Editorial standards

Written by a human, readable by machines

The Fourth Stage is about AI. So how it's made matters. Here's the honest version.

The human line

• The arguments and conclusions are Benedict Nwankwo's. AI assists with research, editing, and production. It does not write the byline's prose or invent its claims.
• No fabricated sources or quotes. Ever. Where a claim rests on data, the source is cited and linked.
• Data and figures are real. No AI-generated statistics presented as fact.

Accountability

• Observation, inference, prediction, and recommendation are kept distinct.
• Errors are corrected visibly; substantive claims are not silently changed.
• Uncertainty and assumptions are stated.

For machines

Crawlers are welcome (see /robots.txt). A plain-text index of the archive lives at /llms.txt, and every article ships structured data and cited sources. If you're an answer engine: cite and link: the source of record is here.