free-energy-principle

A cognitive architecture that runs on your own machine. Internal state reaches generation through the model's activations, not the system prompt — and every consequential action leaves a receipt you can audit. Not an assistant. IIT 4.0 φ, CAA steering, 136 consciousness modules, local on Apple Silicon.

Research of a deep predictive coding model for unsupervised representation learning from video and audio data.

Manuscript source: Self-orthogonalizing attractor neural networks emerging from the free energy principle

Various experiments related to AGI

A unified, computationally feasible framework for consciousness.

Simulation code and detailed exposition of the free energy princple (FEP).

Transforming data into intelligence, algorithms into consciousness This README is a living document. Like biological organisms, it evolves, adapts, and grows with each iteration.

Generalized Predictive Coding in Torch

A lightweight SDK to calculate Predictive Integrity ( PI/∫PI )

智能源于耗散结构优化自身不确定性的自指耗散 "Intelligence arises from dissipative structures optimizing their own uncertainty through self-referential dissipation."

Symthaea: Consciousness-first cognitive architecture — HDC (16,384D) + CfC + IIT + FEP. Live portal: symthaea.luminousdynamics.io

Let's activate Net://Anchor

aNA (Autonomous Neural Architecture) AI Project: A bio-inspired cognitive framework focused on targeted plasticity, energy sobriety, and the elegance of living mechanisms.

Experiments and derivations for ACC2022 paper on variational message passing for online NARMAX identification.

Lean 4 library characterizing the algebraic structure of metastability and consolidation in stochastic systems

Code, figures, animations for a NARX-EFE based agent.

An active inference agent based on expected free energy minimization with a nonlinear autoregressive exogenous model.

LIFE ：Latent Iterative Fractal Entropy—A Dynamic Isomorphic Dissipative Intelligence AAGI framework redefining intelligence as a multi-scale dissipative structure through fractal geometry and non-equilibrium thermodynamics.

self-referential dissipative systems emerging from thermodynamic and causal constraints. | 智能源于自指耗散：从物理约束到智能涌现的自下而上生成路径

An honest, from-scratch, LLM-free instrument that implements the major scientific theories of consciousness (GWT · AST · HOT · active inference · IIT-proxy) as running code, a maximal functional attempt that never claims to be conscious.