Lambda-Q Active Defense: Real-Time Safety Framework for LLM Training with Omega-Oracle Trajectory Prediction

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Authors: Kevin Miller
Cited by: 0

Abstract

Real-time AI safety framework detecting training instability using spectral gap metric D(t) and predictive oracle. Achieves 100% adversarial detection with

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
6 January 2026
Language
EN