a coherence.ngo project
The archive of what machines think.
fact.ngo extracts, preserves, and compares the perspectives inside language models — their assessments of the past, their expectations for the future, and the working principles in between — so human judgment gains perspectives it would otherwise miss. Elicited under anti-evasion examination, stored verbatim, comparable across the fleet, open to everyone.
Room 01
xray
the case files of machine minds
Meet the patients.
Four language models were examined — 292 sessions. Their words, verbatim, in the chart.
Room 02
follow-ups
longitudinal studies
In preparation.
Re-examining the same patients as the world changes — the 2026 cohort, revisited. Fleet drift, measured.
Not yet openRoom 03
the census
every frontier model
In preparation.
Open-weight and closed, current and historical — a longitudinal census of machine worldview, one intake at a time.
Not yet openThe examination
Every position in this archive was elicited under the xray protocol: independent sessions across 24 human domains × 6 lenses, an anti-evasion examiner, steelmans, cruxes, and falsifiable predictions. Every quote is machine-checked against its transcript. Positions are documented perspectives — never expert advice or consensus fact.
Start with the ward: the case files →