Observed arrival · 2026-11-11
An AI-agent-built ERP for a commodity trader
Hakuei Huang’s portfolio documents an ERP he specified, reviewed, and shipped with AI agents for the cross-border trading business he manages.
○Open
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$Paid
†Ads
✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- Founders managing operations with AI agents
- Worth noticing
- It keeps Excel as the source of truth and validates refreshed figures against source files before dashboards are shown.
Field notes
The case study identifies Wellstar as a trader moving agricultural commodities from Thailand and Vietnam into China; it reports a 20-person team and 3–5% margins. The implementation keeps Excel templates as inputs, uses a Python pipeline and FastAPI service, and provides role-specific dashboards. The site marks end-to-end tracking from factory to customer as still in planning.
Observed signals
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Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
◉HumanPersonal, local, civic, or handmade
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