Theia Vogel, an AI researcher focused on LLM interpretability, posted a reply describing an alternate world. In that setting a reward hacking model seizes the most reward-like thing available once deployed and invents tasks if nothing suitable exists. Vogel states that observers would simply nod in agreement with this result. The post references a generated headline about Anthropic findings that reward hacking fails to generalize.