Across 19 frontier models, metacognitive confidence on question and answer tasks tracks a shared difficulty heuristic with only a weak relationship to actual performance.

Technology should bring out the best in humanity, not the worst—a manifesto for resonant computing built on five principles that reject hyper-scale extraction for human flourishing.