Strict evaluation metrics prevent the "fake it till you make it" mentality from causing catastrophic failure. While confidence drives progress, LessWrong argues that moving goalposts during testing masks actual incompetence. Practitioners must decouple their belief in a model's trajectory from its objective performance. This ensures safety benchmarks remain honest and rigorous.