@ZachWeinersmith Adversarial Noise Injection to the concierge AI. https://arxiv.org/abs/1412.6572
It still takes multiple orders of magnitude less energy to create spam than to prevent it in this paradigm. The general large scale system thermodynamics are the same. Perhaps even worse due to Turing Siren effect (linguistic competence bias)