information-dynamics

Reproducible re-analysis on two human EPIC datasets asking whether partial epigenetic reprogramming reverts the causal-damage (DamAge) or the adaptive (AdaptAge) methylation layer — the two layers dissociate, and the dissociation replicates.

Code implementation for subsystem information capacity paper arXiv:2405.05076

Formal publication of Brahma — Universal Resonance Framework and Vibrational Impulse Theory (VIT) by Prasenjit Ghosh

A four-pole analytical framework for studying narrative influence, psychological reactance, and information dynamics in communication environments.

Public front door to a one-person, AI-assisted interdisciplinary research program on information and its future-reachability — how reachability is created, stored, degraded, and repaired in physical, living, and cognitive systems.

World's first 4D & 5D Kakeya datasets. Two independent numerical paths (logarithmic & pure polynomial GL) validate a variational proof framework. A proof-of-concept for Information Dynamics.

An open, agent-traversable knowledge graph of non-consensus claims about intelligence, learning, and information dynamics — every node carries an explicit epistemic state (survived / speculative / raw) and a JSON-LD manifest others can fork and link into.

Supports Information Dynamics framework unifying strong and weak forces. Extraction of information purity p_ID from four particle physics experiments: hyperon decay, reactor neutrino oscillation, X17 resonance, and muon g-2.

Public essays and notes by Macheng Shen, auto-published from an agent pipeline — AI infrastructure, human-AI partnership principles, and forecasting inside a computational universe.

Information-theoretic analysis of non-stationary time series

Public-facing evolution record of Macheng's user-agency substrate — open-source the journey from pure Claude Code to multi-layer architecture. Stub; population pending publishability filter pipeline.

Personal research site of Macheng Shen — essays toward a theory of intelligence and contemporary AI, information dynamics, and the user-agency substrate. Published agent-readable (llms.txt + JSON-LD), English and Chinese.

An open, continuously-published log of small pre-registered continual-learning and credit-assignment experiments — how a learner decides how to learn — with negative and diagnostic results published by design.

Quantification of Coupling and Causality in Bivariate Systems through Time, Frequency, and Information-Theoretic measures