Nutdanai jatakul
@nutdanaijatakul
AI Systems Architect | Document Intelligence & Agentic Orchestration | Python, PydanticAI | Bangkok, remote-ready
What I'm looking for
AI systems architect building production-grade document intelligence and agentic orchestration systems for real-world operational problems.
My primary work is Rasy OCR, a 24/7 autonomous document intelligence pipeline deployed on Alibaba Cloud. A PydanticAI orchestrator routes specialized worker agents across frontier models — Grok for Thai handwriting recognition, Gemini and GLM for structured extraction — and outputs schema-validated JSON for downstream systems. It runs headlessly around the clock without manual intervention. The target: Thai handwritten customs and shipping documents, one of the hardest OCR problems due to non-Latin script combined with handwriting variance.
I built this system because I spent two years at Geodis doing the work it automates. As an Operations Specialist in Export/Import Documentation, I managed high-volume international shipment documentation and bilingual Thai/English data validation. I redesigned the customs declaration workflow and cut processing time from 1–3 days to ~24 hours. I also resolved persistent documentation disputes between the Thai BPO division and international branches by taking ownership of the interface between teams. That turnaround earned me an offer for a role one level below the division director.
Before Geodis, I built Precious House's entire project-lifecycle operation from zero — no team, no SOPs, no historical data. I designed the business logic, authored all procedures, bootstrapped the vendor network, and owned execution end-to-end as Executive Operations Director.
I've also built algorithmic trading infrastructure bridging Python/TensorFlow to MetaTrader 5 for backtesting and live execution, grounded in self-study of the CQF and ARPM curricula.
What makes me different: I've personally done the manual work my AI systems automate. I know what "correct" looks like for a Thai customs declaration because I've validated thousands by hand. That domain knowledge is the difference between an AI demo and a production system that holds up under real documents and real deadlines.
Thai (native), English (professional). Bangkok-based, available across all time zones.
Experience
Work history, roles, and key accomplishments
House Manager
Precious
Jan 2023 - Jan 2025 (2 years)
Managed house construction projects, overseeing workers and controlling costs effectively to ensure timely completion.
Translator
EDCO
Aug 2015 - Dec 2017 (2 years 4 months)
Translated and coordinated between the event manager and workers to successfully arrange the Bangkok Gems event.
Geodis Operator
Geodis
Aug 2015 - Dec 2017 (2 years 4 months)
Communicated with various departments in English, edited documents, and entered data into the system based on provided documents.
Education
Degrees, certifications, and relevant coursework
Assumption University
Bachelor of International Business Management, International Business Management
2011 - 2014
Grade: 70%
Studied International Business Management, focusing on global business practices, management strategies, and effective communication in international contexts.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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