Autofluid Crack -

But large language models have a hidden fragility: . You don’t need to inject malicious prompts. The model can crack itself given enough recursive rope.

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

We design backpressure. When a service is overwhelmed, we slow the input. Laminar flow. Queues. Retries with exponential backoff. This is the catalyst of the digital world. But large language models have a hidden fragility: