RESEARCH
Exploring Human Fluency, in People and Artificial Intelligence.
Can an AI form an accurate model of a specific person? And if it can — what is that accuracy worth? The Human Fluency Benchmark explores the first, under independent academic governance. The Fluent Interaction Conjecture tests the second, in the open, pre-registered, published whichever way the data lands. The AI Interpreter examined the accuracy of Frontier Models and their validity and reliability in interpreting multiple psychometric instruments. Each stands on its own evidence.
The Fluent Interaction Conjecture
What is an accurate model of a person worth? Benefit = Accuracy × Load, stated so it can be proven wrong.
The Human Fluency Benchmark
Can AI know a person at all? A proposed standard, independently governed.
The AI Interpreter
A criterion-referenced study of the validity and reliability of large language models in interpreting personality profiles.
