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JinzaiLab Ching Hsu's AI automation studio

About

I’m Ching, an AI engineer with a research background

I hold a PhD in economics and have worked across fintech, media production, academic research, and public data. I’m good at turning complex rules into systems people can operate and review.

I look beyond model output: how data enters the system, where human review belongs, how failures are found, and how another team can maintain the result.

How I approach AI projects

Understand the work first

Model selection follows the workflow, data, users, and success criteria.

Keep review points

High-stakes decisions need sources, limits, logs, and human oversight.

Validate in small steps

Test quality, time, and cost with real data before expanding scope.

Document the handover

Key decisions, deployment, and operating instructions should remain with the project.

Capabilities

AI and data

OpenAI API Google Gemini Video Intelligence Faster-Whisper OCR Prompt design

Development and integration

Python JavaScript / Node.js Astro n8n REST APIs Desktop GUI

Cloud and deployment

Cloudflare Workers AWS Lambda S3 DynamoDB GCP Serverless

Languages

Traditional Chinese (native) English (professional) Japanese (JLPT N3)

Relevant experience

AI Engineer

AnchorFilm

2025 – Present

Building AI tools for video production and delivery, including automated editing, metadata, generative video, LINE integrations, and cloud backup.

AI Researcher

FundFluent

2024 – Present

Developing pitch deck evaluation, document review, company data validation, grant search, and research-content agent workflows.

Postdoctoral Researcher

National Taiwan Normal University

2023 – 2025

Research in science education, structural equation modeling, and machine learning, including interdisciplinary coordination and academic publication.

Associate Researcher

Taiwan Research Institute

2021 – 2023

Worked on energy websites, electric-vehicle data systems, data cleanup, and automated reporting.

Researcher

DGBAS, Executive Yuan

2019 – 2021

Produced international statistics, recurring analysis reports, bilingual content, and press materials.

Have a workflow you would like to improve?

Send me a short note about your current process and the outcome you need. I will help you identify a practical starting point.

Tell me about your project