A Universal Coherence Metric for Crisis Detection in AI: Open-Source Implementation
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Updated
Nov 13, 2025 - Python
A Universal Coherence Metric for Crisis Detection in AI: Open-Source Implementation
π Discover how oscillations emerge as a mathematical necessity in complex systems. A rigorous framework proving C+A=1 with 10^-16 precision. π Visualize adaptability landscapes & spectral fingerprints.
Official implementation of our paper titled "GL-CLiC: Global-Local Coherence and Lexical Complexity for Sentence-Level AI-Generated Text Detection"
ποΈ Streamline data analysis with ConsciousDB, a vector database that integrates directly with your models for enhanced performance and ease of use.
Natural General Intelligence (NGI) prototype: resonant learning through rhythm and wave memory. Alternative to AGI: self-learning AI that breathes, sleeps, and restores energy via E = A Γ R Γ L β S formula. Open research | Physics of Living Systems
Findings ACL 23: Visual Coherence Loss for Coherent and Visually Grounded Story Generation
Source code for a Research on Topic modeling with LDA and coherence semantic analysis
Emergent Computational Epistemology: studying AIβs emergent behaviors as non-human epistemic systems.
A Python-based experiment built using PsychoPy for studying decision-making, confidence assessment, and response accuracy under varying conditions of visual dot motion coherence.
The auto-generation of descriptive text through word embedding + LSTM + n-gram algorithms and the coherence & topic analysis of the generated text.
Array processing
A foundational framework for moral computation using the equation M = ΞΆ - S
Model X: A unified framework for entropy-syntropy balance (X = Ο - S) in physical and informational systems, resolving asymptotic singularities without infinities. Open-source simulations and preprint included. Keywords:
Public stub of the analysis pipeline for the discovery of the Universal Coherence Scaling Law (Ξ²). Cross-domain results across EEG, LIGO GW, IBM Q, Quantum Black Hole Echoes, Materials Phonons, and Helioseismology (BiSON). Full reproducible pipeline archived privately for peer review.
ConsciousDB β Your Vector Database Is the Model
Investigating hyperchaotic driving effects on qubit coherence and entanglement
TACL 23: Visual Writing Prompts: Character-Grounded Story Generation with Curated Image Sequences
π Discover how oscillations emerge as a mathematical necessity in complex systems. A rigorous framework proving C+A=1 with 10^-16 precision. π Visualize adaptability landscapes & spectral fingerprints.
TSC: Recognize and measure triadic coherence (H/V/D) via Sβ-invariant protocol, witnesses, and C_Ξ£ scoring. Coherence β Philosophy β Math β Engineering.
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