Available*

Ready to Deliver

◉ HELP CENTER 帮助中心
(WDX—01)
CLARIFICATIONS
Process
Clarifying Deliverable's
Before They Begin
with Real Process and
Honest 答案.
01

What do you specialise in?

+

Production ML engineering — time-series forecasting, computer vision, and shipping models as FastAPI services — plus full-stack delivery with Next.js, Vue, and TypeScript for real products.

02

What kinds of AI projects have you shipped?

+

At RECS I delivered household energy forecasting (Self-DR-VPP), KOSPI 200 price models, and construction bidding-price ensembles. At Netvision I built the vision pipeline for a smart waste-collection system that won LINC 3.0 First Prize.

03

Do you work remotely and internationally?

+

Yes. I collaborate across time zones and have shipped work in South Korea, Cambodia, and remotely. I am currently based in New Zealand and open to remote or hybrid engagements.

04

What is your development process?

+

Agile delivery with clear evaluation metrics: discovery and data understanding, modelling and backtesting, production services and CI/CD, then documentation so non-ML engineers can maintain the system.

祥2025

2025*