From models to impact.
I turn geospatial and AI research into reliable, cloud-scale systems. Calm, confident, production-focused engineering—delivered with measurable outcomes.
Core focus
AI Engineering · Geospatial · Serverless Cloud
Based in
Bangkok, Thailand
Systems that stay fast, observable, and elegant.
Four pillars that guide every build: grounded discovery, reproducible delivery, and relentlessly measured outcomes.
LLM and vision models tuned for production.
AI Engineering
Design and deploy latency-sensitive inference pipelines with evaluation harnesses, guardrails, and cost observability.
- LLM orchestration (Bedrock, OpenAI, LangChain, MCP)
- Retrieval pipelines with vector + PostGIS hybrid search
- Model evaluation loops and rollout automation
Geospatial ETL that scales from field sensors to dashboards.
Data Engineering
Stream, transform, and warehouse multi-modal data with schema governance and lineage built-in.
- Serverless ETL / ELT orchestrations with AWS Step Functions
- PostGIS optimization for spatial joins and raster analytics
- S3, Glue, Athena, and Lake Formation governance
Close the loop between insights and action.
Workflow Automation
Operationalise ML outcomes using event-driven jobs, notifications, and low-code automations.
- MLflow model lifecycle with approvals and stage transitions
- n8n and custom workers for alerts, emails, and syncs
- Observability via OpenTelemetry, CloudWatch, and Grafana
Secure, repeatable infrastructure as code.
Cloud Architecture
Architect AWS serverless platforms with CI/CD, multi-account guardrails, and zero-downtime deploys.
- AWS CDK / CloudFormation blueprints
- Security best practices (CIS, Well Architected)
- Edge delivery with CloudFront, global networking, WAF
Signature work turning research into operations.
Selected engagements that illustrate how AI, geospatial analytics, and serverless architectures come together with ruthless attention to resilience and measurability.
Scroll the 3D timeline.
Roles and environments that shaped how I build: from conversational AI in scrappy teams to geospatial automation at satellite scale.
Jul 2020 – Jul 2022
AI Developer · Jul 2020 – Jul 2022
MANGO CONSULTANT
Built multilingual chatbot, automation, and vision platforms for enterprise marketing, support, and operations teams.
- Launched CRM chatbot pipelines ingesting Facebook + LINE data with KNN segmentation and Naive Bayes spam filtering.
- Delivered face-recognition attendance powered by DLIB, CMake, and GPU-accelerated inference.
- Designed microservices for LINE Developer quotation flows, backed by event-driven messaging and RPA bots.
Jul 2022 – Present
AI Engineer · Jul 2022 – Present
THAICOM PLC
Lead geospatial data engineering and LLM deployment for national-scale environmental intelligence and disaster prediction initiatives.
- Engineered async geospatial workflows across Lambda, SageMaker, and S3 powering Carbon Watch and climate risk analytics.
- Built serverless ELT with AWS Glue + PostGIS for automated spatial ingestion, validation, and warehousing.
- Integrated secure GenAI access with Entra ID, Bedrock, Anthropic, and OpenAI via LibreChat, OpenWebUI, MCP, and LangChain.
2023 – Present
Principal Builder · 2023 – Present
FREELANCE
Design, build, and launch AI-powered products for hospitality, education, and climate technology founders.
- Serverless booking platform with payments, automations, and BI.
- Launched e-learning ecosystem with async workflows and analytics.
- Consulted on AI platform roadmaps, governance, and talent enablement.
Less noise, more signal.
Stacks and tooling I deploy week-in, week-out to carry AI products from prototype to resilient operations.
AI & ML
Production-grade model development, orchestration, and evaluation.
Python
FastAPI, asyncio, and data tooling for ML backends.
LLM Deployment
Bedrock, SageMaker, Vertex, OpenAI, eval pipelines, and guardrails.
LangChain / MCP
Agent frameworks with reproducible prompts and tool contracts.
MLflow
Tracking, registry, and automated rollouts.
Data & Geospatial
Spatial analytics pipelines, warehousing, and catalog governance.
PostGIS
Raster, vector, topology, and performance tuning.
AWS Glue
Data lake orchestration with EMR, Lake Formation, and schema registries.
ETL / ELT
Event-driven transformations with Step Functions, Lambda, and Airflow.
