The fluid cracked the embedding space. The words destroyed the coherence. And the model keeps chatting happily as it goes insane. What connects the hot hydrocarbon, the HTTP request, and the transformer token?
This is in the semantic domain. The model’s own output becomes a resonance cavity. The probability distribution oscillates between two modes—say, formal academic prose and bizarre conspiratorial rambling—at a frequency that the safety filters cannot catch because every individual token is valid . autofluid crack
The crack is not in the pipe. The crack is in the relationship between the pipe and the flow. And that relationship is never static. The fluid cracked the embedding space
Let me walk you through three industries that have stared into this crack. They don’t know they are talking about the same thing. But they are. In petroleum engineering, fluid catalytic cracking (FCC) is a beautiful, violent act. You take heavy, useless vacuum gas oil. You heat it to 1000°F. You shoot it up a riser reactor full of hot zeolite catalyst. The long hydrocarbon chains crack —snap into shorter chains: gasoline, propylene, diesel. What connects the hot hydrocarbon, the HTTP request,