NGC-Learn: Neurobiological Systems Simulation and NeuroAI Design in Python

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

Approximate Natural Gradient Descent with precision weighted predictive coding

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

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

First open emotional-subjective architecture (VAD + IIT Phi + predictive processing + homeostatic drives) as a lightweight Ollama agent / Перша відкрита емоційно-суб’єктивна архітектура (VAD + Φ + предиктивне кодування + гомеостатичні драйви) для Ollama