Learning

Journal entries connected by topic.

Journal 041

Reproducible Is Not the Same as Reliable

AIR produced deterministic, repeatable results, but checking six assessments against the websites exposed something more important: a reproducible interpretation can still be wrong.

Journal 040

We Found a Score AIR Couldn't Award

Making AIR's scoring more transparent exposed an Audience score that could never be reached. Testing the problem led us to simplify the question rather than weaken the evidence standard.

Journal 038

From Calculator to Clarity

Wayli began with calculators, questions and a growing realisation that the real product was understanding.

Journal 024

The Report Improved Because We Listened

The biggest improvement to our latest AI Readiness report wasn't caused by changing the engine. It happened because we acted on what the previous report told us.

Journal 023

The Score Was Never the Goal

We thought we were improving an AI Readiness score. What we were really improving was how clearly we explained ourselves.

Journal undefined

Why We Build in Public

We don't publish because we have all the answers. We publish because we're still looking for them.