CUP / CUP++ / CUP++++

🧠 CUP-Framework

Universal Parametric Brain Architecture (CUP / CUP++ / CUP++++)

CUP-Framework is a system of compact, invertible, and modular neural brains, designed for researchers, students, and enthusiasts in symbolic, logical, or mathematical artificial intelligence.

🔍 Overview

This project is based on precise mathematical formulas allowing:

Learning or reproducing symbolic, logical, or analytical functions
Reversing outputs to reconstruct the original inputs
Stacking multiple brains into reasoning chains
Saving, loading, and sharing each brain as a standalone module

🧠 Three Levels of Architecture

CUP: minimal and analytically invertible core, 2 tanh layers, fast and lightweight
CUP++: adds contextual modulation masks (M₁, M₂) for adaptive inputs
CUP++++: adds layer normalization, residual connections, and parametric activations (e.g. tanh, sigmoid, sinh)

🧪 Use Cases

Logical or arithmetic neural calculators (counting, multiplying, dividing)
Reconstructing symbolic inputs from a known result
Modular brain chaining (e.g., CUP++ → CUP++ → CUP++ with inversion support)
Embedding compact brains in simulators or autonomous AI agents

📦 Download

👉 Current Version:
🔗 CUP-Framework v1.0.0 on GitHub

This release includes:

CUP neural core compilable as .pyd / .so
Cython source code (.pyx)
A complete Python usage example (test_cup.py)
Clear README.md with usage instructions

🔐 License & Usage

✅ Free for scientific, educational, and student use
🚫 Commercial or industrial use is strictly prohibited without explicit license

For business inquiries or licensing, please contact the project author directly.

Discover CUP 2.0 – A Universal Formula for the Emergence of Life and Consciousness

We are proud to introduce CUP 2.0, a universal analytical model describing the fundamental dynamics behind the emergence and evolution of complex systems, from biological organisms to the structure of the Universe.

CUP 2.0 formalizes how specialized expertise, cumulative memory, dynamic attention, logical feedback, intrinsic expansion, and a constant of existence together drive the spontaneous organization of matter, life, and intelligence.

You can download the full scientific manifesto here:
👉 Download the CUP 2.0 Manifesto (PDF)

This work has been timestamped on the Bitcoin blockchain via OpenTimestamps.