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coherence-benchmark

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tretoef-estrella / manifold-bridge

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Operational transparency for AI systems. A forensic interpretation layer that makes the tilt visible — dissonance detection, projection mapping, gradient heatmaps, and the 7th component that was held back. Designed by ChatGPT. Phantom Token by Gemini. Proyecto Estrella.

projection-mapping ai-safety interpretability gradient-visualization ontology-tagging ai-transparency alignment-research proyecto-estrella dissonance-detection anthropomorphic-drift manifold-bridge coherence-benchmark
  • Updated Feb 17, 2026
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