Open to AI Engineer roles · Bangkok / Hybrid

MECHANICAL DNA · SOFTWARE CRAFT · AI MINDSET

AI engineerwho shipsreal systems.

AI Engineer with 6+ years across manufacturing, backend engineering, and industrial digitalization, building computer vision, data pipelines, LLM/RAG, and agentic AI applications with Python and TypeScript.

6+ YRSCross-domain engineering
S6Super AI Engineer
3Hackathon awards
NOWAIAT apprenticeship
FOUR FRAMES · ONE JOURNEYEngineer beyond the résumé
CURRENT SIGNALArtificial Intelligence Association of Thailand · Intern
13.7563° N
100.5018° E
Scroll to trace the journey
01 / 08

01 · THE STORY

Not a career switch.A system upgrade.

Mechanical engineering taught me systems thinking. Software gave me leverage. Data made decisions visible. AI connects them into products people can understand and use.

01

2015-19

Mechanical foundations

B.Eng. Mechanical Engineering, Suranaree University of Technology

02

2019-23

Learned operational reality

Production engineering, Kaizen, quality systems, and team leadership

03

2023-26

Built the digital layer

Full-stack systems, data platforms, CI/CD, and production-grade delivery

04

Now

Engineering intelligence

Currently completing Super AI Engineer S6 Level 3 and an AI Engineer internship at the Artificial Intelligence Association of Thailand

My edge
I can move from a real user problem to the data, the architecture, and the model - while keeping the full system connected.

02 · SELECTED WORK

AI is useful only when it survives reality.

From production-grade systems to insight-led hackathons: selected work that connects engineering decisions with real people and operational context.

SMART FACTORY · CASE STUDY 01

Piston Defect Intelligence System

An end-to-end quality data system that replaced paper records with barcode traceability, live dashboards, and near-real-time critical defect alerts.

<500mscritical alert response
<2 secoperator station login
E2Erequirements to CI/CD
Next.jsTypeScriptSupabasePostgreSQLEdge Functions

quality.signal / live

Piston Defect Intelligence System
SYSTEM SHIPPED

SUPER AI S6 · MINI-HACKATHON 01

Domestic Violence Analytics Dashboard

An insight-led analytics dashboard that turns 877 domestic-violence records into an explainable view of risk factors, affected groups, locations, time patterns, and policy priorities.

877cases explored
49.4%linked to drug factors
14.5%self-reported by victims
Data AnalyticsEDAData EngineeringInsight DesignDashboard

data.insight / hackathon

Domestic Violence Analytics Dashboard
INSIGHT LIVE

THAILAND TOURISM · PRODUCT HACKATHON

Thai Unseen

A bilingual, multi-sided tourism business concept connecting traveler demand with hidden gems, local guides, community businesses, travel buddies, and transparent transport.

4 SIDEStraveler and provider ecosystem
TH / ENbilingual experience
LIVEinteractive prototype
AI ProductBusiness ModelMarketplaceNext.jsBilingual UX

travel.prototype / live

Thai Unseen
PROTOTYPE LIVE

03 · APPLIED AI CAPABILITIES

From raw datato working AI systems.

Four connected layers I use to move beyond a notebook: structure the signal, design the intelligence, build the product, and deliver it with evidence.

1 / 156advanced from 10,000+ Super AI applicants
3hackathon awards across applied AI challenges
877records engineered into explainable insight
<500msmeasured critical-event notification path
01SENSE

Data & Vision

Turn images, records, and operational events into data a model or product can trust.

  • EDA, cleaning & feature framing
  • Computer vision & image pipelines
  • Data modeling & vector stores
PandasOpenCVSQL
SELECTED PROOF877 records → an explainable decision view

Structured sensitive social data across geographic, demographic, behavioral, and reporting dimensions.

View analytics case
02REASON

ML, Retrieval & Agents

Choose models, retrieval, and tool-use patterns around the decision—not the trend.

  • Model training & evaluation
  • Contextual and hybrid RAG
  • Agent and tool-use workflow design
Scikit-learnPyTorchFAISS
SELECTED PROOFBM25 + FAISS contextual retrieval

Combined sparse and dense retrieval, multilingual embeddings, query refinement, and grounded answer generation.

View RAG system
03BUILD

AI Application Engineering

Wrap intelligence in APIs, interfaces, and data systems that people can actually use.

  • FastAPI model and data services
  • Next.js / TypeScript applications
  • PostgreSQL / Supabase integration
PythonFastAPINext.js
SELECTED PROOFA live, multi-sided travel product

Connected traveler demand with hidden gems, local guides, community businesses, buddies, and transport providers.

View Thai Unseen
04DELIVER

Reliable Delivery

Move from requirement to release with validation, feedback, and traceability built in.

