What we publish
Stalkchain Research publishes practical guides about public on-chain data: wallet behavior, token ownership, liquidity, trading flows, and the limits of what those observations can prove. Articles are written to answer a specific research question and connect readers to relevant public Stalkchain tools when those tools are live.
Evidence hierarchy
- Public blockchain transactions, contract state, and directly observed on-chain records.
- Official protocol, chain, exchange, or product documentation.
- Stalkchain methodology pages and clearly labelled derived metrics.
- Reputable secondary reporting when a primary source is unavailable.
We distinguish observed facts from estimates, heuristics, and unknowns. A wallet label, win-rate estimate, or profit estimate is not treated as identity proof or a guarantee of future performance.
Product and feature claims
We describe only features that are publicly available and verified at publication or update time. Planned or experimental capabilities are not presented as live. Coverage gaps, stale data, and incomplete cost-basis information must remain visible rather than being converted into confident scores or zero values.
Financial-risk language
Our articles are educational research, not financial advice. On-chain signals can be incomplete, manipulated, or delayed. Readers should verify addresses, liquidity, slippage, fees, permissions, and transaction details independently before taking action.
Affiliate relationships
A page containing an affiliate or referral link includes a clear disclosure near that link. Referral benefits are attributed to the provider's current official terms and may change. Compensation does not remove our requirement to describe material risks and limitations.
Updates and corrections
Material changes are reflected in each article's updated date. If a claim becomes false because a product, chain, or methodology changes, we correct or remove it. Readers can report an issue through the contact route linked in the site navigation and should include the article URL and disputed claim.