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    Probing quality-evaluative geometry in transformer hidden states. GPT-2 encodes quality better than BERT, with a negativity bias that mirrors human cognition.

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    🏛️ Champollion cracked hieroglyphs in 1822. I applied the same logic to LLM internals. 95% accuracy, $0 cost, fully reproducible. Contributors welcome.

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    Advanced AI Forensic tool for deepfake detection using Physics-First spectral analysis (FFT). Achieves 96.33% accuracy on synthetic media benchmarks.

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