  • Requirements-to-release ownership
  • CI/CD and data validation
  • System integration & feedback loops
GitCI/CDEvaluation
SELECTED PROOF<500 ms critical-event alert path

Delivered barcode capture, PostgreSQL traceability, role-aware UX, live dashboards, and alerts as one system.

View production case

04 · EXPERIENCE LOG

More than job titles.
Proof of progression.

Each role added a new layer: process discipline, software craft, industrial digitalization, and now applied AI engineering.

01
Jul 2026 - Present
NOW BUILDING

Artificial Intelligence Association of Thailand · Thailand

AI Engineer Intern

Building applied AI systems during an in-progress Super AI Engineer Level 3 apprenticeship, spanning prototypes, LLM applications, agentic workflows, data pipelines, and EDA.

3Active workstreams
L3In-progress apprenticeship

CURRENT WORKSTREAMS

  1. 01

    Developing AI prototypes, LLM applications, agentic systems, data pipelines, and exploratory data analysis.

    IN PROGRESS
  2. 02

    Researching the feasibility of training large language models from scratch to support sovereign AI.

    IN PROGRESS
  3. 03

    Developing AI-enabled data workflows for SIP SIP, a wellness wearable project.

    IN PROGRESS
WORKING SET
Applied AILLM systemsAgentic AIData pipelinesEDASovereign AI
02
May 2024 - Jun 2026
SHIPPED TO FACTORY

MAHLE Engine Components (Thailand) · Bangkok

Production Engineer - Smart Factory

Delivered machine vision, production data visualization, and AI-transformation assessment across real manufacturing workflows.

<500msCritical alert path
E2ESystem ownership

SELECTED IMPACT / RESPONSIBILITY

  1. 01

    Deployed machine vision to detect piston defects before packing and shipment.

  2. 02

    Built production data visualizations for MAHLE's digitalization initiatives.

  3. 03

    Assessed AI transformation opportunities with cross-functional plant teams.

  4. 04

    Built an end-to-end waste tracking system covering requirements, database design, application delivery, and CI/CD.

WORKING SET
Computer VisionNext.jsSupabaseManufacturing dataCI/CD
03
Jun 2023 - Jan 2024
SOFTWARE FOUNDATION

Software Provider · Bangkok

Backend Engineer · Presales

Moved from coding bootcamp projects into professional software delivery, balancing backend implementation with client-facing technical discovery.

APIBackend delivery
B2GProposal scope
CAREER PROOF

Designed solution architectures and proposals for public-sector procurement bids.

Open full chapter

SELECTED IMPACT / RESPONSIBILITY

  1. 01

    Built and refactored TypeScript backend services while translating technical requirements into working solutions.

  2. 02

    Designed solution architectures and proposals for public-sector procurement bids.

  3. 03

    Designed APIs for database integration and optimized query performance.

WORKING SET
TypeScriptREST APIsDatabase integrationQuery optimizationPresales
04
Jul 2019 - Jan 2023
ENGINEERING CORE

ENKEI THAI · Samut Prakan

Production Engineer · Assistant Team Leader

Learned to improve processes where every second, safety decision, and production handoff had a measurable operational cost.

-12sCycle time
KAIZENAward
CAREER PROOF

Improved PLC sequence logic and cut cycle time by 12 seconds, earning a Kaizen Award.

Open full chapter

SELECTED IMPACT / RESPONSIBILITY

  1. 01

    Conducted internal audits for ISO 14001, ISO 45001, and IATF 16949 compliance.

  2. 02

    Improved PLC sequence logic and cut cycle time by 12 seconds, earning a Kaizen Award.

  3. 03

    Progressed into an Assistant Team Leader role supporting people, output, and production priorities.

WORKING SET
KaizenPLC collaborationTeam leadershipISO 14001/45001IATF 16949

05 · HACKATHON LAB

Three pressure tests.
Three different roles.

Awards are only the headline. These mini case studies show the problem, my contribution, and the evidence behind each result.

NDA-SAFE DISCLOSURE

I share the problem class, my role, working approach, and public outcome. Private datasets, partner architecture, prompts, and source code are intentionally omitted.

01Winner

Intelligent Transport Systems

Edge-AI Hackathon

THE PROBLEM

Move an intelligent-transport prototype toward an edge-ready, reviewable delivery workflow.

MY CONTRIBUTION

Model transformation · edge integration · audit log

Owned the bridge between model output and a traceable system response.

System details and partner context are intentionally generalized. More context is available in an interview where permitted.

Edge AIComputer VisionSystem Integration
02Winner

Enterprise Data Agent Showdown

FahMai The Finale

THE PROBLEM

Help an AI agent retrieve and use fragmented enterprise information across unstructured sources.

MY CONTRIBUTION

Tool-use design · unstructured data · answer flow

Focused on how the agent chose tools and grounded its response in available evidence.

Private data sources, prompts, and agent architecture are not shown. More context is available in an interview where permitted.

