- Source
- NiFi
- ClickHouse
- Grafana
Real-time analytics pipeline
Ingests 1-5M records per day and feeds multiple business and executive dashboards with alerting.
Solutions Architect.
Data platforms and private AI.
8+ years turning business and team requests into working systems, from real-time pipelines to local LLM tools.
Recent work
Systems I designed and built as an Associate Solutions Architect at Softdebut, Bangkok.
- Records
- Local LLM
- Redacted
Offline PII anonymization
Detects and redacts PII in 10k-100k records on Qwen3 4B with BGE-M3 embeddings. No data leaves the network.
- Ticket
- LLM
- Resolver team
AI service-desk ticket routing
Suggests the correct resolver team for each incoming ticket. Co-developed from concept to production on AWS EC2.
- Slow SQL
- PII mask
- LLM
- Rewrite
LLM-assisted SQL query optimizer
Masks sensitive values before any prompt reaches the model, then suggests rewrites that cut query execution time by more than 70%.
AI pipelines I build on my own
-
Faceless shorts pipeline
One topic in, one vertical short out, on local models.
- Ollama script
- Kokoro voice
- whisper.cpp timings
- FFmpeg captions
-
n8n admin workflows
Ready-to-import workflows that take repetitive admin off small businesses.
-
Reddit trend studio
Turns trending topics into original short-form visuals. Nothing is reposted.
- Trend discovery
- Viral scoring
- Fact check
- Original visuals
-
AI video content line
Vertical AI video production, from written prompts to finished edits.
- Prompt batches
- AI clip generation
- Edit
Experience
-
Apr 2025 - now
Associate Solutions Architect Softdebut Co., Ltd., Bangkok
Solution architectures, data-flow models and component maps for business and team requests. Defines the test automation and performance testing approach (Playwright TypeScript, JMeter) across projects.
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Jun 2024 - Apr 2025
Associate Solutions Architect HexaCloud Corporation, Philippines
Guided technical direction across 4 automation projects and implemented solutions on AWS with DevOps, CloudOps, DBA, SRE and QA teams.
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Sep 2021 - Jun 2024
Application Developer / RPA Developer Activants Pte. Ltd., Singapore (remote)
Low-code automation on the Decisions platform and Kofax/Tungsten RPA for multiple Singapore government ministries, plus Selenium and Gherkin test frameworks.
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Aug 2019 - Sep 2021
Software Engineer Infor PSSC Inc., Taguig City
Led a team of 6 to build a new website from concept to delivery. Set up Sumo Logic logging and dashboards and served as Scrum Master.
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Mar 2018 - Aug 2019
Web Developer First Datacorp, Makati City
Front-end and back-end features, plus reusable stored procedures, functions and SQL queries.
Toolkit
- Data and observability
- ClickHouseApache NiFiGrafanaSumo LogicSQL tuningETL/ELT
- AI and LLM
- Local LLMs (Qwen3 4B)BGE-M3RAGMCPAI agentsPII guardrails
- Cloud and DevOps
- AWS EC2AWS IAMDockerCI/CDGit
- Automation and QA
- DecisionsKofax/Tungsten RPAPlaywrightSeleniumJMeter
- Languages
- PythonTypeScriptJavaScriptJavaSQLR
Certifications
- AI Fluency: Framework and FoundationsAnthropic, 2026
- Model Context Protocol for LeadersVanderbilt University, 2025
- Generative AI: Prompt Engineering BasicsIBM, 2025
- Automation for BusinessStarweaver, 2025
- AWS Skill Builder: Cloud Practitioner prep, IAM, Cloud EssentialsAWS, 2024-2025
- Decisions Business Analyst CertifiedDecisions, 2023
BS Information Technology, Adamson University, 2014-2018. Academic Merit Awardee and consistent Dean's Lister.
Have a system to design?
Based in Bangkok. Open to remote or hybrid roles.