Disclaimer
How to read what is on this site.
Last updated November 2026
This is a record of research in progress. Each line of work states its status, and a finding is only as strong as the evidence behind it.
01Findings are scoped
A result reported from one case, on one system, on one date, shows what happened there. It does not show that the same would happen elsewhere. Where a line of work is only a specification or has no case study yet, the site says so.
02Not advice
Nothing here is professional, legal, financial or business advice, and nothing here is a recommendation to adopt a method or tool. Check anything that matters against your own circumstances and qualified advice.
03AI-generated work
The methods described here use AI agents. Their outputs can be wrong, and the methods rely on human review and separate checks for that reason. A certification produced by a pipeline’s own certifier is reported as exactly that, not as independent proof.
04Corrections
When a statement turns out to be wrong or overstated, it is corrected openly. If you spot one, please write.
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