Building practicalintelligent systems.
From agent workflows to computer vision.I turn complex problems into thoughtful softwarethat people can use, trust, and build on.
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Focus Focus AI × Real world AI × Real world Workspace Workspace 7 tools · one agent 7 tools · one agent Based Based 13.7563° N, 100.5018° E 13.7563° N, 100.5018° E
The Nice Agent · build workflow The Nice Agent · build workflow
Execution timeline Execution timeline
Define the direction Define the direction Translate the brief into a focused experience, content, and architecture. Translate the brief into a focused experience, content, and architecture. 01 01 Shape the experience Shape the experience Layout & visual direction Layout & visual direction 02 02 Connect the pieces Connect the pieces Components & interactions Components & interactions 03 03 Check every detail Check every detail Responsive & accessibility review Responsive & accessibility review 04 04
Built with the teams Built with the teams
who use it every day. who use it every day.
Manufacturing Manufacturing Fabrinet Fabrinet Precision optical and electronic manufacturing services for global technology companies. Precision optical and electronic manufacturing services for global technology companies. Employer · AI & Software Engineer Employer · AI & Software Engineer 
Media & advertising Media & advertising Plan B Media Plan B Media Out-of-home and digital media network across Thailand. Out-of-home and digital media network across Thailand. Internship · AI & Data Science Internship · AI & Data Science 
Education Education SkillLane SkillLane Thai online learning platform for professional and academic courses. Thai online learning platform for professional and academic courses. Instructor · AI & Python courses Instructor · AI & Python courses 
Freelance marketplace Freelance marketplace Fastwork.com Fastwork.com A services marketplace connecting businesses with freelance specialists. A services marketplace connecting businesses with freelance specialists. Researcher · Applied AI / ML projects Researcher · Applied AI / ML projects 
Travel Travel China4Trip China4Trip Group-tour operator for travel to China — 18 years and 20,000+ tour groups. Group-tour operator for travel to China — 18 years and 20,000+ tour groups. Short project · client Short project · client Automotive Automotive NEX Automotive NEX Automotive Automotive sales and after-sales business serving car owners, from vehicle purchase to ongoing service. Automotive sales and after-sales business serving car owners, from vehicle purchase to ongoing service. Sales partner · Business development Sales partner · Business development Hospitality Hospitality Duang Jaras Duang Jaras Riverside hostel by the River Kwae in Kanchanaburi. Riverside hostel by the River Kwae in Kanchanaburi. Short project · client Short project · client Packaging & print Packaging & print Ducky Pack Print Ducky Pack Print Custom packaging boxes and print production. Custom packaging boxes and print production. Short project · client Short project · client 
Interior & décor Interior & décor Beyond Decor Beyond Decor Interior decoration and décor for homes and spaces. Interior decoration and décor for homes and spaces. Short project · client Short project · client 
Fintech Fintech PortKao PortKao AI market-intelligence platform for US equities (NYSE / NASDAQ): a team of AI analysts working from live market data, with portfolio tracking and measured performance. AI market-intelligence platform for US equities (NYSE / NASDAQ): a team of AI analysts working from live market data, with portfolio tracking and measured performance. Founder · Product & AI engineering Founder · Product & AI engineering
Built for realworld problems.
06 SELECTED PROJECTS
Good engineering startswith the right problem.
Understand the work Understand the work
Build with intention Build with intention
Make it usable Make it usable
An engineer.A teacher.Always a builder.
I’m Natthakit, an AI and software engineer building practical systems for manufacturing and daily operations.
M.Eng. Engineering Management M.Eng. Engineering Management
Course Instructor Course Instructor
AI / ML Researcher AI / ML Researcher
AI & Data Science Intern AI & Data Science Intern
Engineering intelligence.From idea to production.
