Experience
Career Timeline
A chronicle of roles focused on ML platforms, data engineering, and LLM product delivery across startups and large banks.
Software Engineer (ML) · Zilo (UK)
2025 — Present- Shipped LLM coding platform to production (Railway + AWS).
- Built Graph RAG & agentic workflows (Neo4j, Agno, Azure AI Search).
- Scaled long-running tasks with RabbitMQ; CI/CD via GitHub Actions & ArgoCD.
TypeScriptPythonJavaNeo4jMongoDBQdrantSoftware Engineer (Big Data & ML) · Siam Commercial Bank
2024 — 2025- Lead in deployment for Analytic Decision Engine model to serve downstream SCB system
- Deployed analytics engine for loan decisions to process TB of bank data (AKS, Databricks, Cosmos DB).
- Maintained terabyte-scale Databricks pipelines; set up CI/CD with Jenkins & ArgoCD.
- Refactored feature store with hexagonal architecture & style guides.
AKSDatabricksFastAPIMongoDBMySQLSoftware Engineer (LLMs/ML) · Thinking Machines
2022 — 2024- Lead in deployment and development for client project - Document AI platform
- Delivered NLP systems across hybrid on-prem/AWS.
- Built full-stack chatbot on Azure; infra with Terraform/Helm/FluxCD.
- Deployed production ML (TF-IDF + GBMs + RAG) with automated testing.
AWSAzureTerraformHelmFluxCDPythonSoftware Engineer (Big Data & ML) · KASIKORN (KBank)
2021 — 2022- Lead in deployment and development for Bank Statement Analyzer engine to serve downstream KBANK system
- Monthly PySpark batch over multi-TB bank statements (20M+ accounts).
- Online model via REST on Livy/Cloudera for real-time predictions.
PySparkClouderaHadoop