fact.ngo

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.

4 case files1,338 positions55,000+ quoted words
Open the ward →

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 open

Room 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 open

The 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 →