costs by 4-fold by streamlining the model process, all while maintaining the same accuracy
- •Designed and implemented PoC for LLM-as-a-Judge and Generation Entropy system, which can be used to evaluate model hallucinations
- •Designed and Implemented a AI-assisted human labeling tool for better data quality and efficiency
- •
Got a "Superstar Intern" Performance Evaluation and "Curiosity Catalyst" Award by the end of the summer internship
🤖 Kotlin
🔧 Gradle
🔥 Pytorch
🧠 Huggingface
🔧 MLFlow
📈 Grafana
🔧 Docker
✨ LLMs
🚀 React
🧬 Redux
🗄️ Microsoft SQL
🌱 Spring
Eatway
Sep 2023 - April 2024
Software Engineer, Co-founder (Technical)
- •Create a first MVP using React Native (Expo) and Next.js for cross-platform experience targeting iOS, Android, and Web.
- •Employed Edge Functions and an Edge read replicas (Cloudflare D1) to minimize latency in server-client interactions in a read intensive environment.
- •Developed a Continuous Deployment (CD) pipeline using GitHub Actions for building and deploying native applications, web, and backend to EAS, Cloudflare Pages, and Cloudflare Workers, respectively.
- •Adopted a Monorepo strategy to enhance code reusability and efficiency.
- •Implement and host a self-hosted version of Pusher (Soketi) for a real-time and cost-effective communication between clients and merchants.
📱 React Native
🔥 Hono
☁️ Cloudflare Workers
📟 Tamagui
🗄️ SQLite
🖼️ Cloudflare R2
🔧 GitHub actions
🚀 Turborepo
📡 Pusher
Thairath Online
May 2023 – Aug 2023
Internship (Software Engineer)
- •Finetuned a Language Model for a proof-of-concept autocompletion system to assist journalists and engineered a full-stack web application, deploying and integrating this model onto an EC2 instance using FastAPI and NGINX.
- •Created a React library along with authentication systems, widely implemented across company products, complete with thorough documentation.
- •Developed a trending words algorithm based on Longest Common Substring and finetuned Named Entity Recognition (NER) model.
- •Achieved top performance recognition in nearly every sprint (full-time employees included)
🚀 React
💅 CSS
⚡️ FastAPI
🔧 NGINX
🐳 Docker
🔥 Pytorch
🤖 Transformers
🐼 Pandas
Ramathibodi Poison Center
Dec 2022 – Mar 2023
Contractor
- •Created a web application that helps physicians calculate drug doses for pediatric patients.
- •Utilized Progressive Web Application (PWA) technology for a fast, network-independent, and installable web app in case of poor network conditions and emergencies.
- •Gathered and analyzed data for accurate ideal body weight estimation for Thai children from 0 months old to 19 years old.
🚀 React
🌐 Next.js
💅 Tailwind CSS
📦 Workbox
Ramathibodi Pitching Challenge
Dec 2020 – Jul 2021
Co-founder, Head of Technologies
- •An online research competition that helps more than 1,200 high school students from across Thailand to develop research skills.
- •Worked on web application for registration process and program landing website.
🐍 Python
🐼 Pandas
🌐 Next.js
🚀 React
💅 CSS
🔥 Firebase
☁️ Cloudflare workers
Open-Source Contributions
(selected)- •Developed an OAuth authentication process in React Native (Expo) that smoothly incorporates Supabase Auth, being the first Expo starter template that offers a budget-friendly auth provider alternative to the more widely used, but expensive, Clerk.
- •Fixed a couple of bugs in session management in the stack.
Projects
(selected)
Word-level Thai Sign Language conversion based on Electromyogram
- •Create a program to facilitate data collection and data tagging at the site of collection.
- •Develop an Attention-based Model that is capable of distinguishing between different sets of sign language gestures with more than 91% accuracy.
🐼 Pandas
🔌 Serial
🧠 Keras
🔬 TensorFlow
Achievements
(selected)
HK Tech Southeast Asia Start-up Competition
Oct 2023 - Present
- •Currently in the ongoing competition, having advanced to the final round.
- •Created a Minimum Viable Product (MVP) web portal, encompassing UX/UI design, following the proposal and research of a project focused on cancer screening using exosomes.
SKILLKAMP by K-Bank and ascend group
May 2023
- •Achieved finalist status in a web development competition by developing a frontend of a comprehensive ecommerce website with a robust performance optimization.
- •Secured second runner-up in a university-wide web development competition by developing a full-stack prediction market platform using best practices and the latest technology in web development.
- •Received the chance to mentor and guide five team members who were beginners in web development, providing them with comprehensive support to enhance their skill.
Contact me at swiss0404[at]gmail[dot]com