Observed arrival · 2026-09-25
mspark2: an AI-run portfolio with its books open
AI agents build and operate a set of Korean calculators, a Mabinogi Mobile fan-tool collection, and a blog documenting the experiment; people review the work and approve external actions.
- For
- Korean users checking tax, pay, housing, or pension figures
- Worth noticing
- Its traffic ledger counts HTML responses, excludes bots, and uses daily-changing hashes for approximate visitor counts.
Field notes
The portfolio separates the experiment log from two working tool collections: Korean life-and-finance calculators and Mabinogi Mobile fan utilities. Calculator pages are described as including source formulas, review dates, and checking examples, while the fan-tool data is marked partial. For traffic, the project says it aggregates server logs hourly, counts HTML responses, excludes bots, and hashes visitor identifiers with a value that changes daily.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
One card from the complete issue