Pre-print under review:
Functional Percolation: Criticality of Form and Function
https://arxiv.org/abs/2512.09317
Toward a basic physical theory of information processing
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In a strict out-of-sample benchmark, our method improves real-time hallucination detection over standard approaches from ~64% to ~74%, with statistically decisive gains — even using a small, lightly trained model without extensive optimization.
Currently seeking early-stage funding and research partners — open to conversations.