MongoDB
Multi-tenant data models with change streams and Atlas search.
Cloud & Infrastructure
Platform design focused on reliability, security, and speed of delivery.
AWS Serverless
Lambda, API Gateway, DynamoDB, EventBridge, CloudFront, and X-Ray.
SageMaker
Feature store, pipelines, and inference endpoints.
CDK / CloudFormation
Reusable constructs with CI/CD and drift detection.
Terraform
Multi-cloud modules with security guardrails.
Frameworks & Tooling
Frontend and backend frameworks with DX and performance in mind.
Next.js / React
App Router, edge rendering, and RSC.
TypeScript
Strict typing, API contracts, and DX tooling.
FastAPI
Async microservices with Pydantic schemas.
Nuxt / Vue
Client + server rendering for content sites.
Automation & Ops
Event-driven automation, observability, and workflow tooling.
n8n
Composable workflow automation with custom nodes.
Observability
OpenTelemetry, CloudWatch, and Grafana for metrics and traces.
CI/CD
GitHub Actions, CodeBuild, and GitLab pipelines with policy gates.
Incident Response
Runbooks, on-call rotations, and SLAs.
Creds that back the craft.
AWS credentials, beta programs, and continuous education that underpin AI, geospatial, and cloud delivery.
Issued Nov 2024
AWS Certified AI Practitioner
Amazon Web Services
Validates generative AI foundations, responsible AI practices, and solution deployment patterns across AWS and open tooling.
Issued Nov 2024
AWS Certified AI Practitioner — Early Adopter
Amazon Web Services
Recognises participation in the beta cohort with applied generative AI labs, evaluation frameworks, and governance accelerators.
Issued Nov 2024
AWS Certified Cloud Practitioner
Amazon Web Services
Demonstrates cloud fluency across architecture, security, billing, and foundational AWS services that underpin delivery.
Continuing Education & Recognition
AWS Security Engineering on AWS
BSI Training Academy · Facilitated by Udosak Suntithikavong
Aug 2022 – Nov 2023
Developing on AWS
Amazon Web Services
Aug 2022 – Nov 2023
AWS Technical Essentials
Amazon Web Services
Aug 2022 – Nov 2023
AWS Cloud Practitioner Essentials (Classroom Day)
Amazon Web Services
Aug 2022 – Nov 2023
Voxy Proficiency Achievement Certificate – Intermediate
Voxy
Nov 2023
National Research Office Inventor's Day Presenter
Thailand National Research Office
Feb 2020
SAU English Test Course
Southeast Asia University
Mar 2020
Information Technology Contest of Thailand — Great Commission (19th Cohort)
National Science and Technology Development Agency
Aug 2019 – Mar 2020
NECTEC Innovation Programme Contributor
National Electronics and Computer Technology Center (NECTEC)
Mar 2019
Calm, confident, technical excellence.
Rooted in telecommunication and satellite engineering, now partnering with founders and enterprises to ship AI systems that stay reliable long after launch.
AI Engineer at Thaicom, translating national-scale geospatial intelligence and LLM research into resilient, observable platforms on AWS. Previously at Mango Consultant, I shipped conversational AI and automation systems spanning chatbots, computer vision, and RPA.
- Engineer behind Carbon Watch: asynchronous pipelines across Lambda, SageMaker, and PostGIS for carbon assessment and disaster modelling.
- Designed secure enterprise GenAI access using Entra ID, LibreChat, OpenAI, Anthropic, Bedrock, and LangChain orchestration.
- Bachelor of Computer Engineering, Southeast Asia University (GPA 3.21) with national research and innovation accolades.
Bangkok, Thailand
Watcharapon “Kane” Weeraborirak
AI & Cloud Engineer
Let’s build the next milestone.
Introduce the challenge, the target metrics, and the timeframe. I’ll respond within one business day.
Sharp ideas deserve precise execution. Share context upfront—business outcomes, technical constraints, non-negotiables—and I’ll propose a roadmap that balances speed with operational calm.
- EmailDirect line for projects, advisory, and collaborations.
- LinkedInUpdates, writing, and open-source drops.
- GitHubCode, experiments, and infrastructure patterns.
- FacebookPersonal updates and community collaboration.
- YouTubeTalks, walkthroughs, and architecture breakdowns.
- Book a Session30-minute slot to explore your roadmap.