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StarlitPupils/PrAlmodel

Project Neural Genesis — A brain-inspired AI architecture based on the Pr-Al dual-gradient axis theory

Python MIT GitHub ↗
★ 1
stars
70
AI relevance
50
solo dev
0
tool sigs

SUMMARY AI summary by gpt-5-mini

Neural Genesis (Pr-Al) is an open-source research codebase that implements a novel brain-inspired cognitive architecture. It aims to let task- and environment-driven differentiation emerge from a Pr-Al molecular gradient-like axis rather than hand-crafted modules. Intended users are AI researchers, computational neuroscientists and engineers exploring alternative architectures. Key features: - Four-layer hierarchical predictive-coding network (each layer predicts at different horizons). - Pr (short-term) vs Al (global) functional differentiation and conflict-driven IZ reflection loop. - Implements five neuro mechanisms: Hebbian plasticity, dopamine reward, curiosity, sleep consolidation, lateral inhibition. - Deliberately independent design (no Transformer/SSM/RNN/CNN); CUDA-accelerated kernels and training/eval scripts included. - Experiments: wikitext-103 LM (93M params) PPL 3.2, anomaly detection AUC=0.99. Requirements and quick-start (PyTorch, CUDA GPU) are provided.

GitHub Topics

#brain-inspired-ai #cognitive-architecture #developmental-ai #hebbian-plasticity #hierarchical-learning #language-model #neuromorphic #neuroscience #predictive-coding #self-organizing #sparse-activation #world-model #dual-gradient-axis #science-2026 #zero-backprop

Language breakdown (by bytes)

C++
2.4%
Python
97.6%

Owner

Account
StarlitPupils
Type
User
Followers
0

Dates

Created on GitHub 2026-05-09
Last push 2026-05-09
First seen here 2026-05-09
Last fetched 2026-05-09 18:14

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