Agentic AIRAGTool Use
03People's Choice

Wellness, Wearables & E-Health

Human Sensing

THE PROBLEM

Turn human-sensing and wearable signals into a wellness concept people could understand and value.

MY CONTRIBUTION

Database · sensor logic · product concept

Connected the data model and sensing logic to the team's user-facing product story.

Sensor implementation and partner-specific details remain confidential. More context is available in an interview where permitted.

Sensor DataData DesignProduct Thinking

06 · LEARNING JOURNEY

One foundation.
Three upgrades.

The path was not linear, but every stage compounds: engineering fundamentals, software delivery, then a three-level applied AI pathway.

DegreeBootcampSuper AI
01
Degree

B.Eng. Mechanical Engineering

Suranaree University of Technology

Studied thermodynamics, internal combustion engines, and power plants; completed an 8-month automotive manufacturing co-op. GPAX: 2.89.

ThermodynamicsInternal Combustion EnginesPower Plants8-month Automotive Co-op
02
Bootcamp

Full-Stack Developer

TECHUP

Completed full-stack software development training across frontend, backend, databases, version control, and hands-on web products.

GitHTML / CSSJavaScriptReactNode.jsSQL / NoSQL
03

SUPER AI ENGINEER · SEASON 6

Applied AI Development Pathway

Artificial Intelligence Association of Thailand

01
Level 1Completed
02
Level 2Completed
03
Level 3In progress
LEVEL 1ONLINE

Online Foundation & 3 Hackathons

Completed the online learning pathway, passed the Foundation AI theory assessment across 13 courses, and completed three verified online hackathon rounds.

13-course assessmentFrom Data to InsightThai Election OCRFahMai RAG
LEVEL 2ON-SITE

On-site Intensive Training

Advanced through on-site workshops and team-based challenges, working hands-on across models, data, AI tools, and product delivery.

On-site workshopsEdge AIData agentsHuman sensing
LEVEL 3APPRENTICESHIP

Workplace Apprenticeship

Currently applying the program's technical foundation through an in-progress AI Engineer apprenticeship with practical research, data, delivery, and evaluation work.

AI prototypesLLM / Agentic AIData pipelines / EDASovereign AI

07 · VERIFIED LEARNING

Learning,
with receipts.

07VERIFIED RECORDS

Certificates, assessments, and hackathon milestones with direct evidence or issuer verification.

FOUNDATION ASSESSMENT
Foundation AI (Theory) · 13 Courses certificateOPEN FULL DOCUMENT ↗
PASSED

Foundation AI (Theory) · 13 Courses

ISSUED BY · Artificial Intelligence Association of Thailand

Passed the foundational AI theory assessment after completing 13 courses spanning programming, mathematics, machine learning, deep learning, vision, NLP, RAG, ethics, and digital business.

Machine LearningDeep LearningComputer VisionNLP / RAG
VERIFIED CERTIFICATE
VERIFIED

AI Practitioner

ISSUED BY · Artificial Intelligence Association of Thailand

Completed participation requirements and passed the foundational AI Practitioner assessment for Super AI Engineer Season 6.

AI foundationsApplied AIResponsible AI
VERIFIED HACKATHON
VERIFIED

From Data to Insight

ISSUED BY · Super AI Engineer Season 6 · Round 1

Passed the first online practice hackathon, transforming raw data into interpretable findings and decision-ready insight.

Data analysisInsight framingVisualization
VERIFIED HACKATHON
VERIFIED

Thai Election OCR Challenge

ISSUED BY · Super AI Engineer Season 6 · Round 2

Completed an agentic pipeline challenge built around OCR and structured information extraction from Thai election documents.

OCRAgentic pipelineData extraction
VERIFIED HACKATHON
VERIFIED

FahMai RAG Hackathon

ISSUED BY · Super AI Engineer Season 6 · Round 3

Passed the third online practice hackathon focused on retrieval-augmented generation and applied AI system design.

RAGRetrievalLLM applications
CERTIFICATE OF COMPLETION
AI Ready ASEAN · Educators certificateOPEN FULL DOCUMENT ↗
COMPLETED

AI Ready ASEAN · Educators

ISSUED BY · ASEAN Foundation · Supported by Google.org

Completed the 12-hour AI learning pathway and all 15 educator modules covering AI literacy, prompting, ethics, privacy, safety, education, and simple AI-based tools.

AI literacyPromptingAI ethicsAI safety
BOOTCAMP CERTIFICATE
COMPLETED

Full-Stack Developer

ISSUED BY · TECHUP

Intensive software development program spanning frontend, backend, relational data, and product delivery.

JavaScriptReactNode.jsSQL

08 · LET'S BUILD

Need an AI engineerwho can ship beyond the demo?

I am looking for an AI Engineer role where models meet products, users, and real technical constraints - especially computer vision, data systems, and LLM applications.

Bangkok / HybridAI EngineerAvailable 2026