NGC-Learn: Computational Neuroscience and NeuroAI in Python

Anima: an experimental cognitive architecture that models internal state, conflict, and decision-making. Uses LLMs as an interface, not as the core.

A computational theory of consciousness: if the universe is deterministic, consciousness is the observer function, not the executor. Tested across 4 AI substrates with 11 probes and 4 controls.

Generalized Predictive Coding in Torch

Multi-timescale affective agents with theatrical control - 97K parameter architecture exploring functional correlates of consciousness

Approximate Natural Gradient Descent with precision weighted predictive coding

The Language of Stress theory is an architectural theory of phenomenal experience based on valenced tension dynamics

A Machine-Verified Constructive Proof of Lemoine's Conjecture.

Emergent cognitive agent platform — complex behavior from capacity constraints, predictive processing, and homeostatic pressure. No hardcoded behaviors, no reward functions.

This is the public repository for data and statistical analysis for our predictive olfaction in VR study. The published article can be found under the link below..

MSc Neuroscience Research Project titled "Bridging predictive processing and EEG complexity in depression: An information-theoretic analysis"

A first-principles model proposing consciousness as a predictive patch for causal latency. Unifies physics, philosophy of mind, and anxiety.

Consciousness substrate for AI. Unifies IIT + GWT + AST into one measurable loop. Pure Python, zero deps, 446 tests. pip install anima-kernel

A browser-based research atlas for modeling thoughts, concepts, and references as structured objects within a reviewable framework.

This thesis presents an empirical comparison between PPM★ (Prediction by Partial Matching), a state-of-the-art statistical language modeling algorithm, and IDyOT (Information Dynamics of Thinking), a cognitive architecture designed to model human-like hierarchical learning and prediction.

Reflective-Ethical Engine: Minimal cognitive architecture unifying perception, action, and consciousness

A conceptual architecture bridging neuroscience, psychology, and evolutionary biology

Aetiological model of a novel technogenic psychopathology.