Methodology

How a Dogma About Language Stalled AI for Fifty Years

February 24, 2026

How a Dogma About Language Stalled AI for Fifty Years

In 1955 a small Cambridge lab had the right ideas about computational language. Then Noam Chomsky's revolution swept them aside — and it took half a century, and vastly more powerful hardware, to prove the original intuition correct.

How Pairwise Comparison Reveals Fuzzy Questions

November 18, 2025

How Pairwise Comparison Reveals Fuzzy Questions

Fluvial's new consistency tracking reveals when assessment criteria are insufficiently fine-grained, transforming pairwise comparison from a scoring tool into a question-design diagnostic.