Is AI good or bad? I have come to see that as the wrong question. AI is an amplifier - of human intelligence and creativity, but also of bias, greed, surveillance and institutional power.

Here's the problem that rarely gets named: the industry's reliance on scoring scales wasn't just a design choice. It was a technical ceiling.