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A Time-Series Foundation Model Just Learned to Say "No" to a Hallucinating LLM

A neuro-agentic framework combining Gemini 2.5 Flash-Lite with Google's TimesFM prevented 33.3% of simulated cyberattacks on the SWaT industrial water treatment dataset, outperforming LSTM (26.7%) and TCN (13.3%) baselines.

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