TaxCode x US Stocks x AI

The Tax Layer You're Missing in US Stock Investing

20+ years of international tax practice applied to US stock analysis, with the research workflow automated by Python and AI

Three Pillars

Tax

Why did Apple's effective tax rate sit at 12-16% for years? How does the OECD Pillar Two global minimum tax change Big Tech's earnings? I read the 10-K income tax footnote the way practitioners do, and decode it for you.

US Stocks

The blind spots for non-US investors: the USD 60,000 estate tax threshold, ADR dividend withholding, after-tax returns that differ by fund domicile. Cross-border details most finance content never touches.

AI Automation

Automating investment research with Python, SEC EDGAR, and AI tools: 13F tracking, deep-reading filings, multi-source verification against hallucination. Methods fully public, so you can build your own.

Articles in English

Cross-Border Tax

Taiwan's 183-day rule: when foreigners become tax residents, and what happens to offshore investments

How the days are counted, the four-step legal chain that pulls offshore income into Taiwan's minimum tax at 183 days, and the three details expats miss.

2026-07-05 · 6 min read
Cross-Border Tax

The most dangerous tax for foreign investors in US stocks: the USD 60,000 estate tax threshold

US citizens get a USD 15M exemption; nonresident aliens get USD 60,000. What counts as US-situs, the correct computation, and three planning routes.

2026-07-04 · 6 min read
Cross-Border Tax

TSM ADR vs the Taiwan-listed share: the two tax questions most people get wrong

Is the 21% dividend withholding recoverable? Is a TSM ADR a US-situs estate tax asset? The issuer test settles both.

2026-07-04 · 5 min read
Tax x US Stocks

Apple's tax code, decoded: ETR spiked from 12% to 24%, then settled at 15.6%

Five years of effective tax rate in one read: four structural drivers, the USD 10.2B EU State Aid one-off, and the new normal under Pillar Two.

2026-07-04 · 5 min read
More English editions are on the way. The Chinese edition has the full catalog: 10 articles plus an interactive dividend tax calculator.

About Jeff

20+ years in international tax. BA in Accounting, MS in Accounting, MS in Finance. Specialized in OECD Pillar Two / GloBE and cross-border tax structuring. Also a hands-on US stock investor who automates his own research with Python and AI tools.

This site covers what I want to read but cannot find: the intersection of tax expertise and US stock investing, plus the AI workflow that automates it all.

Full introduction → Services and collaboration →