I research language and data,build systems,and teach.

My research is mostly natural language processing (NLP). It covers speech, vision-language models, large language model (LLM) agents, guardrails, and sovereign AI. I also build backend systems, work with data, and teach.

NowI am Academy Secretary at the Artificial Intelligence Association of Thailand. I am a research assistant on a polyp-size study. I am backend lead at CU NEX.

Smart Wattanapornmongkol, portrait
Smart Wattanapornmongkol
Bangkok, Thailand

Selected work

2024Direct matching between music and image for contextual relationship analysisIEEE ICCI 2024Paper
2025Election Management System (EMS)The platform has admin and candidate panels, candidate forms, backend APIs, reports, and tests. It serves 27+ admins and 255+ candidates.System
2026QuickAttendStudents and activity staff scan CU NEX QR codes to record attendance. Organizers see all attendance records in one place.System
2026BIZCUBE Chula course commerce and payment interfaceThe platform sells courses and takes payments for Chulalongkorn Business Administration activities. It handled about 8M baht in transactions.System
2026Audio-Conditioned Gain research code and experimentsThis research selects samples for low-resource Thai speech recognition. It compares bottom-k, random, and top-k strategies on the CV, FLEURS, and Porjai test sets.Research
2024MySK school platformMySK gives Suankularb Wittayalai students and teachers one place to find school resources and information. 5,000+ students and 200+ teachers and directors use it.Project

Experience

Jun 2026 - Present

Academy Secretary

Artificial Intelligence Association of Thailand · Thailand

I coordinate the AI Academy program for Super AI Engineer Season 6: Digital Workforce Transformation and partner courses.

Details
  • I plan teaching logistics, contact mentors, support learners, and track projects for AI training.
  • I prepare session materials and collect program issues for instructors and program leads.
Mar 2026 - Present

Student Research Assistant

Chulalongkorn University · Bangkok, Thailand

I work on structure-from-motion methods. They estimate polyp size from monocular colonoscopy images.

Details
  • The methods use physics-informed neural networks.
  • I support research on geometric reconstruction and medical-image measurement.
  • I also study Information and Communication Engineering.
Jul 2024 - Present

Head of IT & Backend Lead; Back End Developer

CU NEX Club, with Kasikorn Business-Technology Group · Bangkok, Thailand

I lead IT and backend engineering for CU NEX.

Details
  • I coordinate development with Kasikorn Business-Technology Group and university stakeholders.
  • I designed and delivered election-management tools with candidate and admin panels and candidate forms.
  • 27+ admins and 255+ candidates use the tools.
  • I defined requirements and acceptance criteria for the CU NEX attendance feature.
  • I coordinated backend APIs and reports. The feature cut manual reconciliation by 60%.
  • I introduced code review, continuous integration and deployment, automated tests, and release steps for the backend.
  • I manage and mentor 12 developers through sprint planning, priorities, and stakeholder communication.
Jul 2024 - Present

Technical Lead; Back End Developer; Inner of Secretary Department

International School of Engineering Student Committee, Chulalongkorn University · Bangkok, Thailand

I am Technical Lead for the International School of Engineering Student Committee.

Details
  • I coordinate technical work for the committee.
  • I maintain internal systems for the International School of Engineering community.
  • I was a Back End Developer from Jul 2025 to Jun 2026.
  • I served in the Secretary Department from Jul 2024 to Jul 2025.
Mar 2026 - Jul 2026

Fullstack Developer

BIZCUBE Chula, Chulalongkorn Business Administration · Bangkok, Thailand

I built course-selling and payment interfaces for BIZCUBE Chula.

Details
  • The interfaces handled about 8M baht in transactions.
  • I built purchase flows for users and workflows for administrators.
  • I supported the operations and marketing teams with data and course logistics.
  • I used agentic workflows to improve task productivity by 50%.
May 2025 - Mar 2026

AI Researcher Intern, Speech & Multimodal Learning

OpenThaiGPT Lab / iApp Technology / Super AI Engineer SS5 Research Track · Bangkok, Thailand

I led a data-centric study on synthetic speech selection for low-resource Thai speech recognition.

Details
  • The study moved from simple scaling to quality-aware sample selection for Whisper fine-tuning.
  • I proposed Audio-Conditioned Gain, a normalized metric for sample utility.
  • The metric uses marginal gains over a text-only baseline.
  • I used the metric to find informative synthetic samples without more annotation.
  • I showed that bottom-k Audio-Conditioned Gain selection beats random and top-k baselines on CV, FLEURS, and Porjai.

Teaching

Aug 2026 - Sep 2026

Teaching Team

AIAT x College of Arts, Media and Technology, Chiang Mai University AI Entrepreneur Curriculum · Chiang Mai, Thailand

I teach five sessions for the AI Entrepreneur curriculum at Chiang Mai University.

Details
  • The sessions cover LLM prompting with Gemini Notebook, retrieval-augmented generation (RAG), and security for AI applications. They also cover agentic AI applications and deployment of AI systems.
Jun 2026 - Jul 2026

Teaching Assistant, ITE68367 Special Topics in Digital Technology 2

Master of Science in Information Technology, Sripathum University · Thailand

I develop the course learning system, grade assignments, and teach a session on agentic AI tools and LLM prompting.

May 2026 - Jun 2026

Teaching Assistant, Super AI Engineer Season 6

Artificial Intelligence Association of Thailand · Pathum Thani, Thailand

I assisted instructors during lectures and supported learning activities for Digital Workforce Transformation.

Details
  • I built Kaggle competition workflows and collected hackathon scores for program review.
  • I shared my applied AI project experience with participants during program sessions.
21-24, 27 Apr 2026

Teaching Assistant

Royal Thai Air Force · Thailand

I teach one session on Graph RAG.

Details
  • I assist the lecturer during other sessions.
Feb 2026 - Apr 2026

Coach

National Electronics and Computer Technology Center (NECTEC) · Bangkok, Thailand

I coached participants in technical learning activities about AI and engineering practice.

Education

Aug 2024 - Oct 2028 expected

Chulalongkorn University, International School of Engineering

B.Eng. in Information and Communication Engineering · Bangkok, Thailand

My grade point average is 3.88/4.00. I received the ISE50 Academic Excellence Scholarship for academic year 2025.

May 2018 - Mar 2024

Suankularb Wittayalai School

High School Diploma, EPLUS+ Program · Bangkok, Thailand

I completed junior and senior high school in the EPLUS+ Program.

About

My work runs across language, data, and systems. I research speech recognition, vision-language models, LLM agents, guardrails, and sovereign AI. I also build backend systems and teach sessions on LLMs, retrieval, and agentic systems.

I am an engineering student at Chulalongkorn University. I am Academy Secretary at the Artificial Intelligence Association of Thailand. I am a research assistant on a polyp-size study. I am backend lead at CU NEX and a full-stack developer for BIZCUBE Chula. I co-authored a paper at IEEE ICCI 2024 on contextual matching between music and image.

Open toResearch collaborations, teaching, and systems or data work. Email is the fastest way to reach me.

Contact

Write to me about research collaborations, teaching, or systems and data work. I read every message. I usually reply within a few days.

[email protected]

Last updated 26 October 2026.