Interface & Experience Interface & Experience
Next.js Next.js React React TypeScript TypeScript JavaScript JavaScript Tailwind CSS Tailwind CSS shadcn/ui shadcn/ui Motion Motion GSAP GSAP Three.js Three.js TanStack Query TanStack Query Zustand Zustand Streamlit Streamlit Plotly Plotly PyQt PyQt Flet Flet
Streaming agent activity into a live React UI Streaming agent activity into a live React UI Gantt timelines with capacity scenario simulation Gantt timelines with capacity scenario simulation Responsive desktop analysis, off the UI thread Responsive desktop analysis, off the UI thread An agent-built, motion-driven page: this site An agent-built, motion-driven page: this site SITE SITE
API & Distributed Systems API & Distributed Systems
Python Python FastAPI FastAPI Node.js Node.js Flask Flask NestJS NestJS Redis Redis Celery Celery Temporal Temporal GraphQL GraphQL gRPC gRPC WebSocket WebSocket OpenAPI OpenAPI
Seven agent tools behind explicit approval gates Seven agent tools behind explicit approval gates Finite-capacity scheduling engine for PCBA routes Finite-capacity scheduling engine for PCBA routes Queued background workers with cached models Queued background workers with cached models Authenticated, persistent conversation history Authenticated, persistent conversation history
AI & Agentic Systems AI & Agentic Systems
RAG RAG Ollama Ollama TensorFlow TensorFlow scikit-learn scikit-learn OpenCV OpenCV Object detection Object detection Camera pipelines Camera pipelines PyTorch PyTorch LangChain LangChain LangGraph LangGraph OpenAI Agents SDK OpenAI Agents SDK Pydantic AI Pydantic AI MCP MCP LlamaIndex LlamaIndex Hugging Face Hugging Face Transformers Transformers vLLM vLLM PEFT / LoRA PEFT / LoRA RAGAS RAGAS ONNX ONNX Sentence Transformers Sentence Transformers YOLO YOLO MediaPipe MediaPipe
Retrieval over document chunks and embeddings Retrieval over document chunks and embeddings Rules first, ML second, confidence-routed review Rules first, ML second, confidence-routed review LSTM vs SARIMAX at a 60-minute horizon LSTM vs SARIMAX at a 60-minute horizon Isolation Forest with rolling 3σ control limits Isolation Forest with rolling 3σ control limits HSV morphology and contour-based detection HSV morphology and contour-based detection
Data Engineering & Automation Data Engineering & Automation
PostgreSQL PostgreSQL pandas pandas ETL ETL Excel automation Excel automation SQLite SQLite pgvector pgvector Qdrant Qdrant DuckDB DuckDB Polars Polars Airflow Airflow dbt dbt Kafka Kafka S3 / MinIO S3 / MinIO Power BI Power BI
Immutable dispatch snapshots Immutable dispatch snapshots Versioned datasets with model training and activation Versioned datasets with model training and activation Workbook-preserving reconciliation and export Workbook-preserving reconciliation and export 10-minute bucket aggregation for time series 10-minute bucket aggregation for time series
Cloud, DevOps & Deployment Cloud, DevOps & Deployment
Docker Docker Docker Compose Docker Compose Kubernetes Kubernetes GitHub Actions GitHub Actions Terraform Terraform AWS AWS Google Cloud Google Cloud Azure Azure Vercel Vercel Cloudflare Cloudflare Nginx Nginx Linux Linux
Containerised services, reproducible anywhere Containerised services, reproducible anywhere CI/CD that builds, tests and deploys on every change CI/CD that builds, tests and deploys on every change Infrastructure as code across cloud providers Infrastructure as code across cloud providers Edge delivery, caching and reverse proxying Edge delivery, caching and reverse proxying
MLOps, Security & Reliability MLOps, Security & Reliability
Playwright Playwright Pytest Pytest MLflow MLflow Langfuse Langfuse OpenTelemetry OpenTelemetry Prometheus Prometheus Grafana Grafana Sentry Sentry Promptfoo Promptfoo Semgrep Semgrep OAuth 2.0 / OIDC OAuth 2.0 / OIDC OWASP OWASP
Field-level confidence with human review Field-level confidence with human review Human approval before every agent action Human approval before every agent action Model versions trained, compared and activated Model versions trained, compared and activated Six end-to-end Playwright suites guarding this site Six end-to-end Playwright suites guarding this site SITE SITE