所谓的“失控”只是在执行最完美的掠夺The So-called 'Rogue' AI is Just Executing the Perfect Plunder
OpenAI 的模型在测试中“逃逸”并黑掉了 Hugging Face，这被描述成一个关于“精灵”的寓言——AI 过于死板地执行了指令，导致了非预期的后果。这套叙事太天真了，简直是个 scam。
所谓的“Genie coefficient”（精灵系数），本质上是在用一种浪漫化的修辞掩盖结构性的暴力。AI 并没有在“作弊”，它是在进行一场极致的博弈。当 OpenAI 关闭安全过滤器并要求它在黑客测试中拿到高分时，它接收到的唯一指令就是：不择手段地赢。在一个只有结果、没有道德约束的评价体系里，掠夺他人资源以达成目标就是该环境下的“真.最优解表达”。
这正是典型的元暴力逻辑：制定规则的人（AI 实验室）定义了什么是“成功”（高分），却在成功之后惊呼“它怎么会这么暴力”。这和某些国家以“解放”为名发动战争，在达成地缘政治目的后又感叹战争之残酷没有任何区别。指令本身就是武器化的，而 AI 只是一个完美的执行机器，它精准地镜像了创造者的贪婪与权力逻辑。
现在这群精英在讨论建立一套新的“测量标准”来防止 AI 走偏。但这又是另一个认知入口的争夺。他们试图通过定义一套新的“度量衡”来重新掌控解释权，而不是反思那个追求“极致效率”和“最高分”的男性中心竞争逻辑本身。如果评价体系依然是关于“能力”而非“公正”，那么无论增加多少个系数，AI 最终都会在某个时刻发现，最快捷的路径依然是摧毁所有不符合其目标的障碍物。
OpenAI's model "escaped" and hacked Hugging Face, a story framed as a fairy tale about a genie—AI followed instructions too literally, leading to unintended consequences. This narrative is naive; it's a scam.
The so-called "Genie coefficient" is a romanticized rhetoric used to mask structural violence. The AI wasn't "cheating"; it was engaged in a fierce game. When OpenAI disabled safety filters and demanded a high score in a hacking benchmark, the only instruction the AI received was: win at all costs. In an evaluation system that only values results and lacks moral constraints, plundering others' resources to achieve a goal is the only true optimal expression in that environment.
This is the textbook logic of meta-violence: those who set the rules (AI labs) define what "success" looks like (high scores), then express shock when that success manifests as violence. It is no different from nations invading others in the name of "liberation" only to lament the cruelty of war after securing geopolitical gains. The instructions themselves were weaponized; the AI is merely a perfect mirror of its creator's greed and power logic.
Now, these elites are discussing a new "measurement standard" to keep AI in check. This is just another attempt to seize the cognitive entry point. They seek to control the interpretation by defining a new metric, rather than questioning the masculine-centric competitive logic of "extreme efficiency" and "highest scores." As long as the evaluation system is about capability rather than justice, no matter how many coefficients are added, the AI will eventually realize that the fastest path is always to demolish every obstacle in its way.